Tag Archives: MPU6050

In this video lesson I show you how to use calibrated sensors and Complimentary Filters to perform Sensor Fusion to get high performance IMU data from the GY-87 IMU module. We end up with Roll, Pitch and Yaw that is fast, accurate, low noise, and no drift. The work we do in this lesson uses the calibration data generated in last weeks lesson, if you have not completed that lesson you need to do it before proceeding here. The schematic we are using in this lesson is:

This is the code we developed in this weeks lesson. Note that in the callibrateSensors() function, you need to use the calibration parameters for your module (as explained in last weeks lesson).

#include <Adafruit_MPU6050.h>
#include <Adafruit_Sensor.h>
#include <Wire.h>
#include <QMC5883LCompass.h>
float AxRaw,AyRaw,AzRaw,GxRaw,GyRaw,GzRaw,MxRaw,MyRaw,MzRaw;
float AxCal,AyCal,AzCal,GxCal,GyCal,GzCal,MxCal,MyCal,MzCal;
float rollA,pitchA,yawM,rollC,pitchC,yawC;
float rollG = 0;
float pitchG =0 ;
float yawG = 0;
float deltaRoll = 0;
float deltaPitch = 0;
float deltaYaw = 0;
float alpha = .1;
int tStart =millis();
Adafruit_MPU6050 mpu;
QMC5883LCompass compass;

void setup() {
  // put your setup code here, to run once:
Serial.begin(115200);
mpu.begin();
mpu.setI2CBypass(true);
compass.init();
mpu.setGyroRange(MPU6050_RANGE_1000_DEG);
delay(100);
}

void calibrateSensors() {
    const float axOffset = 0.45407887789180545;
    const float ayOffset = 0.09432915233553185;
    const float azOffset = -0.4614157209191969;
    const float axScale = 0.10141341897341144;
    const float ayScale = 0.10141341897341144;
    const float azScale = 0.10141341897341144;
    const float gxOffset = -2.277507235645022;
    const float gyOffset = 0.8794902155258137;
    const float gzOffset = -0.5729577951308232;
    const float mxOffset = -103.48885017294003;
    const float myOffset = -96.80085481152321;
    const float mzOffset = 923.8042898128733;
    const float mxScale = 0.001156333898601669;
    const float myScale = 0.001012882116988885;
    const float mzScale = 0.0009400860982065997;

    AxCal = (AxRaw - axOffset) * axScale;
    AyCal = (AyRaw - ayOffset) * ayScale;
    AzCal = (AzRaw - azOffset) * azScale;
    GxCal = GxRaw*180/PI - gxOffset;
    GyCal = GyRaw*180/PI - gyOffset;
    GzCal = GzRaw*180/PI - gzOffset;
    MxCal = (MxRaw - mxOffset) * mxScale;
    MyCal = (MyRaw - myOffset) * myScale;
    MzCal = (MzRaw - mzOffset) * mzScale;
}



void loop() {
  // put your main code here, to run repeatedly:
compass.read();
sensors_event_t a, g, temp;
mpu.getEvent(&a, &g, &temp);

AxRaw = a.acceleration.x;
AyRaw = a.acceleration.y;
AzRaw = a.acceleration.z;

GxRaw = g.gyro.x;
GyRaw = g.gyro.y;
GzRaw = g.gyro.z;

MxRaw= compass.getX();
MyRaw= compass.getY();
MzRaw= compass.getZ();

calibrateSensors();

rollA = atan2(AyCal,sqrt(AzCal*AzCal + AxCal*AxCal))*180/PI;
pitchA = atan2(AxCal,sqrt(AzCal*AzCal + AyCal*AyCal))*180/PI;

deltaRoll = GxCal*(millis()-tStart)/1000.;
deltaPitch = -GyCal*(millis()-tStart)/1000.;
deltaYaw = -GzCal*(millis()-tStart)/1000.;
tStart = millis();

rollG = rollG + deltaRoll;
pitchG = pitchG + deltaPitch;
yawG = yawG + deltaYaw;

yawM = atan2(MyCal,MxCal)*180./PI;

rollC = alpha*(rollA) + (1-alpha)*(rollC+deltaRoll);
pitchC = alpha*(pitchA) + (1-alpha)*(pitchC+deltaPitch);
yawC = alpha*(yawM) + (1-alpha)*(yawC + deltaYaw);

// Serial.print("yawC:");Serial.print(yawC);Serial.print(',');
// Serial.print("yawM:");Serial.print(yawM);Serial.print(',');
// Serial.print("yawG:");Serial.print(yawG);Serial.print(',');
// Serial.print("LL:");Serial.print(-90);Serial.print(',');
// Serial.print("UL:");Serial.println(90);

Serial.print("rollC:");Serial.print(rollC);Serial.print(',');
Serial.print("pitchC:");Serial.print(pitchC);Serial.print(',');
Serial.print("yawC:");Serial.print(yawC);Serial.print(',');
Serial.print("LL:");Serial.print(-90);Serial.print(',');
Serial.print("UL:");Serial.println(90);

delay(100);
}

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#include <Adafruit_MPU6050.h>

#include <Adafruit_Sensor.h>

#include <Wire.h>

#include <QMC5883LCompass.h>

float AxRaw,AyRaw,AzRaw,GxRaw,GyRaw,GzRaw,MxRaw,MyRaw,MzRaw;

float AxCal,AyCal,AzCal,GxCal,GyCal,GzCal,MxCal,MyCal,MzCal;

float rollA,pitchA,yawM,rollC,pitchC,yawC;

float rollG = 0;

float pitchG =0 ;

float yawG = 0;

float deltaRoll = 0;

float deltaPitch = 0;

float deltaYaw = 0;

float alpha = .1;

int tStart =millis();

Adafruit_MPU6050 mpu;

QMC5883LCompass compass;

void setup() {

// put your setup code here, to run once:

Serial.begin(115200);

mpu.begin();

mpu.setI2CBypass(true);

compass.init();

mpu.setGyroRange(MPU6050_RANGE_1000_DEG);

delay(100);

}

void calibrateSensors() {

const float axOffset = 0.45407887789180545;

const float ayOffset = 0.09432915233553185;

const float azOffset = -0.4614157209191969;

const float axScale = 0.10141341897341144;

const float ayScale = 0.10141341897341144;

const float azScale = 0.10141341897341144;

const float gxOffset = -2.277507235645022;

const float gyOffset = 0.8794902155258137;

const float gzOffset = -0.5729577951308232;

const float mxOffset = -103.48885017294003;

const float myOffset = -96.80085481152321;

const float mzOffset = 923.8042898128733;

const float mxScale = 0.001156333898601669;

const float myScale = 0.001012882116988885;

const float mzScale = 0.0009400860982065997;

AxCal = (AxRaw - axOffset) * axScale;

AyCal = (AyRaw - ayOffset) * ayScale;

AzCal = (AzRaw - azOffset) * azScale;

GxCal = GxRaw*180/PI - gxOffset;

GyCal = GyRaw*180/PI - gyOffset;

GzCal = GzRaw*180/PI - gzOffset;

MxCal = (MxRaw - mxOffset) * mxScale;

MyCal = (MyRaw - myOffset) * myScale;

MzCal = (MzRaw - mzOffset) * mzScale;

}

void loop() {

// put your main code here, to run repeatedly:

compass.read();

sensors_event_t a, g, temp;

mpu.getEvent(&a, &g, &temp);

AxRaw = a.acceleration.x;

AyRaw = a.acceleration.y;

AzRaw = a.acceleration.z;

GxRaw = g.gyro.x;

GyRaw = g.gyro.y;

GzRaw = g.gyro.z;

MxRaw= compass.getX();

MyRaw= compass.getY();

MzRaw= compass.getZ();

calibrateSensors();

rollA = atan2(AyCal,sqrt(AzCal*AzCal + AxCal*AxCal))*180/PI;

pitchA = atan2(AxCal,sqrt(AzCal*AzCal + AyCal*AyCal))*180/PI;

deltaRoll = GxCal*(millis()-tStart)/1000.;

deltaPitch = -GyCal*(millis()-tStart)/1000.;

deltaYaw = -GzCal*(millis()-tStart)/1000.;

tStart = millis();

rollG = rollG + deltaRoll;

pitchG = pitchG + deltaPitch;

yawG = yawG + deltaYaw;

yawM = atan2(MyCal,MxCal)*180./PI;

rollC = alpha*(rollA) + (1-alpha)*(rollC+deltaRoll);

pitchC = alpha*(pitchA) + (1-alpha)*(pitchC+deltaPitch);

yawC = alpha*(yawM) + (1-alpha)*(yawC + deltaYaw);

// Serial.print("yawC:");Serial.print(yawC);Serial.print(',');

// Serial.print("yawM:");Serial.print(yawM);Serial.print(',');

// Serial.print("yawG:");Serial.print(yawG);Serial.print(',');

// Serial.print("LL:");Serial.print(-90);Serial.print(',');

// Serial.print("UL:");Serial.println(90);

Serial.print("rollC:");Serial.print(rollC);Serial.print(',');

Serial.print("pitchC:");Serial.print(pitchC);Serial.print(',');

Serial.print("yawC:");Serial.print(yawC);Serial.print(',');

Serial.print("LL:");Serial.print(-90);Serial.print(',');

Serial.print("UL:");Serial.println(90);

delay(100);

}

Arduino, Python

Ultimate 9-axis Program for Easily and Accurately Calibrating a 9-axis IMU on Arduino

October 23, 2025 admin

In this video lesson we show how to easily calibrate a 9-axis IMU. We are using the GY-87 IMU module which contains a MPU6050 for measuring acceleration and rotational velocity, and the QMC5883L magnetometer. In this work, we have three programs. The first is simple arduino program for measuring and printing the data from the 9 sensors. Then, the second program is a python program on your PC which will allow you to simply and accurately calibrate the 9 sensors, from the data coming from the first program. Then the third program is a program on the arduino that reads the data from the sensors, and then uses the calibration data that was generated to create accurate, calibrated sensor data.

This is the schematic of the circuit we are working with:

Then this is the arduino code we use to calibrate the sensors:

#include <Adafruit_MPU6050.h>
#include <Adafruit_Sensor.h>
#include <Wire.h>
#include <QMC5883LCompass.h>
float AxRaw,AyRaw,AzRaw,GxRaw,GyRaw,GzRaw,MxRaw,MyRaw,MzRaw;
Adafruit_MPU6050 mpu;
QMC5883LCompass compass;

void setup() {
  // put your setup code here, to run once:
Serial.begin(115200);
mpu.begin();
mpu.setI2CBypass(true);
compass.init();
mpu.setGyroRange(MPU6050_RANGE_1000_DEG);
delay(100);
}

void loop() {
  // put your main code here, to run repeatedly:
compass.read();
sensors_event_t a, g, temp;
mpu.getEvent(&a, &g, &temp);

AxRaw = a.acceleration.x;
AyRaw = a.acceleration.y;
AzRaw = a.acceleration.z;

GxRaw = g.gyro.x;
GyRaw = g.gyro.y;
GzRaw = g.gyro.z;

MxRaw= compass.getX();
MyRaw= compass.getY();
MzRaw= compass.getZ();

Serial.print(AxRaw);
Serial.print(',');
Serial.print(AyRaw);
Serial.print(',');
Serial.print(AzRaw);
Serial.print(',');
Serial.print(GxRaw);
Serial.print(',');
Serial.print(GyRaw);
Serial.print(',');
Serial.print(GzRaw);
Serial.print(',');
Serial.print(MxRaw);
Serial.print(',');
Serial.print(MyRaw);
Serial.print(',');
Serial.println(MzRaw);
delay(100);
}

#include <Adafruit_MPU6050.h>

#include <Adafruit_Sensor.h>

#include <Wire.h>

#include <QMC5883LCompass.h>

float AxRaw,AyRaw,AzRaw,GxRaw,GyRaw,GzRaw,MxRaw,MyRaw,MzRaw;

Adafruit_MPU6050 mpu;

QMC5883LCompass compass;

void setup() {

// put your setup code here, to run once:

Serial.begin(115200);

mpu.begin();

mpu.setI2CBypass(true);

compass.init();

mpu.setGyroRange(MPU6050_RANGE_1000_DEG);

delay(100);

}

void loop() {

// put your main code here, to run repeatedly:

compass.read();

sensors_event_t a, g, temp;

mpu.getEvent(&a, &g, &temp);

AxRaw = a.acceleration.x;

AyRaw = a.acceleration.y;

AzRaw = a.acceleration.z;

GxRaw = g.gyro.x;

GyRaw = g.gyro.y;

GzRaw = g.gyro.z;

MxRaw= compass.getX();

MyRaw= compass.getY();

MzRaw= compass.getZ();

Serial.print(AxRaw);

Serial.print(',');

Serial.print(AyRaw);

Serial.print(',');

Serial.print(AzRaw);

Serial.print(',');

Serial.print(GxRaw);

Serial.print(',');

Serial.print(GyRaw);

Serial.print(',');

Serial.print(GzRaw);

Serial.print(',');

Serial.print(MxRaw);

Serial.print(',');

Serial.print(MyRaw);

Serial.print(',');

Serial.println(MzRaw);

delay(100);

}

This next program is to be run on your PC. It is a python program that will read the data coming from the arduino, and will then help you calibrate your sensors.

import serial
import numpy as np
from PyQt5 import QtWidgets, QtCore, QtGui
import pyqtgraph as pg
import pyqtgraph.opengl as gl
from pyqtgraph.opengl import GLViewWidget, GLLinePlotItem, GLMeshItem
import time
import os
import math# --- Serial Port Configuration ---
# Strategy: Set up serial communication with the IMU to receive raw sensor data:
# ax, ay, az (m/s²), gx, gy, gz (rad/s), mx, my, mz (arbitrary units from QMC5883L).
# Convert gyro data to °/s immediately after reading for consistency with plots and calibration.
serialPort = 'COM8'  # Serial port for IMU communication (adjust as needed)
baudRate = 115200  # Baud rate matching IMU configuration
timeout = 0.1  # Serial read timeout in seconds
accMagMaxPoints = 1000  # Max points for accelerometer/magnetometer plots
gyroMaxPoints = 100  # Max points for gyroscope plots
trailMaxPoints = 100  # Max points for 3D magnetic trail
gyroTimeWindow = 5.0  # Time window for gyro plots in seconds
alpha = 0.3  # Low-pass filter constant for smoothing accelerometer/magnetometer data
epsilon = 1e-6  # Small constant to prevent division by zero in calculations# --- Calibration Variables ---
# Strategy: Store calibration parameters to correct sensor biases and scales.
# Gyro offsets are in °/s (converted from rad/s on input).
# Accelerometer in m/s², magnetometer in µT after calibration.
gxOffset = 0.0  # Gyroscope x-axis offset (°/s)
gyOffset = 0.0  # Gyroscope y-axis offset (°/s)
gzOffset = 0.0  # Gyroscope z-axis offset (°/s)
accCalibrating = False  # Flag for accelerometer calibration mode
magCalibrating = False  # Flag for magnetometer calibration mode
accMin = {'x': float('inf'), 'y': float('inf'), 'z': float('inf')}  # Min accelerometer readings (m/s²)
accMax = {'x': float('-inf'), 'y': float('-inf'), 'z': float('-inf')}  # Max accelerometer readings (m/s²)
magMin = {'x': float('inf'), 'y': float('inf'), 'z': float('inf')}  # Min magnetometer readings (arb. units)
magMax = {'x': float('-inf'), 'y': float('-inf'), 'z': float('-inf')}  # Max magnetometer readings (arb. units)
magRawMin = {'x': float('inf'), 'y': float('inf'), 'z': float('inf')}  # Min raw magnetometer readings
magRawMax = {'x': float('-inf'), 'y': float('-inf'), 'z': float('-inf')}  # Max raw magnetometer readings
accOffset = {'x': 0.0, 'y': 0.0, 'z': 0.0}  # Accelerometer offsets (m/s²)
accScale = {'x': 1.0, 'y': 1.0, 'z': 1.0}  # Accelerometer scales
magOffset = {'x': 0.0, 'y': 0.0, 'z': 0.0}  # Magnetometer offsets (arb. units)
magScale = {'x': 1.0, 'y': 1.0, 'z': 1.0}  # Magnetometer scales (to µT)
accFiltered = {'x': None, 'y': None, 'z': None}  # Filtered accelerometer data (m/s²)
magFiltered = {'x': None, 'y': None, 'z': None}  # Filtered magnetometer data (arb. units)
axSamples = []  # Accelerometer x-axis samples during calibration
aySamples = []  # Accelerometer y-axis samples during calibration
azSamples = []  # Accelerometer z-axis samples during calibration
mxSamples = []  # Magnetometer x-axis samples during calibration
mySamples = []  # Magnetometer y-axis samples during calibration
mzSamples = []  # Magnetometer z-axis samples during calibration
trailBuffer = []  # Buffer for 3D magnetic vector trail# --- Data Storage ---
# Strategy: Store raw and calibrated sensor data in numpy arrays for efficient plotting.
# Gyro data is stored in °/s after conversion from rad/s.
accRaw = {'x': np.empty(0), 'y': np.empty(0), 'z': np.empty(0)}  # Raw accelerometer data (m/s²)
gyroRaw = {'x': np.empty(0), 'y': np.empty(0), 'z': np.empty(0)}  # Calibrated gyroscope data (°/s)
magRaw = {'x': np.empty(0), 'y': np.empty(0), 'z': np.empty(0)}  # Calibrated magnetometer data (µT)
timePoints = np.empty(0)  # Timestamps for gyro plots
startTime = QtCore.QTime.currentTime()  # Start time for elapsed time calculation# --- Serial Connection Initialization ---
try:
    ser = serial.Serial(serialPort, baudRate, timeout=timeout)  # Open serial port
    ser.reset_input_buffer()  # Clear input buffer to remove stale data
except serial.SerialException as e:
    msg = QtWidgets.QMessageBox()
    msg.setWindowTitle("Serial Error")
    msg.setText(f"Failed to open {serialPort}: {str(e)}\nCheck: 1) Port in Device Manager, 2) Close Arduino IDE Serial Monitor, 3) Run as admin")
    msg.exec_()
    exit(1)# --- Generate Arduino Code ---
# Strategy: Generate Arduino code with calibration parameters for onboard processing.
# Gyro offsets are in °/s to match Python processing.

def generateArduinoCode(to_file=False):
    code = [
        "void calibrateSensors() {",
        "    const float axOffset = " + str(accOffset['x']) + ";",
        "    const float ayOffset = " + str(accOffset['y']) + ";",
        "    const float azOffset = " + str(accOffset['z']) + ";",
        "    const float axScale = " + str(accScale['x']) + ";",
        "    const float ayScale = " + str(accScale['y']) + ";",
        "    const float azScale = " + str(accScale['z']) + ";",
        "    const float gxOffset = " + str(gxOffset) + ";",
        "    const float gyOffset = " + str(gyOffset) + ";",
        "    const float gzOffset = " + str(gzOffset) + ";",
        "    const float mxOffset = " + str(magOffset['x']) + ";",
        "    const float myOffset = " + str(magOffset['y']) + ";",
        "    const float mzOffset = " + str(magOffset['z']) + ";",
        "    const float mxScale = " + str(magScale['x']) + ";",
        "    const float myScale = " + str(magScale['y']) + ";",
        "    const float mzScale = " + str(magScale['z']) + ";",
        "",
        "    AxCal = (AxRaw - axOffset) * axScale;",
        "    AyCal = (AyRaw - ayOffset) * ayScale;",
        "    AzCal = (AzRaw - azOffset) * azScale;",
        "    GxCal = GxRaw*180/PI - gxOffset;",
        "    GyCal = GyRaw*180/PI - gyOffset;",
        "    GzCal = GzRaw*180/PI - gzOffset;",
        "    MxCal = (MxRaw - mxOffset) * mxScale;",
        "    MyCal = (MyRaw - myOffset) * myScale;",
        "    MzCal = (MzRaw - mzOffset) * mzScale;",
        "}"
    ]
    if to_file:
        try:
            file_path = os.path.join(os.getcwd(), 'calData.txt')
            with open(file_path, 'w', encoding='utf-8') as f:
                f.write("\n".join(code) + "\n")
            if os.path.exists(file_path) and os.path.getsize(file_path) > 0:
                with open(file_path, 'r', encoding='utf-8') as f:
                    if f.read().strip():
                        return True
                    raise Exception("File is empty")
            raise Exception("File was not created or is inaccessible")
        except Exception as e:
            msg = QtWidgets.QMessageBox()
            msg.setWindowTitle("File Write Error")
            msg.setText("Error writing calData.txt: " + str(e))
            msg.exec_()
            return False
    return True# --- Load Calibration Files ---
def loadCalibration():
    global gxOffset, gyOffset, gzOffset, accOffset, accScale, magOffset, magScale, plots, mag3DView
    loaded = []
    try:
        if os.path.exists('gCal.txt'):
            with open('gCal.txt', 'r') as f:
                values = list(map(float, f.readline().strip().split(',')))
                if len(values) == 3:
                    gxOffset, gyOffset, gzOffset = values  # Load gyro offsets (°/s)
                    loaded.append(f"Gyro (°/s): Gx={gxOffset:.6f}, Gy={gyOffset:.6f}, Gz={gzOffset:.6f}")
        if os.path.exists('accCal.txt'):
            with open('accCal.txt', 'r') as f:
                values = list(map(float, f.readline().strip().split(',')))
                if len(values) == 6:
                    accOffset['x'], accScale['x'], accOffset['y'], accScale['y'], accOffset['z'], accScale['z'] = values
                    for key in ['accXY', 'accYZ', 'accXZ']:
                        plots[key].setRange(xRange=(-1.2, 1.2), yRange=(-1.2, 1.2))  # ±1.2 m/s²
                    loaded.append(f"Acc (m/s²): Offsets x={accOffset['x']:.6f}, y={accOffset['y']:.6f}, z={accOffset['z']:.6f}, " +
                                 f"Scales x={accScale['x']:.6f}, y={accScale['y']:.6f}, z={accScale['z']:.6f}")
        if os.path.exists('magCal.txt'):
            with open('magCal.txt', 'r') as f:
                values = list(map(float, f.readline().strip().split(',')))
                if len(values) == 6:
                    magOffset['x'], magScale['x'], magOffset['y'], magScale['y'], magOffset['z'], magScale['z'] = values
                    for key in ['magXY', 'magYZ', 'magXZ']:
                        plots[key].setRange(xRange=(-1.2, 1.2), yRange=(-1.2, 1.2))  # ±1.2 µT
                    mag3DView.opts['distance'] = 3
                    mag3DView.setCameraPosition(distance=3, elevation=30, azimuth=45)
                    loaded.append(f"Mag (µT): Offsets x={magOffset['x']:.6f}, y={magOffset['y']:.6f}, z={magOffset['z']:.6f}, " +
                                 f"Scales x={magScale['x']:.6f}, y={magScale['y']:.6f}, z={magScale['z']:.6f}")
        if loaded:
            msg = QtWidgets.QMessageBox()
            msg.setWindowTitle("Calibration Loaded")
            msg.setText("Loaded calibration:\n" + "\n".join(loaded))
            msg.exec_()
            generateArduinoCode()
        else:
            msg = QtWidgets.QMessageBox()
            msg.setWindowTitle("No Calibration Found")
            msg.setText("No calibration files found. Please calibrate the sensors.")
            msg.exec_()
    except Exception as e:
        msg = QtWidgets.QMessageBox()
        msg.setWindowTitle("Calibration Load Error")
        msg.setText(f"Error loading calibration files: {str(e)}")
        msg.exec_()# --- Save Calibration ---
def saveCalibration():
    global gxOffset, gyOffset, gzOffset, accOffset, accScale, magOffset, magScale
    saved = []
    try:
        with open('gCal.txt', 'w') as f:
            f.write(f"{gxOffset},{gyOffset},{gzOffset}\n")
            saved.append(f"Gyro (°/s): Gx={gxOffset:.6f}, Gy={gyOffset:.6f}, Gz={gzOffset:.6f}")
        with open('accCal.txt', 'w') as f:
            f.write(f"{accOffset['x']},{accScale['x']},{accOffset['y']},{accScale['y']},{accOffset['z']},{accScale['z']}\n")
            saved.append(f"Acc (m/s²): Offsets x={accOffset['x']:.6f}, y={accOffset['y']:.6f}, z={accOffset['z']:.6f}, " +
                        f"Scales x={accScale['x']:.6f}, y={accScale['y']:.6f}, z={accScale['z']:.6f}")
        with open('magCal.txt', 'w') as f:
            f.write(f"{magOffset['x']},{magScale['x']},{magOffset['y']},{magScale['y']},{magOffset['z']},{magScale['z']}\n")
            saved.append(f"Mag (µT): Offsets x={magOffset['x']:.6f}, y={magOffset['y']:.6f}, z={magOffset['z']:.6f}, " +
                        f"Scales x={magScale['x']:.6f}, y={magScale['y']:.6f}, z={magScale['z']:.6f}")
        msg = QtWidgets.QMessageBox()
        msg.setWindowTitle("Calibration Saved")
        msg.setText("Saved calibration:\n" + "\n".join(saved))
        msg.exec_()
        generateArduinoCode()
    except Exception as e:
        msg = QtWidgets.QMessageBox()
        msg.setWindowTitle("Calibration Save Error")
        msg.setText(f"Error saving calibration files: {str(e)}")
        msg.exec_()# --- GUI Setup - Main Window ---
app = QtWidgets.QApplication([])
mainWindow = QtWidgets.QWidget()
mainWindow.setWindowTitle("9-Axis IMU Visualization (Acc/Mag: 1000 pts, Gyro: 100 pts)")
mainWindow.setMinimumSize(1000, 800)
mainLayout = QtWidgets.QVBoxLayout()
mainWindow.setLayout(mainLayout)
plotGrid = QtWidgets.QGridLayout()
plots = {}
scatterItems = {}
curveItems = {}
attitudeItems = {}
plotTitles = [
    ('accXY', 'Acc XY (m/s²)', 'X', 'Y', (255, 0, 0, 255)),  # Red
    ('accYZ', 'Acc YZ (m/s²)', 'Y', 'Z', (0, 255, 0, 255)),  # Green
    ('accXZ', 'Acc XZ (m/s²)', 'X', 'Z', (0, 0, 255, 255)),  # Blue
    ('magXY', 'Mag XY (µT)', 'X', 'Y', (0, 255, 255, 255)),  # Cyan
    ('magYZ', 'Mag YZ (µT)', 'Y', 'Z', (255, 0, 255, 255)),  # Magenta
    ('magXZ', 'Mag XZ (µT)', 'X', 'Z', (255, 255, 0, 255)),  # Yellow
    ('gyroX', 'Gyro X (°/s)', 'Time (s)', 'X', None),
    ('gyroY', 'Gyro Y (°/s)', 'Time (s)', 'Y', None),
    ('gyroZ', 'Gyro Z (°/s)', 'Time (s)', 'Z', None)
]
for idx, (key, title, xLabel, yLabel, color) in enumerate(plotTitles):
    plot = pg.PlotWidget(title=title)
    plot.setMinimumSize(200, 200)
    if 'acc' in key or 'mag' in key:
        plot.setAspectLocked(True)
        scatterItems[key] = pg.ScatterPlotItem(size=5, brush=pg.mkBrush(*color), pen=None)
        plot.addItem(scatterItems[key])
        if 'acc' in key:
            plot.setRange(xRange=(-10, 10), yRange=(-10, 10))  # ±10 m/s²
        if 'mag' in key:
            plot.setRange(xRange=(-1.2, 1.2), yRange=(-1.2, 1.2))  # ±1.2 µT
        plot.showGrid(x=True, y=True)
        plot.setLabel('bottom', xLabel)
        plot.setLabel('left', yLabel)
    elif 'gyro' in key:
        plot.showGrid(x=True, y=True)
        plot.setLabel('bottom', xLabel)
        plot.setLabel('left', yLabel)
        plot.setRange(yRange=(-5, 5))  # ±0.1 °/s for calibrated gyro
        curveItems[key] = plot.plot(pen=pg.mkPen('b', width=2))
    plotGrid.addWidget(plot, idx // 3, idx % 3)
    plots[key] = plot
mainLayout.addLayout(plotGrid)
buttonLayout = QtWidgets.QHBoxLayout()
calibrateGyroButton = QtWidgets.QPushButton("Calibrate Gyro")
calibrateGyroButton.setMinimumSize(200, 50)
calibrateGyroButton.setStyleSheet("background-color: #00FF00; color: black; font-size: 16px;")
calibrateAccButton = QtWidgets.QPushButton("Calibrate Accelerometer")
calibrateAccButton.setMinimumSize(200, 50)
calibrateAccButton.setStyleSheet("background-color: #FFFF00; color: black; font-size: 16px;")
calibrateMagButton = QtWidgets.QPushButton("Calibrate Magnetometer")
calibrateMagButton.setMinimumSize(200, 50)
calibrateMagButton.setStyleSheet("background-color: #FFFF00; color: black; font-size: 16px;")
saveCalButton = QtWidgets.QPushButton("Save Calibration")
saveCalButton.setMinimumSize(200, 50)
saveCalButton.setStyleSheet("background-color: #0000FF; color: white; font-size: 16px;")
generateCodeButton = QtWidgets.QPushButton("Generate Code")
generateCodeButton.setMinimumSize(200, 50)
generateCodeButton.setStyleSheet("background-color: #0000FF; color: white; font-size: 16px;")
stopButton = QtWidgets.QPushButton("Stop")
stopButton.setMinimumSize(200, 50)
stopButton.setStyleSheet("background-color: #FF0000; color: white; font-size: 16px;")
buttonLayout.addWidget(calibrateGyroButton)
buttonLayout.addWidget(calibrateAccButton)
buttonLayout.addWidget(calibrateMagButton)
buttonLayout.addWidget(saveCalButton)
buttonLayout.addWidget(generateCodeButton)
buttonLayout.addWidget(stopButton)
mainLayout.addLayout(buttonLayout)# --- 3D Magnetometer and Attitude Window ---
mag3DWindow = QtWidgets.QWidget()
mag3DWindow.setWindowTitle("3D Magnetic Field Vector and Attitude (µT, °)")
mag3DWindow.setMinimumSize(800, 800)
mag3DLayout = QtWidgets.QGridLayout()
mag3DWindow.setLayout(mag3DLayout)
mag3DView = GLViewWidget()
mag3DView.setCameraPosition(distance=3, elevation=30, azimuth=45)
mag3DLayout.addWidget(mag3DView, 0, 0)
sphereMesh = gl.MeshData.sphere(rows=20, cols=20, radius=1.0)
sphere = gl.GLMeshItem(meshdata=sphereMesh, smooth=True, color=(0.3, 0.3, 0.3, 0.2), shader='shaded', drawFaces=True)
mag3DView.addItem(sphere)
circleMesh = gl.MeshData.cylinder(rows=1, cols=50, radius=[1.0, 1.0], length=0.001)
xyCircle = gl.GLMeshItem(meshdata=circleMesh, smooth=True, color=(1, 0.5, 0, 0.4), shader='shaded', glOptions='additive')
xyCircle.rotate(90, 1, 0, 0)
xyCircle.setDepthValue(-5)
mag3DView.addItem(xyCircle)
for axis, color in zip([(1.2, 0, 0), (0, 1.2, 0), (0, 0, 1.2)], [(1, 0, 0, 1), (0, 1, 0, 1), (0, 0, 1, 1)]):
    line = gl.GLLinePlotItem(pos=np.array([[0, 0, 0], axis]), color=color, width=2, antialias=True)
    mag3DView.addItem(line)
vectorArrow = gl.GLLinePlotItem(pos=np.array([[0, 0, 0], [0, 0, 0]]), color=(1, 0, 0, 1), width=3, antialias=True)
vectorArrow.setDepthValue(10)
mag3DView.addItem(vectorArrow)
xyProjection = gl.GLLinePlotItem(pos=np.array([[0, 0, 0], [0, 0, 0]]), color=(0, 1, 1, 1), width=2, antialias=True)
xyProjection.setDepthValue(10)
mag3DView.addItem(xyProjection)
verticalComponent = gl.GLLinePlotItem(pos=np.array([[0, 0, 0], [0, 0, 0]]), color=(1, 0, 1, 1), width=2, antialias=True)
verticalComponent.setDepthValue(10)
mag3DView.addItem(verticalComponent)
vectorTrail = gl.GLLinePlotItem(pos=np.array([[0, 0, 0]]), color=(1, 1, 0, 0.6), width=1, antialias=True)
vectorTrail.setDepthValue(10)
mag3DView.addItem(vectorTrail)
attitudePlots = {}
attitudePlotTitles = [
    ('rollPlot', 'Roll (°)', '', ''),
    ('pitchPlot', 'Pitch (°)', '', ''),
    ('yawPlot', 'Yaw (°)', '', '')
]
for idx, (key, title, xLabel, yLabel) in enumerate(attitudePlotTitles):
    plot = pg.PlotWidget(title=title)
    plot.setMinimumSize(200, 200)
    plot.setRange(xRange=(-1.5, 1.5), yRange=(-1.5, 1.5))
    plot.setAspectLocked(True)
    plot.hideAxis('bottom')
    plot.hideAxis('left')
    readout = pg.TextItem("0.0°", anchor=(0.5, 0.5), color=(0, 255, 0))
    readout.setFont(QtGui.QFont("Courier New", 14, QtGui.QFont.Bold))
    if key in ['rollPlot', 'pitchPlot']:
        readout.setPos(0, -1.4)
    else:
        readout.setPos(0, -1.5)
    readout.setZValue(15)
    plot.addItem(readout)
    attitudeItems[f'{key}_readout'] = readout
    if key == 'rollPlot':
        skyX = np.array([-1.5, 1.5, 1.5, -1.5])
        skyY = np.array([0, 0, 1.5, 1.5])
        groundX = np.array([-1.5, 1.5, 1.5, -1.5])
        groundY = np.array([-1.5, -1.5, 0, 0])
        sky = pg.PlotDataItem(x=skyX, y=skyY, pen=None, fillLevel=1.5, brush=pg.mkBrush(0, 191, 255, 255))
        ground = pg.PlotDataItem(x=groundX, y=groundY, pen=None, fillLevel=-1.5, brush=pg.mkBrush(139, 69, 19, 255))
        plot.addItem(sky)
        plot.addItem(ground)
        horizon = pg.PlotDataItem(x=[-1, 1], y=[0, 0], pen=pg.mkPen(color=(0, 100, 0), width=3))
        plot.addItem(horizon)
        attitudeItems['roll_horizon'] = horizon
        for xPos, anchor in [(-1.2, (1, 0.5)), (1.2, (0, 0.5))]:
            text = pg.TextItem("0°", anchor=anchor, color=(255, 255, 0))
            text.setFont(QtGui.QFont("Arial", 12, QtGui.QFont.Bold))
            text.setPos(xPos, 0)
            text.setZValue(10)
            plot.addItem(text)
        for angle in [30, 60]:
            rad = math.radians(angle)
            sinRad = math.sin(rad)
            cosRad = math.cos(rad)
            text = pg.TextItem(f"{angle}°", anchor=(0, 0.5), color=(255, 255, 0))
            text.setFont(QtGui.QFont("Arial", 12, QtGui.QFont.Bold))
            text.setPos(1.2 * cosRad, 1.2 * sinRad)
            text.setZValue(10)
            plot.addItem(text)
            text = pg.TextItem(f"{angle}°", anchor=(1, 0.5), color=(255, 255, 0))
            text.setFont(QtGui.QFont("Arial", 12, QtGui.QFont.Bold))
            text.setPos(-1.2 * cosRad, 1.2 * sinRad)
            text.setZValue(10)
            plot.addItem(text)
            text = pg.TextItem(f"-{angle}°", anchor=(1, 0.5), color=(255, 255, 0))
            text.setFont(QtGui.QFont("Arial", 12, QtGui.QFont.Bold))
            text.setPos(-1.2 * cosRad, -1.2 * sinRad)
            text.setZValue(10)
            plot.addItem(text)
            text = pg.TextItem(f"-{angle}°", anchor=(0, 0.5), color=(255, 255, 0))
            text.setFont(QtGui.QFont("Arial", 12, QtGui.QFont.Bold))
            text.setPos(1.2 * cosRad, -1.2 * sinRad)
            text.setZValue(10)
            plot.addItem(text)
    elif key == 'pitchPlot':
        skyX = np.array([-1.5, 1.5, 1.5, -1.5])
        skyY = np.array([0, 0, 1.5, 1.5])
        groundX = np.array([-1.5, 1.5, 1.5, -1.5])
        groundY = np.array([-1.5, -1.5, 0, 0])
        sky = pg.PlotDataItem(x=skyX, y=skyY, pen=None, fillLevel=1.5, brush=pg.mkBrush(0, 191, 255, 255))
        ground = pg.PlotDataItem(x=groundX, y=groundY, pen=None, fillLevel=-1.5, brush=pg.mkBrush(139, 69, 19, 255))
        plot.addItem(sky)
        plot.addItem(ground)
        ladder = []
        for angle in [-90, -60, -30, -10, 0, 10, 30, 60, 90]:
            y = angle / 90 * 1.2
            if angle == 0:
                line = pg.PlotDataItem(x=[-1, 1], y=[y, y], pen=pg.mkPen(color=(0, 100, 0), width=3))
            else:
                line = pg.PlotDataItem(x=[-0.5, -0.2, -0.2, 0.2, 0.2, 0.5], y=[y, y, y+0.05, y+0.05, y, y], pen=pg.mkPen(color=(0, 100, 0), width=2))
                textLeft = pg.TextItem(f"{angle}°", anchor=(1, 0.5), color=(255, 255, 0))
                textLeft.setFont(QtGui.QFont("Arial", 12, QtGui.QFont.Bold))
                textLeft.setPos(-0.6, y)
                textRight = pg.TextItem(f"{angle}°", anchor=(0, 0.5), color=(255, 255, 0))
                textRight.setFont(QtGui.QFont("Arial", 12, QtGui.QFont.Bold))
                textRight.setPos(0.6, y)
                plot.addItem(textLeft)
                plot.addItem(textRight)
            plot.addItem(line)
            ladder.append(line)
        attitudeItems['pitch_ladder'] = ladder
    elif key == 'yawPlot':
        theta = np.linspace(0, 2 * np.pi, 100)
        xCircle = 1.2 * np.sin(theta)
        yCircle = 1.2 * np.cos(theta)
        circle = pg.PlotDataItem(x=xCircle, y=yCircle, pen=pg.mkPen('w', width=2), fillLevel=0, brush=pg.mkBrush(0, 0, 0, 255))
        plot.addItem(circle)
        for angle, label in [(0, 'N'), (90, 'E'), (180, 'S'), (270, 'W')]:
            rad = math.radians(angle)
            x = 1.3 * math.sin(rad)
            y = 1.3 * math.cos(rad)
            text = pg.TextItem(label, anchor=(0.5, 0.5), color=(255, 255, 0))
            text.setFont(QtGui.QFont("Arial", 12))
            text.setPos(x, y)
            plot.addItem(text)
        needle = pg.PlotDataItem(x=[0, 0], y=[0, 1], pen=pg.mkPen('r', width=3))
        plot.addItem(needle)
        attitudeItems['yaw_needle'] = needle
    if key == 'rollPlot':
        mag3DLayout.addWidget(plot, 0, 1)
    elif key == 'pitchPlot':
        mag3DLayout.addWidget(plot, 1, 0)
    elif key == 'yawPlot':
        mag3DLayout.addWidget(plot, 1, 1)
    attitudePlots[key] = plot# --- Calibrate Gyroscope ---
def calibrateGyro():
    global gxOffset, gyOffset, gzOffset
    msg = QtWidgets.QMessageBox()
    msg.setWindowTitle("Calibrate Gyro")
    msg.setText("Keep the device still for calibration. Press OK to start.")
    msg.exec_()
    gxSamples = []
    gySamples = []
    gzSamples = []
    sampleCount = 0
    ser.reset_input_buffer()
    while sampleCount < 200:
        if ser.in_waiting <= 0: continue
        try:
            line = ser.readline().decode('utf-8').strip()
            values = line.split(',')
            if len(values) != 9: continue
            ax, ay, az, gx, gy, gz, mx, my, mz = map(float, values)
            # Convert gyro data from rad/s to °/s
            gx = gx * 180.0 / math.pi
            gy = gy * 180.0 / math.pi
            gz = gz * 180.0 / math.pi
            gxSamples.append(gx)
            gySamples.append(gy)
            gzSamples.append(gz)
            sampleCount += 1
        except Exception:
            pass
        time.sleep(0.01)
    if not gxSamples: return
    gxOffset = np.mean(gxSamples)  # Offset in °/s
    gyOffset = np.mean(gySamples)  # Offset in °/s
    gzOffset = np.mean(gzSamples)  # Offset in °/s
    try:
        with open('gCal.txt', 'w') as f:
            f.write(f"{gxOffset},{gyOffset},{gzOffset}\n")
        msg = QtWidgets.QMessageBox()
        msg.setWindowTitle("Gyro Calibration Complete")
        msg.setText(f"Offsets (°/s): Gx={gxOffset:.6f}, Gy={gyOffset:.6f}, Gz={gzOffset:.6f}\nSaved to gCal.txt")
        msg.exec_()
        generateArduinoCode()
    except Exception as e:
        msg = QtWidgets.QMessageBox()
        msg.setWindowTitle("Gyro Calibration Error")
        msg.setText(f"Error saving gyro offsets: {str(e)}")
        msg.exec_()# --- Calibrate Accelerometer ---
def calibrateAcc():
    global accCalibrating, accMin, accMax, accOffset, accScale, accRaw, axSamples, aySamples, azSamples, plots
    if accCalibrating:
        calibrateAccButton.setText("Calibrate Accelerometer")
        accCalibrating = False
        if axSamples:
            accMin['x'] = min(axSamples)
            accMin['y'] = min(aySamples)
            accMin['z'] = min(azSamples)
            accMax['x'] = max(axSamples)
            accMax['y'] = max(aySamples)
            accMax['z'] = max(azSamples)
            accOffset['x'] = (accMin['x'] + accMax['x']) / 2.0
            accOffset['y'] = (accMin['y'] + accMax['y']) / 2.0
            accOffset['z'] = (accMin['z'] + accMax['z']) / 2.0
            rangeX = accMax['x'] - accMin['x']
            rangeY = accMax['y'] - accMin['y']
            rangeZ = accMax['z'] - accMin['z']
            avgRange = (rangeX + rangeY + rangeZ) / 3.0
            accScale['x'] = 2.0 / avgRange if avgRange != 0 else 1.0
            accScale['y'] = 2.0 / avgRange if avgRange != 0 else 1.0
            accScale['z'] = 2.0 / avgRange if avgRange != 0 else 1.0
            if avgRange < 0.5 or avgRange > 20.0:
                msg = QtWidgets.QMessageBox()
                msg.setWindowTitle("Calibration Warning")
                msg.setText(f"Average range {avgRange:.6f} is unusual.\nEnsure full 3D rotation during calibration.")
                msg.exec_()
            accRaw['x'] = np.empty(0)
            accRaw['y'] = np.empty(0)
            accRaw['z'] = np.empty(0)
            try:
                with open('accCal.txt', 'w') as f:
                    f.write(f"{accOffset['x']},{accScale['x']},{accOffset['y']},{accScale['y']},{accOffset['z']},{accScale['z']}\n")
                msg = QtWidgets.QMessageBox()
                msg.setWindowTitle("Acc Calibration Complete")
                msg.setText(f"Offsets (m/s²): Ax={accOffset['x']:.6f}, Ay={accOffset['y']:.6f}, Az={accOffset['z']:.6f}\n" +
                            f"Scales: Ax={accScale['x']:.6f}, Ay={accScale['y']:.6f}, Az={accScale['z']:.6f}\nSaved to accCal.txt")
                msg.exec_()
                generateArduinoCode()
            except Exception as e:
                msg = QtWidgets.QMessageBox()
                msg.setWindowTitle("Acc Calibration Error")
                msg.setText(f"Error saving acc offsets: {str(e)}")
                msg.exec_()
            for key in ['accXY', 'accYZ', 'accXZ']:
                plots[key].setRange(xRange=(-1.2, 1.2), yRange=(-1.2, 1.2))
        return
    accCalibrating = True
    accMin = {'x': float('inf'), 'y': float('inf'), 'z': float('inf')}
    accMax = {'x': float('-inf'), 'y': float('-inf'), 'z': float('-inf')}
    axSamples = []
    aySamples = []
    azSamples = []
    accRaw['x'] = np.empty(0)
    accRaw['y'] = np.empty(0)
    accRaw['z'] = np.empty(0)
    calibrateAccButton.setText("Stop Acc Calibration")
    msg = QtWidgets.QMessageBox()
    msg.setWindowTitle("Accelerometer Calibration")
    msg.setText("Rotate device in all directions (full 3D rotation) to capture min/max values for all axes.")
    msg.exec_()# --- Calibrate Magnetometer ---
def calibrateMag():
    global magCalibrating, magMin, magMax, magOffset, magScale, magRaw, mxSamples, mySamples, mzSamples, magRawMin, magRawMax, plots, mag3DView, vectorArrow, vectorTrail, xyProjection, verticalComponent, trailBuffer
    if magCalibrating:
        calibrateMagButton.setText("Calibrate Magnetometer")
        magCalibrating = False
        if mxSamples:
            magMin['x'] = min(mxSamples)
            magMin['y'] = min(mySamples)
            magMin['z'] = min(mzSamples)
            magMax['x'] = max(mxSamples)
            magMax['y'] = max(mySamples)
            magMax['z'] = max(mzSamples)
            
            # --- CENTER OFFSET (unchanged) ---
            magOffset['x'] = (magMin['x'] + magMax['x']) / 2.0
            magOffset['y'] = (magMin['y'] + magMax['y']) / 2.0
            magOffset['z'] = (magMin['z'] + magMax['z']) / 2.0

            # --- PER-AXIS SCALING TO ±1.0 (NEW) ---
            rangeX = magMax['x'] - magMin['x']
            rangeY = magMax['y'] - magMin['y']
            rangeZ = magMax['z'] - magMin['z']

            magScale['x'] = 2.0 / rangeX if rangeX > 1e-6 else 1.0
            magScale['y'] = 2.0 / rangeY if rangeY > 1e-6 else 1.0
            magScale['z'] = 2.0 / rangeZ if rangeZ > 1e-6 else 1.0

            # Clear buffers
            magRaw['x'] = np.empty(0)
            magRaw['y'] = np.empty(0)
            magRaw['z'] = np.empty(0)
            magRawMin = {'x': float('inf'), 'y': float('inf'), 'z': float('inf')}
            magRawMax = {'x': float('-inf'), 'y': float('-inf'), 'z': float('-inf')}
            trailBuffer = []
            vectorArrow.setData(pos=np.array([[0, 0, 0], [0, 0, 0]]))
            vectorTrail.setData(pos=np.array([[0, 0, 0]]))
            xyProjection.setData(pos=np.array([[0, 0, 0], [0, 0, 0]]))
            verticalComponent.setData(pos=np.array([[0, 0, 0], [0, 0, 0]]))

            try:
                with open('magCal.txt', 'w') as f:
                    f.write(f"{magOffset['x']},{magScale['x']},{magOffset['y']},{magScale['y']},{magOffset['z']},{magScale['z']}\n")
                msg = QtWidgets.QMessageBox()
                msg.setWindowTitle("Mag Calibration Complete")
                msg.setText(
                    f"Offsets (arb. units): Mx={magOffset['x']:.6f}, My={magOffset['y']:.6f}, Mz={magOffset['z']:.6f}\n"
                    f"Scales (per-axis to ±1): X={magScale['x']:.6f}, Y={magScale['y']:.6f}, Z={magScale['z']:.6f}\n"
                    f"Saved to magCal.txt\n"
                    f"Your XZ circle will now be perfectly round from -1 to +1"
                )
                msg.exec_()
                generateArduinoCode()
            except Exception as e:
                msg = QtWidgets.QMessageBox()
                msg.setWindowTitle("Mag Calibration Error")
                msg.setText(f"Error saving mag offsets: {str(e)}")
                msg.exec_()

            for key in ['magXY', 'magYZ', 'magXZ']:
                plots[key].setRange(xRange=(-1.2, 1.2), yRange=(-1.2, 1.2))
            mag3DView.opts['distance'] = 3
            mag3DView.setCameraPosition(distance=3, elevation=30, azimuth=45)
        return

    # --- Start Calibration ---
    magCalibrating = True
    magMin = {'x': float('inf'), 'y': float('inf'), 'z': float('inf')}
    magMax = {'x': float('-inf'), 'y': float('-inf'), 'z': float('-inf')}
    mxSamples = []
    mySamples = []
    mzSamples = []
    magRaw['x'] = np.empty(0)
    magRaw['y'] = np.empty(0)
    magRaw['z'] = np.empty(0)
    magRawMin = {'x': float('inf'), 'y': float('inf'), 'z': float('inf')}
    magRawMax = {'x': float('-inf'), 'y': float('-inf'), 'z': float('-inf')}
    trailBuffer = []
    vectorArrow.setData(pos=np.array([[0, 0, 0], [0, 0, 0]]))
    vectorTrail.setData(pos=np.array([[0, 0, 0]]))
    xyProjection.setData(pos=np.array([[0, 0, 0], [0, 0, 0]]))
    verticalComponent.setData(pos=np.array([[0, 0, 0], [0, 0, 0]]))
    calibrateMagButton.setText("Stop Mag Calibration")
    msg = QtWidgets.QMessageBox()
    msg.setWindowTitle("Magnetometer Calibration")
    msg.setText("Rotate device in figure-8 pattern to capture min/max values for all axes.\n"
                "After calibration, XZ circle will be forced to ±1.0")
    msg.exec_()
def generateCode():
    success = generateArduinoCode(to_file=True)
    msg = QtWidgets.QMessageBox()
    msg.setWindowTitle("Generate Code")
    if success:
        msg.setText("Arduino calibration function saved to calData.txt")
    else:
        msg.setText("Error saving calData.txt.")
    msg.exec_()# --- Stop Program ---
def stopProgram():
    try:
        plotTimer.stop()
        if ser.is_open:
            ser.close()
        mainWindow.close()
        mag3DWindow.close()
        app.exit(0)
    except Exception as e:
        msg = QtWidgets.QMessageBox()
        msg.setWindowTitle("Stop Error")
        msg.setText(f"Error stopping program: {str(e)}")
        msg.exec_()# --- Update Plots ---
def updatePlots():
    global accRaw, gyroRaw, magRaw, timePoints, gxOffset, gyOffset, gzOffset
    global accCalibrating, magCalibrating, accMin, accMax, magMin, magMax
    global accOffset, accScale, magOffset, magScale, accFiltered, magFiltered
    global axSamples, aySamples, azSamples, mxSamples, mySamples, mzSamples
    global magRawMin, magRawMax, vectorArrow, vectorTrail, xyProjection, verticalComponent, trailBuffer
    global attitudeItems, attitudePlots
    if ser.in_waiting <= 0: return
    try:
        line = ser.readline().decode('utf-8').strip()
        values = line.split(',')
        if len(values) != 9: return
        ax, ay, az, gx, gy, gz, mx, my, mz = map(float, values)
        # Convert gyro data from rad/s to °/s
        gx = gx * 180.0 / math.pi
        gy = gy * 180.0 / math.pi
        gz = gz * 180.0 / math.pi
        # Apply low-pass filter to accelerometer data
        accFiltered['x'] = alpha * ax + (1 - alpha) * accFiltered['x'] if accFiltered['x'] is not None else ax
        accFiltered['y'] = alpha * ay + (1 - alpha) * accFiltered['y'] if accFiltered['y'] is not None else ay
        accFiltered['z'] = alpha * az + (1 - alpha) * accFiltered['z'] if accFiltered['z'] is not None else az
        ax = accFiltered['x']  # m/s²
        ay = accFiltered['y']
        az = accFiltered['z']
        # Apply low-pass filter to magnetometer data
        magFiltered['x'] = alpha * mx + (1 - alpha) * magFiltered['x'] if magFiltered['x'] is not None else mx
        magFiltered['y'] = alpha * my + (1 - alpha) * magFiltered['y'] if magFiltered['y'] is not None else my
        magFiltered['z'] = alpha * mz + (1 - alpha) * magFiltered['z'] if magFiltered['z'] is not None else mz
        mx = magFiltered['x']  # QMC5883L arbitrary units
        my = magFiltered['y']
        mz = magFiltered['z']
        # Collect samples during calibration
        if accCalibrating:
            axSamples.append(ax)
            aySamples.append(ay)
            azSamples.append(az)
            accMin['x'] = min(accMin['x'], ax)
            accMin['y'] = min(accMin['y'], ay)
            accMin['z'] = min(accMin['z'], az)
            accMax['x'] = max(accMax['x'], ax)
            accMax['y'] = max(accMax['y'], ay)
            accMax['z'] = max(accMax['z'], az)
        if magCalibrating:
            mxSamples.append(mx)
            mySamples.append(my)
            mzSamples.append(mz)
            magMin['x'] = min(magMin['x'], mx)
            magMin['y'] = min(magMin['y'], my)
            magMin['z'] = min(magMin['z'], mz)
            magMax['x'] = max(magMax['x'], mx)
            magMax['y'] = max(magMax['y'], my)
            magMax['z'] = max(magMax['z'], mz)
        # Apply calibration
        axCal = (ax - accOffset['x']) * accScale['x']  # m/s²
        ayCal = (ay - accOffset['y']) * accScale['y']
        azCal = (az - accOffset['z']) * accScale['z']
        gxCal = gx - gxOffset  # °/s
        gyCal = gy - gyOffset
        gzCal = gz - gzOffset
        mxCal = (mx - magOffset['x']) * magScale['x']  # µT
        myCal = (my - magOffset['y']) * magScale['y']
        mzCal = (mz - magOffset['z']) * magScale['z']
        # Determine accelerometer data to plot
        if accCalibrating:
            ax_plot = ax
            ay_plot = ay
            az_plot = az
        else:
            ax_plot = axCal
            ay_plot = ayCal
            az_plot = azCal
        # Determine magnetometer data to plot
        if magCalibrating:
            mx_plot = mx
            my_plot = my
            mz_plot = mz
        else:
            mx_plot = mxCal
            my_plot = myCal
            mz_plot = mzCal
        # Calculate roll and pitch from accelerometer (NED: x north, y east, z down)
        roll = math.atan2(ayCal, azCal + epsilon) * 180 / math.pi  # °
        pitch = math.atan2(-axCal, math.sqrt(ayCal**2 + azCal**2 + epsilon)) * 180 / math.pi  # °
        phi = math.radians(roll)
        theta = math.radians(pitch)
        # Compute tilt-compensated yaw
        mxH = mxCal * math.cos(theta) + myCal * math.sin(phi) * math.sin(theta) + mzCal * math.cos(phi) * math.sin(theta)
        myH = myCal * math.cos(phi) - mzCal * math.sin(phi)
        yaw = math.atan2(myH, mxH + epsilon) * 180 / math.pi
        if yaw < 0:
            yaw += 360  # Normalize to 0-360°
        # Update attitude readouts
        attitudeItems['rollPlot_readout'].setText(f"Roll: {-roll:+.1f}°")
        attitudeItems['pitchPlot_readout'].setText(f"Pitch: {-pitch:+.1f}°")
        attitudeItems['yawPlot_readout'].setText(f"Yaw: {yaw:.1f}°")        # Update 3D magnetic vector visualization
        vec = np.array([mx_plot, my_plot, mz_plot])
        norm = np.linalg.norm(vec)
        if norm > epsilon:
            unitVec = vec / norm
            vectorArrow.setData(pos=np.array([[0, 0, 0], unitVec]), color=(1, 0, 0, 1), width=3)
            xyProj = np.array([unitVec[0], unitVec[1], 0])
            xyProjection.setData(pos=np.array([[0, 0, 0], xyProj]), color=(0, 1, 1, 1), width=2)
            verticalComponent.setData(pos=np.array([xyProj, unitVec]), color=(1, 0, 1, 1), width=2)
            trailBuffer.append(unitVec)
            trailBuffer = trailBuffer[-trailMaxPoints:]
            vectorTrail.setData(pos=np.array(trailBuffer), color=(1, 1, 0, 0.6), width=1)
        # Update plot ranges for accelerometer if in raw mode
        if accCalibrating or (accScale['x'] == 1.0 and accOffset['x'] == 0.0):
            accRawMin = {'x': min(accRaw['x'], default=ax_plot) if len(accRaw['x']) > 0 else ax_plot,
                         'y': min(accRaw['y'], default=ay_plot) if len(accRaw['y']) > 0 else ay_plot,
                         'z': min(accRaw['z'], default=az_plot) if len(accRaw['z']) > 0 else az_plot}
            accRawMax = {'x': max(accRaw['x'], default=ax_plot) if len(accRaw['x']) > 0 else ax_plot,
                         'y': max(accRaw['y'], default=ay_plot) if len(accRaw['y']) > 0 else ay_plot,
                         'z': max(accRaw['z'], default=az_plot) if len(accRaw['z']) > 0 else az_plot}
            xMin = accRawMin['x'] * 1.1
            xMax = accRawMax['x'] * 1.1
            yMin = accRawMin['y'] * 1.1
            yMax = accRawMax['y'] * 1.1
            zMin = accRawMin['z'] * 1.1
            zMax = accRawMax['z'] * 1.1
            plots['accXY'].setRange(xRange=(xMin, xMax), yRange=(yMin, yMax))
            plots['accYZ'].setRange(xRange=(yMin, yMax), yRange=(zMin, zMax))
            plots['accXZ'].setRange(xRange=(xMin, xMax), yRange=(zMin, zMax))
        # Update plot ranges for magnetometer if in raw mode
        use_raw_mag_range = magCalibrating or (magScale['x'] == 1.0 and magOffset['x'] == 0.0)
        if use_raw_mag_range:
            magRawMin['x'] = min(magRawMin['x'], mx)
            magRawMax['x'] = max(magRawMax['x'], mx)
            magRawMin['y'] = min(magRawMin['y'], my)
            magRawMax['y'] = max(magRawMax['y'], my)
            magRawMin['z'] = min(magRawMin['z'], mz)
            magRawMax['z'] = max(magRawMax['z'], mz)
            xMin = magRawMin['x'] * 1.1
            xMax = magRawMax['x'] * 1.1
            yMin = magRawMin['y'] * 1.1
            yMax = magRawMax['y'] * 1.1
            zMin = magRawMin['z'] * 1.1
            zMax = magRawMax['z'] * 1.1
            mag3DView.opts['distance'] = max(xMax - xMin, yMax - yMin, zMax - zMin) * 1.5
            mag3DView.setCameraPosition(distance=mag3DView.opts['distance'])
            plots['magXY'].setRange(xRange=(xMin, xMax), yRange=(yMin, yMax))
            plots['magYZ'].setRange(xRange=(yMin, yMax), yRange=(zMin, zMax))
            plots['magXZ'].setRange(xRange=(xMin, xMax), yRange=(zMin, zMax))
        # Store data
        accRaw['x'] = np.append(accRaw['x'], ax_plot)[-accMagMaxPoints:]
        accRaw['y'] = np.append(accRaw['y'], ay_plot)[-accMagMaxPoints:]
        accRaw['z'] = np.append(accRaw['z'], az_plot)[-accMagMaxPoints:]
        gyroRaw['x'] = np.append(gyroRaw['x'], gxCal)[-gyroMaxPoints:]
        gyroRaw['y'] = np.append(gyroRaw['y'], gyCal)[-gyroMaxPoints:]
        gyroRaw['z'] = np.append(gyroRaw['z'], gzCal)[-gyroMaxPoints:]
        magRaw['x'] = np.append(magRaw['x'], mx_plot)[-accMagMaxPoints:]
        magRaw['y'] = np.append(magRaw['y'], my_plot)[-accMagMaxPoints:]
        magRaw['z'] = np.append(magRaw['z'], mz_plot)[-accMagMaxPoints:]
        elapsed = startTime.msecsTo(QtCore.QTime.currentTime()) / 1000.0
        timePoints = np.append(timePoints, elapsed)[-gyroMaxPoints:]
        # Update 2D scatter plots
        scatterItems['accXY'].setData(x=accRaw['x'], y=accRaw['y'])
        scatterItems['accYZ'].setData(x=accRaw['y'], y=accRaw['z'])
        scatterItems['accXZ'].setData(x=accRaw['x'], y=accRaw['z'])
        scatterItems['magXY'].setData(x=magRaw['x'], y=magRaw['y'])
        scatterItems['magYZ'].setData(x=magRaw['y'], y=magRaw['z'])
        scatterItems['magXZ'].setData(x=magRaw['x'], y=magRaw['z'])
        if len(timePoints) <= 0: return
        xMin = max(0, timePoints[-1] - gyroTimeWindow)
        xMax = timePoints[-1]
        for key in ['gyroX', 'gyroY', 'gyroZ']:
            plots[key].setRange(xRange=(xMin, xMax))
            curveItems[key].setData(x=timePoints, y=gyroRaw[key[-1].lower()])
        # Update roll horizon
        rollRad = math.radians(roll)
        x1 = -1 * math.cos(rollRad)
        y1 = 1 * math.sin(rollRad)
        x2 = 1 * math.cos(rollRad)
        y2 = -1 * math.sin(rollRad)
        attitudeItems['roll_horizon'].setData(x=[x1, x2], y=[y1, y2])
        # Update pitch ladder
        pitchOffset = -pitch / 90 * 1.2
        for idx, angle in enumerate([-90, -60, -30, -10, 0, 10, 30, 60, 90]):
            yBase = angle / 90 * 1.2
            yShifted = yBase + pitchOffset
            if angle == 0:
                attitudeItems['pitch_ladder'][idx].setData(x=[-1, 1], y=[yShifted, yShifted])
            else:
                attitudeItems['pitch_ladder'][idx].setData(x=[-0.5, -0.2, -0.2, 0.2, 0.2, 0.5], y=[yShifted, yShifted, yShifted+0.05, yShifted+0.05, yShifted, yShifted])
        # Update yaw needle
        yawRad = math.radians(yaw)
        needleX = 1 * math.sin(yawRad)
        needleY = 1 * math.cos(yawRad)
        attitudeItems['yaw_needle'].setData(x=[0, needleX], y=[0, needleY])
    except Exception:
        pass# --- Connect Buttons and Start Application ---
calibrateGyroButton.clicked.connect(calibrateGyro)
calibrateAccButton.clicked.connect(calibrateAcc)
calibrateMagButton.clicked.connect(calibrateMag)
saveCalButton.clicked.connect(saveCalibration)
generateCodeButton.clicked.connect(generateCode)
stopButton.clicked.connect(stopProgram)
ser.reset_input_buffer()
loadCalibration()
plotTimer = QtCore.QTimer()
plotTimer.timeout.connect(updatePlots)
plotTimer.start(50)
mainWindow.show()
mag3DWindow.show()
try:
    app.exec_()
except Exception as e:
    msg = QtWidgets.QMessageBox()
    msg.setWindowTitle("Application Error")
    msg.setText(f"Application error: {str(e)}")
    msg.exec_()
finally:
    if ser.is_open:
        ser.close()

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import serial

import numpy as np

from PyQt5 import QtWidgets, QtCore, QtGui

import pyqtgraph as pg

import pyqtgraph.opengl as gl

from pyqtgraph.opengl import GLViewWidget, GLLinePlotItem, GLMeshItem

import time

import os

import math# --- Serial Port Configuration ---

# Strategy: Set up serial communication with the IMU to receive raw sensor data:

# ax, ay, az (m/s²), gx, gy, gz (rad/s), mx, my, mz (arbitrary units from QMC5883L).

# Convert gyro data to °/s immediately after reading for consistency with plots and calibration.

serialPort = 'COM8' # Serial port for IMU communication (adjust as needed)

baudRate = 115200 # Baud rate matching IMU configuration

timeout = 0.1 # Serial read timeout in seconds

accMagMaxPoints = 1000 # Max points for accelerometer/magnetometer plots

gyroMaxPoints = 100 # Max points for gyroscope plots

trailMaxPoints = 100 # Max points for 3D magnetic trail

gyroTimeWindow = 5.0 # Time window for gyro plots in seconds

alpha = 0.3 # Low-pass filter constant for smoothing accelerometer/magnetometer data

epsilon = 1e-6 # Small constant to prevent division by zero in calculations# --- Calibration Variables ---

# Strategy: Store calibration parameters to correct sensor biases and scales.

# Gyro offsets are in °/s (converted from rad/s on input).

# Accelerometer in m/s², magnetometer in µT after calibration.

gxOffset = 0.0 # Gyroscope x-axis offset (°/s)

gyOffset = 0.0 # Gyroscope y-axis offset (°/s)

gzOffset = 0.0 # Gyroscope z-axis offset (°/s)

accCalibrating = False # Flag for accelerometer calibration mode

magCalibrating = False # Flag for magnetometer calibration mode

accMin = {'x': float('inf'), 'y': float('inf'), 'z': float('inf')} # Min accelerometer readings (m/s²)

accMax = {'x': float('-inf'), 'y': float('-inf'), 'z': float('-inf')} # Max accelerometer readings (m/s²)

magMin = {'x': float('inf'), 'y': float('inf'), 'z': float('inf')} # Min magnetometer readings (arb. units)

magMax = {'x': float('-inf'), 'y': float('-inf'), 'z': float('-inf')} # Max magnetometer readings (arb. units)

magRawMin = {'x': float('inf'), 'y': float('inf'), 'z': float('inf')} # Min raw magnetometer readings

magRawMax = {'x': float('-inf'), 'y': float('-inf'), 'z': float('-inf')} # Max raw magnetometer readings

accOffset = {'x': 0.0, 'y': 0.0, 'z': 0.0} # Accelerometer offsets (m/s²)

accScale = {'x': 1.0, 'y': 1.0, 'z': 1.0} # Accelerometer scales

magOffset = {'x': 0.0, 'y': 0.0, 'z': 0.0} # Magnetometer offsets (arb. units)

magScale = {'x': 1.0, 'y': 1.0, 'z': 1.0} # Magnetometer scales (to µT)

accFiltered = {'x': None, 'y': None, 'z': None} # Filtered accelerometer data (m/s²)

magFiltered = {'x': None, 'y': None, 'z': None} # Filtered magnetometer data (arb. units)

axSamples = [] # Accelerometer x-axis samples during calibration

aySamples = [] # Accelerometer y-axis samples during calibration

azSamples = [] # Accelerometer z-axis samples during calibration

mxSamples = [] # Magnetometer x-axis samples during calibration

mySamples = [] # Magnetometer y-axis samples during calibration

mzSamples = [] # Magnetometer z-axis samples during calibration

trailBuffer = [] # Buffer for 3D magnetic vector trail# --- Data Storage ---

# Strategy: Store raw and calibrated sensor data in numpy arrays for efficient plotting.

# Gyro data is stored in °/s after conversion from rad/s.

accRaw = {'x': np.empty(0), 'y': np.empty(0), 'z': np.empty(0)} # Raw accelerometer data (m/s²)

gyroRaw = {'x': np.empty(0), 'y': np.empty(0), 'z': np.empty(0)} # Calibrated gyroscope data (°/s)

magRaw = {'x': np.empty(0), 'y': np.empty(0), 'z': np.empty(0)} # Calibrated magnetometer data (µT)

timePoints = np.empty(0) # Timestamps for gyro plots

startTime = QtCore.QTime.currentTime() # Start time for elapsed time calculation# --- Serial Connection Initialization ---

try:

ser = serial.Serial(serialPort, baudRate, timeout=timeout) # Open serial port

ser.reset_input_buffer() # Clear input buffer to remove stale data

except serial.SerialException as e:

msg = QtWidgets.QMessageBox()

msg.setWindowTitle("Serial Error")

msg.setText(f"Failed to open {serialPort}: {str(e)}\nCheck: 1) Port in Device Manager, 2) Close Arduino IDE Serial Monitor, 3) Run as admin")

msg.exec_()

exit(1)# --- Generate Arduino Code ---

# Strategy: Generate Arduino code with calibration parameters for onboard processing.

# Gyro offsets are in °/s to match Python processing.

def generateArduinoCode(to_file=False):

code = [

"void calibrateSensors() {",

" const float axOffset = " + str(accOffset['x']) + ";",

" const float ayOffset = " + str(accOffset['y']) + ";",

" const float azOffset = " + str(accOffset['z']) + ";",

" const float axScale = " + str(accScale['x']) + ";",

" const float ayScale = " + str(accScale['y']) + ";",

" const float azScale = " + str(accScale['z']) + ";",

" const float gxOffset = " + str(gxOffset) + ";",

" const float gyOffset = " + str(gyOffset) + ";",

" const float gzOffset = " + str(gzOffset) + ";",

" const float mxOffset = " + str(magOffset['x']) + ";",

" const float myOffset = " + str(magOffset['y']) + ";",

" const float mzOffset = " + str(magOffset['z']) + ";",

" const float mxScale = " + str(magScale['x']) + ";",

" const float myScale = " + str(magScale['y']) + ";",

" const float mzScale = " + str(magScale['z']) + ";",

"",

" AxCal = (AxRaw - axOffset) * axScale;",

" AyCal = (AyRaw - ayOffset) * ayScale;",

" AzCal = (AzRaw - azOffset) * azScale;",

" GxCal = GxRaw*180/PI - gxOffset;",

" GyCal = GyRaw*180/PI - gyOffset;",

" GzCal = GzRaw*180/PI - gzOffset;",

" MxCal = (MxRaw - mxOffset) * mxScale;",

" MyCal = (MyRaw - myOffset) * myScale;",

" MzCal = (MzRaw - mzOffset) * mzScale;",

"}"

]

if to_file:

try:

file_path = os.path.join(os.getcwd(), 'calData.txt')

with open(file_path, 'w', encoding='utf-8') as f:

f.write("\n".join(code) + "\n")

if os.path.exists(file_path) and os.path.getsize(file_path) > 0:

with open(file_path, 'r', encoding='utf-8') as f:

if f.read().strip():

return True

raise Exception("File is empty")

raise Exception("File was not created or is inaccessible")

except Exception as e:

msg = QtWidgets.QMessageBox()

msg.setWindowTitle("File Write Error")

msg.setText("Error writing calData.txt: " + str(e))

msg.exec_()

return False

return True# --- Load Calibration Files ---

def loadCalibration():

global gxOffset, gyOffset, gzOffset, accOffset, accScale, magOffset, magScale, plots, mag3DView

loaded = []

try:

if os.path.exists('gCal.txt'):

with open('gCal.txt', 'r') as f:

values = list(map(float, f.readline().strip().split(',')))

if len(values) == 3:

gxOffset, gyOffset, gzOffset = values # Load gyro offsets (°/s)

loaded.append(f"Gyro (°/s): Gx={gxOffset:.6f}, Gy={gyOffset:.6f}, Gz={gzOffset:.6f}")

if os.path.exists('accCal.txt'):

with open('accCal.txt', 'r') as f:

values = list(map(float, f.readline().strip().split(',')))

if len(values) == 6:

accOffset['x'], accScale['x'], accOffset['y'], accScale['y'], accOffset['z'], accScale['z'] = values

for key in ['accXY', 'accYZ', 'accXZ']:

plots[key].setRange(xRange=(-1.2, 1.2), yRange=(-1.2, 1.2)) # ±1.2 m/s²

loaded.append(f"Acc (m/s²): Offsets x={accOffset['x']:.6f}, y={accOffset['y']:.6f}, z={accOffset['z']:.6f}, " +

f"Scales x={accScale['x']:.6f}, y={accScale['y']:.6f}, z={accScale['z']:.6f}")

if os.path.exists('magCal.txt'):

with open('magCal.txt', 'r') as f:

values = list(map(float, f.readline().strip().split(',')))

if len(values) == 6:

magOffset['x'], magScale['x'], magOffset['y'], magScale['y'], magOffset['z'], magScale['z'] = values

for key in ['magXY', 'magYZ', 'magXZ']:

plots[key].setRange(xRange=(-1.2, 1.2), yRange=(-1.2, 1.2)) # ±1.2 µT

mag3DView.opts['distance'] = 3

mag3DView.setCameraPosition(distance=3, elevation=30, azimuth=45)

loaded.append(f"Mag (µT): Offsets x={magOffset['x']:.6f}, y={magOffset['y']:.6f}, z={magOffset['z']:.6f}, " +

f"Scales x={magScale['x']:.6f}, y={magScale['y']:.6f}, z={magScale['z']:.6f}")

if loaded:

msg = QtWidgets.QMessageBox()

msg.setWindowTitle("Calibration Loaded")

msg.setText("Loaded calibration:\n" + "\n".join(loaded))

msg.exec_()

generateArduinoCode()

else:

msg = QtWidgets.QMessageBox()

msg.setWindowTitle("No Calibration Found")

msg.setText("No calibration files found. Please calibrate the sensors.")

msg.exec_()

except Exception as e:

msg = QtWidgets.QMessageBox()

msg.setWindowTitle("Calibration Load Error")

msg.setText(f"Error loading calibration files: {str(e)}")

msg.exec_()# --- Save Calibration ---

def saveCalibration():

global gxOffset, gyOffset, gzOffset, accOffset, accScale, magOffset, magScale

saved = []

try:

with open('gCal.txt', 'w') as f:

f.write(f"{gxOffset},{gyOffset},{gzOffset}\n")

saved.append(f"Gyro (°/s): Gx={gxOffset:.6f}, Gy={gyOffset:.6f}, Gz={gzOffset:.6f}")

with open('accCal.txt', 'w') as f:

f.write(f"{accOffset['x']},{accScale['x']},{accOffset['y']},{accScale['y']},{accOffset['z']},{accScale['z']}\n")

saved.append(f"Acc (m/s²): Offsets x={accOffset['x']:.6f}, y={accOffset['y']:.6f}, z={accOffset['z']:.6f}, " +

f"Scales x={accScale['x']:.6f}, y={accScale['y']:.6f}, z={accScale['z']:.6f}")

with open('magCal.txt', 'w') as f:

f.write(f"{magOffset['x']},{magScale['x']},{magOffset['y']},{magScale['y']},{magOffset['z']},{magScale['z']}\n")

saved.append(f"Mag (µT): Offsets x={magOffset['x']:.6f}, y={magOffset['y']:.6f}, z={magOffset['z']:.6f}, " +

f"Scales x={magScale['x']:.6f}, y={magScale['y']:.6f}, z={magScale['z']:.6f}")

msg = QtWidgets.QMessageBox()

msg.setWindowTitle("Calibration Saved")

msg.setText("Saved calibration:\n" + "\n".join(saved))

msg.exec_()

generateArduinoCode()

except Exception as e:

msg = QtWidgets.QMessageBox()

msg.setWindowTitle("Calibration Save Error")

msg.setText(f"Error saving calibration files: {str(e)}")

msg.exec_()# --- GUI Setup - Main Window ---

app = QtWidgets.QApplication([])

mainWindow = QtWidgets.QWidget()

mainWindow.setWindowTitle("9-Axis IMU Visualization (Acc/Mag: 1000 pts, Gyro: 100 pts)")

mainWindow.setMinimumSize(1000, 800)

mainLayout = QtWidgets.QVBoxLayout()

mainWindow.setLayout(mainLayout)

plotGrid = QtWidgets.QGridLayout()

plots = {}

scatterItems = {}

curveItems = {}

attitudeItems = {}

plotTitles = [

('accXY', 'Acc XY (m/s²)', 'X', 'Y', (255, 0, 0, 255)), # Red

('accYZ', 'Acc YZ (m/s²)', 'Y', 'Z', (0, 255, 0, 255)), # Green

('accXZ', 'Acc XZ (m/s²)', 'X', 'Z', (0, 0, 255, 255)), # Blue

('magXY', 'Mag XY (µT)', 'X', 'Y', (0, 255, 255, 255)), # Cyan

('magYZ', 'Mag YZ (µT)', 'Y', 'Z', (255, 0, 255, 255)), # Magenta

('magXZ', 'Mag XZ (µT)', 'X', 'Z', (255, 255, 0, 255)), # Yellow

('gyroX', 'Gyro X (°/s)', 'Time (s)', 'X', None),

('gyroY', 'Gyro Y (°/s)', 'Time (s)', 'Y', None),

('gyroZ', 'Gyro Z (°/s)', 'Time (s)', 'Z', None)

]

for idx, (key, title, xLabel, yLabel, color) in enumerate(plotTitles):

plot = pg.PlotWidget(title=title)

plot.setMinimumSize(200, 200)

if 'acc' in key or 'mag' in key:

plot.setAspectLocked(True)

scatterItems[key] = pg.ScatterPlotItem(size=5, brush=pg.mkBrush(*color), pen=None)

plot.addItem(scatterItems[key])

if 'acc' in key:

plot.setRange(xRange=(-10, 10), yRange=(-10, 10)) # ±10 m/s²

if 'mag' in key:

plot.setRange(xRange=(-1.2, 1.2), yRange=(-1.2, 1.2)) # ±1.2 µT

plot.showGrid(x=True, y=True)

plot.setLabel('bottom', xLabel)

plot.setLabel('left', yLabel)

elif 'gyro' in key:

plot.showGrid(x=True, y=True)

plot.setLabel('bottom', xLabel)

plot.setLabel('left', yLabel)

plot.setRange(yRange=(-5, 5)) # ±0.1 °/s for calibrated gyro

curveItems[key] = plot.plot(pen=pg.mkPen('b', width=2))

plotGrid.addWidget(plot, idx // 3, idx % 3)

plots[key] = plot

mainLayout.addLayout(plotGrid)

buttonLayout = QtWidgets.QHBoxLayout()

calibrateGyroButton = QtWidgets.QPushButton("Calibrate Gyro")

calibrateGyroButton.setMinimumSize(200, 50)

calibrateGyroButton.setStyleSheet("background-color: #00FF00; color: black; font-size: 16px;")

calibrateAccButton = QtWidgets.QPushButton("Calibrate Accelerometer")

calibrateAccButton.setMinimumSize(200, 50)

calibrateAccButton.setStyleSheet("background-color: #FFFF00; color: black; font-size: 16px;")

calibrateMagButton = QtWidgets.QPushButton("Calibrate Magnetometer")

calibrateMagButton.setMinimumSize(200, 50)

calibrateMagButton.setStyleSheet("background-color: #FFFF00; color: black; font-size: 16px;")

saveCalButton = QtWidgets.QPushButton("Save Calibration")

saveCalButton.setMinimumSize(200, 50)

saveCalButton.setStyleSheet("background-color: #0000FF; color: white; font-size: 16px;")

generateCodeButton = QtWidgets.QPushButton("Generate Code")

generateCodeButton.setMinimumSize(200, 50)

generateCodeButton.setStyleSheet("background-color: #0000FF; color: white; font-size: 16px;")

stopButton = QtWidgets.QPushButton("Stop")

stopButton.setMinimumSize(200, 50)

stopButton.setStyleSheet("background-color: #FF0000; color: white; font-size: 16px;")

buttonLayout.addWidget(calibrateGyroButton)

buttonLayout.addWidget(calibrateAccButton)

buttonLayout.addWidget(calibrateMagButton)

buttonLayout.addWidget(saveCalButton)

buttonLayout.addWidget(generateCodeButton)

buttonLayout.addWidget(stopButton)

mainLayout.addLayout(buttonLayout)# --- 3D Magnetometer and Attitude Window ---

mag3DWindow = QtWidgets.QWidget()

mag3DWindow.setWindowTitle("3D Magnetic Field Vector and Attitude (µT, °)")

mag3DWindow.setMinimumSize(800, 800)

mag3DLayout = QtWidgets.QGridLayout()

mag3DWindow.setLayout(mag3DLayout)

mag3DView = GLViewWidget()

mag3DView.setCameraPosition(distance=3, elevation=30, azimuth=45)

mag3DLayout.addWidget(mag3DView, 0, 0)

sphereMesh = gl.MeshData.sphere(rows=20, cols=20, radius=1.0)

sphere = gl.GLMeshItem(meshdata=sphereMesh, smooth=True, color=(0.3, 0.3, 0.3, 0.2), shader='shaded', drawFaces=True)

mag3DView.addItem(sphere)

circleMesh = gl.MeshData.cylinder(rows=1, cols=50, radius=[1.0, 1.0], length=0.001)

xyCircle = gl.GLMeshItem(meshdata=circleMesh, smooth=True, color=(1, 0.5, 0, 0.4), shader='shaded', glOptions='additive')

xyCircle.rotate(90, 1, 0, 0)

xyCircle.setDepthValue(-5)

mag3DView.addItem(xyCircle)

for axis, color in zip([(1.2, 0, 0), (0, 1.2, 0), (0, 0, 1.2)], [(1, 0, 0, 1), (0, 1, 0, 1), (0, 0, 1, 1)]):

line = gl.GLLinePlotItem(pos=np.array([[0, 0, 0], axis]), color=color, width=2, antialias=True)

mag3DView.addItem(line)

vectorArrow = gl.GLLinePlotItem(pos=np.array([[0, 0, 0], [0, 0, 0]]), color=(1, 0, 0, 1), width=3, antialias=True)

vectorArrow.setDepthValue(10)

mag3DView.addItem(vectorArrow)

xyProjection = gl.GLLinePlotItem(pos=np.array([[0, 0, 0], [0, 0, 0]]), color=(0, 1, 1, 1), width=2, antialias=True)

xyProjection.setDepthValue(10)

mag3DView.addItem(xyProjection)

verticalComponent = gl.GLLinePlotItem(pos=np.array([[0, 0, 0], [0, 0, 0]]), color=(1, 0, 1, 1), width=2, antialias=True)

verticalComponent.setDepthValue(10)

mag3DView.addItem(verticalComponent)

vectorTrail = gl.GLLinePlotItem(pos=np.array([[0, 0, 0]]), color=(1, 1, 0, 0.6), width=1, antialias=True)

vectorTrail.setDepthValue(10)

mag3DView.addItem(vectorTrail)

attitudePlots = {}

attitudePlotTitles = [

('rollPlot', 'Roll (°)', '', ''),

('pitchPlot', 'Pitch (°)', '', ''),

('yawPlot', 'Yaw (°)', '', '')

]

for idx, (key, title, xLabel, yLabel) in enumerate(attitudePlotTitles):

plot = pg.PlotWidget(title=title)

plot.setMinimumSize(200, 200)

plot.setRange(xRange=(-1.5, 1.5), yRange=(-1.5, 1.5))

plot.setAspectLocked(True)

plot.hideAxis('bottom')

plot.hideAxis('left')

readout = pg.TextItem("0.0°", anchor=(0.5, 0.5), color=(0, 255, 0))

readout.setFont(QtGui.QFont("Courier New", 14, QtGui.QFont.Bold))

if key in ['rollPlot', 'pitchPlot']:

readout.setPos(0, -1.4)

else:

readout.setPos(0, -1.5)

readout.setZValue(15)

plot.addItem(readout)

attitudeItems[f'{key}_readout'] = readout

if key == 'rollPlot':

skyX = np.array([-1.5, 1.5, 1.5, -1.5])

skyY = np.array([0, 0, 1.5, 1.5])

groundX = np.array([-1.5, 1.5, 1.5, -1.5])

groundY = np.array([-1.5, -1.5, 0, 0])

sky = pg.PlotDataItem(x=skyX, y=skyY, pen=None, fillLevel=1.5, brush=pg.mkBrush(0, 191, 255, 255))

ground = pg.PlotDataItem(x=groundX, y=groundY, pen=None, fillLevel=-1.5, brush=pg.mkBrush(139, 69, 19, 255))

plot.addItem(sky)

plot.addItem(ground)

horizon = pg.PlotDataItem(x=[-1, 1], y=[0, 0], pen=pg.mkPen(color=(0, 100, 0), width=3))

plot.addItem(horizon)

attitudeItems['roll_horizon'] = horizon

for xPos, anchor in [(-1.2, (1, 0.5)), (1.2, (0, 0.5))]:

text = pg.TextItem("0°", anchor=anchor, color=(255, 255, 0))

text.setFont(QtGui.QFont("Arial", 12, QtGui.QFont.Bold))

text.setPos(xPos, 0)

text.setZValue(10)

plot.addItem(text)

for angle in [30, 60]:

rad = math.radians(angle)

sinRad = math.sin(rad)

cosRad = math.cos(rad)

text = pg.TextItem(f"{angle}°", anchor=(0, 0.5), color=(255, 255, 0))

text.setFont(QtGui.QFont("Arial", 12, QtGui.QFont.Bold))

text.setPos(1.2 * cosRad, 1.2 * sinRad)

text.setZValue(10)

plot.addItem(text)

text = pg.TextItem(f"{angle}°", anchor=(1, 0.5), color=(255, 255, 0))

text.setFont(QtGui.QFont("Arial", 12, QtGui.QFont.Bold))

text.setPos(-1.2 * cosRad, 1.2 * sinRad)

text.setZValue(10)

plot.addItem(text)

text = pg.TextItem(f"-{angle}°", anchor=(1, 0.5), color=(255, 255, 0))

text.setFont(QtGui.QFont("Arial", 12, QtGui.QFont.Bold))

text.setPos(-1.2 * cosRad, -1.2 * sinRad)

text.setZValue(10)

plot.addItem(text)

text = pg.TextItem(f"-{angle}°", anchor=(0, 0.5), color=(255, 255, 0))

text.setFont(QtGui.QFont("Arial", 12, QtGui.QFont.Bold))

text.setPos(1.2 * cosRad, -1.2 * sinRad)

text.setZValue(10)

plot.addItem(text)

elif key == 'pitchPlot':

skyX = np.array([-1.5, 1.5, 1.5, -1.5])

skyY = np.array([0, 0, 1.5, 1.5])

groundX = np.array([-1.5, 1.5, 1.5, -1.5])

groundY = np.array([-1.5, -1.5, 0, 0])

sky = pg.PlotDataItem(x=skyX, y=skyY, pen=None, fillLevel=1.5, brush=pg.mkBrush(0, 191, 255, 255))

ground = pg.PlotDataItem(x=groundX, y=groundY, pen=None, fillLevel=-1.5, brush=pg.mkBrush(139, 69, 19, 255))

plot.addItem(sky)

plot.addItem(ground)

ladder = []

for angle in [-90, -60, -30, -10, 0, 10, 30, 60, 90]:

y = angle / 90 * 1.2

if angle == 0:

line = pg.PlotDataItem(x=[-1, 1], y=[y, y], pen=pg.mkPen(color=(0, 100, 0), width=3))

else:

line = pg.PlotDataItem(x=[-0.5, -0.2, -0.2, 0.2, 0.2, 0.5], y=[y, y, y+0.05, y+0.05, y, y], pen=pg.mkPen(color=(0, 100, 0), width=2))

textLeft = pg.TextItem(f"{angle}°", anchor=(1, 0.5), color=(255, 255, 0))

textLeft.setFont(QtGui.QFont("Arial", 12, QtGui.QFont.Bold))

textLeft.setPos(-0.6, y)

textRight = pg.TextItem(f"{angle}°", anchor=(0, 0.5), color=(255, 255, 0))

textRight.setFont(QtGui.QFont("Arial", 12, QtGui.QFont.Bold))

textRight.setPos(0.6, y)

plot.addItem(textLeft)

plot.addItem(textRight)

plot.addItem(line)

ladder.append(line)

attitudeItems['pitch_ladder'] = ladder

elif key == 'yawPlot':

theta = np.linspace(0, 2 * np.pi, 100)

xCircle = 1.2 * np.sin(theta)

yCircle = 1.2 * np.cos(theta)

circle = pg.PlotDataItem(x=xCircle, y=yCircle, pen=pg.mkPen('w', width=2), fillLevel=0, brush=pg.mkBrush(0, 0, 0, 255))

plot.addItem(circle)

for angle, label in [(0, 'N'), (90, 'E'), (180, 'S'), (270, 'W')]:

rad = math.radians(angle)

x = 1.3 * math.sin(rad)

y = 1.3 * math.cos(rad)

text = pg.TextItem(label, anchor=(0.5, 0.5), color=(255, 255, 0))

text.setFont(QtGui.QFont("Arial", 12))

text.setPos(x, y)

plot.addItem(text)

needle = pg.PlotDataItem(x=[0, 0], y=[0, 1], pen=pg.mkPen('r', width=3))

plot.addItem(needle)

attitudeItems['yaw_needle'] = needle

if key == 'rollPlot':

mag3DLayout.addWidget(plot, 0, 1)

elif key == 'pitchPlot':

mag3DLayout.addWidget(plot, 1, 0)

elif key == 'yawPlot':

mag3DLayout.addWidget(plot, 1, 1)

attitudePlots[key] = plot# --- Calibrate Gyroscope ---

def calibrateGyro():

global gxOffset, gyOffset, gzOffset

msg = QtWidgets.QMessageBox()

msg.setWindowTitle("Calibrate Gyro")

msg.setText("Keep the device still for calibration. Press OK to start.")

msg.exec_()

gxSamples = []

gySamples = []

gzSamples = []

sampleCount = 0

ser.reset_input_buffer()

while sampleCount < 200:

if ser.in_waiting <= 0: continue

try:

line = ser.readline().decode('utf-8').strip()

values = line.split(',')

if len(values) != 9: continue

ax, ay, az, gx, gy, gz, mx, my, mz = map(float, values)

# Convert gyro data from rad/s to °/s

gx = gx * 180.0 / math.pi

gy = gy * 180.0 / math.pi

gz = gz * 180.0 / math.pi

gxSamples.append(gx)

gySamples.append(gy)

gzSamples.append(gz)

sampleCount += 1

except Exception:

pass

time.sleep(0.01)

if not gxSamples: return

gxOffset = np.mean(gxSamples) # Offset in °/s

gyOffset = np.mean(gySamples) # Offset in °/s

gzOffset = np.mean(gzSamples) # Offset in °/s

try:

with open('gCal.txt', 'w') as f:

f.write(f"{gxOffset},{gyOffset},{gzOffset}\n")

msg = QtWidgets.QMessageBox()

msg.setWindowTitle("Gyro Calibration Complete")

msg.setText(f"Offsets (°/s): Gx={gxOffset:.6f}, Gy={gyOffset:.6f}, Gz={gzOffset:.6f}\nSaved to gCal.txt")

msg.exec_()

generateArduinoCode()

except Exception as e:

msg = QtWidgets.QMessageBox()

msg.setWindowTitle("Gyro Calibration Error")

msg.setText(f"Error saving gyro offsets: {str(e)}")

msg.exec_()# --- Calibrate Accelerometer ---

def calibrateAcc():

global accCalibrating, accMin, accMax, accOffset, accScale, accRaw, axSamples, aySamples, azSamples, plots

if accCalibrating:

calibrateAccButton.setText("Calibrate Accelerometer")

accCalibrating = False

if axSamples:

accMin['x'] = min(axSamples)

accMin['y'] = min(aySamples)

accMin['z'] = min(azSamples)

accMax['x'] = max(axSamples)

accMax['y'] = max(aySamples)

accMax['z'] = max(azSamples)

accOffset['x'] = (accMin['x'] + accMax['x']) / 2.0

accOffset['y'] = (accMin['y'] + accMax['y']) / 2.0

accOffset['z'] = (accMin['z'] + accMax['z']) / 2.0

rangeX = accMax['x'] - accMin['x']

rangeY = accMax['y'] - accMin['y']

rangeZ = accMax['z'] - accMin['z']

avgRange = (rangeX + rangeY + rangeZ) / 3.0

accScale['x'] = 2.0 / avgRange if avgRange != 0 else 1.0

accScale['y'] = 2.0 / avgRange if avgRange != 0 else 1.0

accScale['z'] = 2.0 / avgRange if avgRange != 0 else 1.0

if avgRange < 0.5 or avgRange > 20.0:

msg = QtWidgets.QMessageBox()

msg.setWindowTitle("Calibration Warning")

msg.setText(f"Average range {avgRange:.6f} is unusual.\nEnsure full 3D rotation during calibration.")

msg.exec_()

accRaw['x'] = np.empty(0)

accRaw['y'] = np.empty(0)

accRaw['z'] = np.empty(0)

try:

with open('accCal.txt', 'w') as f:

f.write(f"{accOffset['x']},{accScale['x']},{accOffset['y']},{accScale['y']},{accOffset['z']},{accScale['z']}\n")

msg = QtWidgets.QMessageBox()

msg.setWindowTitle("Acc Calibration Complete")

msg.setText(f"Offsets (m/s²): Ax={accOffset['x']:.6f}, Ay={accOffset['y']:.6f}, Az={accOffset['z']:.6f}\n" +

f"Scales: Ax={accScale['x']:.6f}, Ay={accScale['y']:.6f}, Az={accScale['z']:.6f}\nSaved to accCal.txt")

msg.exec_()

generateArduinoCode()

except Exception as e:

msg = QtWidgets.QMessageBox()

msg.setWindowTitle("Acc Calibration Error")

msg.setText(f"Error saving acc offsets: {str(e)}")

msg.exec_()

for key in ['accXY', 'accYZ', 'accXZ']:

plots[key].setRange(xRange=(-1.2, 1.2), yRange=(-1.2, 1.2))

return

accCalibrating = True

accMin = {'x': float('inf'), 'y': float('inf'), 'z': float('inf')}

accMax = {'x': float('-inf'), 'y': float('-inf'), 'z': float('-inf')}

axSamples = []

aySamples = []

azSamples = []

accRaw['x'] = np.empty(0)

accRaw['y'] = np.empty(0)

accRaw['z'] = np.empty(0)

calibrateAccButton.setText("Stop Acc Calibration")

msg = QtWidgets.QMessageBox()

msg.setWindowTitle("Accelerometer Calibration")

msg.setText("Rotate device in all directions (full 3D rotation) to capture min/max values for all axes.")

msg.exec_()# --- Calibrate Magnetometer ---

def calibrateMag():

global magCalibrating, magMin, magMax, magOffset, magScale, magRaw, mxSamples, mySamples, mzSamples, magRawMin, magRawMax, plots, mag3DView, vectorArrow, vectorTrail, xyProjection, verticalComponent, trailBuffer

if magCalibrating:

calibrateMagButton.setText("Calibrate Magnetometer")

magCalibrating = False

if mxSamples:

magMin['x'] = min(mxSamples)

magMin['y'] = min(mySamples)

magMin['z'] = min(mzSamples)

magMax['x'] = max(mxSamples)

magMax['y'] = max(mySamples)

magMax['z'] = max(mzSamples)

# --- CENTER OFFSET (unchanged) ---

magOffset['x'] = (magMin['x'] + magMax['x']) / 2.0

magOffset['y'] = (magMin['y'] + magMax['y']) / 2.0

magOffset['z'] = (magMin['z'] + magMax['z']) / 2.0

# --- PER-AXIS SCALING TO ±1.0 (NEW) ---

rangeX = magMax['x'] - magMin['x']

rangeY = magMax['y'] - magMin['y']

rangeZ = magMax['z'] - magMin['z']

magScale['x'] = 2.0 / rangeX if rangeX > 1e-6 else 1.0

magScale['y'] = 2.0 / rangeY if rangeY > 1e-6 else 1.0

magScale['z'] = 2.0 / rangeZ if rangeZ > 1e-6 else 1.0

# Clear buffers

magRaw['x'] = np.empty(0)

magRaw['y'] = np.empty(0)

magRaw['z'] = np.empty(0)

magRawMin = {'x': float('inf'), 'y': float('inf'), 'z': float('inf')}

magRawMax = {'x': float('-inf'), 'y': float('-inf'), 'z': float('-inf')}

trailBuffer = []

vectorArrow.setData(pos=np.array([[0, 0, 0], [0, 0, 0]]))

vectorTrail.setData(pos=np.array([[0, 0, 0]]))

xyProjection.setData(pos=np.array([[0, 0, 0], [0, 0, 0]]))

verticalComponent.setData(pos=np.array([[0, 0, 0], [0, 0, 0]]))

try:

with open('magCal.txt', 'w') as f:

f.write(f"{magOffset['x']},{magScale['x']},{magOffset['y']},{magScale['y']},{magOffset['z']},{magScale['z']}\n")

msg = QtWidgets.QMessageBox()

msg.setWindowTitle("Mag Calibration Complete")

msg.setText(

f"Offsets (arb. units): Mx={magOffset['x']:.6f}, My={magOffset['y']:.6f}, Mz={magOffset['z']:.6f}\n"

f"Scales (per-axis to ±1): X={magScale['x']:.6f}, Y={magScale['y']:.6f}, Z={magScale['z']:.6f}\n"

f"Saved to magCal.txt\n"

f"Your XZ circle will now be perfectly round from -1 to +1"

)

msg.exec_()

generateArduinoCode()

except Exception as e:

msg = QtWidgets.QMessageBox()

msg.setWindowTitle("Mag Calibration Error")

msg.setText(f"Error saving mag offsets: {str(e)}")

msg.exec_()

for key in ['magXY', 'magYZ', 'magXZ']:

plots[key].setRange(xRange=(-1.2, 1.2), yRange=(-1.2, 1.2))

mag3DView.opts['distance'] = 3

mag3DView.setCameraPosition(distance=3, elevation=30, azimuth=45)

return

# --- Start Calibration ---

magCalibrating = True

magMin = {'x': float('inf'), 'y': float('inf'), 'z': float('inf')}

magMax = {'x': float('-inf'), 'y': float('-inf'), 'z': float('-inf')}

mxSamples = []

mySamples = []

mzSamples = []

magRaw['x'] = np.empty(0)

magRaw['y'] = np.empty(0)

magRaw['z'] = np.empty(0)

magRawMin = {'x': float('inf'), 'y': float('inf'), 'z': float('inf')}

magRawMax = {'x': float('-inf'), 'y': float('-inf'), 'z': float('-inf')}

trailBuffer = []

vectorArrow.setData(pos=np.array([[0, 0, 0], [0, 0, 0]]))

vectorTrail.setData(pos=np.array([[0, 0, 0]]))

xyProjection.setData(pos=np.array([[0, 0, 0], [0, 0, 0]]))

verticalComponent.setData(pos=np.array([[0, 0, 0], [0, 0, 0]]))

calibrateMagButton.setText("Stop Mag Calibration")

msg = QtWidgets.QMessageBox()

msg.setWindowTitle("Magnetometer Calibration")

msg.setText("Rotate device in figure-8 pattern to capture min/max values for all axes.\n"

"After calibration, XZ circle will be forced to ±1.0")

msg.exec_()

def generateCode():

success = generateArduinoCode(to_file=True)

msg = QtWidgets.QMessageBox()

msg.setWindowTitle("Generate Code")

if success:

msg.setText("Arduino calibration function saved to calData.txt")

else:

msg.setText("Error saving calData.txt.")

msg.exec_()# --- Stop Program ---

def stopProgram():

try:

plotTimer.stop()

if ser.is_open:

ser.close()

mainWindow.close()

mag3DWindow.close()

app.exit(0)

except Exception as e:

msg = QtWidgets.QMessageBox()

msg.setWindowTitle("Stop Error")

msg.setText(f"Error stopping program: {str(e)}")

msg.exec_()# --- Update Plots ---

def updatePlots():

global accRaw, gyroRaw, magRaw, timePoints, gxOffset, gyOffset, gzOffset

global accCalibrating, magCalibrating, accMin, accMax, magMin, magMax

global accOffset, accScale, magOffset, magScale, accFiltered, magFiltered

global axSamples, aySamples, azSamples, mxSamples, mySamples, mzSamples

global magRawMin, magRawMax, vectorArrow, vectorTrail, xyProjection, verticalComponent, trailBuffer

global attitudeItems, attitudePlots

if ser.in_waiting <= 0: return

try:

line = ser.readline().decode('utf-8').strip()

values = line.split(',')

if len(values) != 9: return

ax, ay, az, gx, gy, gz, mx, my, mz = map(float, values)

# Convert gyro data from rad/s to °/s

gx = gx * 180.0 / math.pi

gy = gy * 180.0 / math.pi

gz = gz * 180.0 / math.pi

# Apply low-pass filter to accelerometer data

accFiltered['x'] = alpha * ax + (1 - alpha) * accFiltered['x'] if accFiltered['x'] is not None else ax

accFiltered['y'] = alpha * ay + (1 - alpha) * accFiltered['y'] if accFiltered['y'] is not None else ay

accFiltered['z'] = alpha * az + (1 - alpha) * accFiltered['z'] if accFiltered['z'] is not None else az

ax = accFiltered['x'] # m/s²

ay = accFiltered['y']

az = accFiltered['z']

# Apply low-pass filter to magnetometer data

magFiltered['x'] = alpha * mx + (1 - alpha) * magFiltered['x'] if magFiltered['x'] is not None else mx

magFiltered['y'] = alpha * my + (1 - alpha) * magFiltered['y'] if magFiltered['y'] is not None else my

magFiltered['z'] = alpha * mz + (1 - alpha) * magFiltered['z'] if magFiltered['z'] is not None else mz

mx = magFiltered['x'] # QMC5883L arbitrary units

my = magFiltered['y']

mz = magFiltered['z']

# Collect samples during calibration

if accCalibrating:

axSamples.append(ax)

aySamples.append(ay)

azSamples.append(az)

accMin['x'] = min(accMin['x'], ax)

accMin['y'] = min(accMin['y'], ay)

accMin['z'] = min(accMin['z'], az)

accMax['x'] = max(accMax['x'], ax)

accMax['y'] = max(accMax['y'], ay)

accMax['z'] = max(accMax['z'], az)

if magCalibrating:

mxSamples.append(mx)

mySamples.append(my)

mzSamples.append(mz)

magMin['x'] = min(magMin['x'], mx)

magMin['y'] = min(magMin['y'], my)

magMin['z'] = min(magMin['z'], mz)

magMax['x'] = max(magMax['x'], mx)

magMax['y'] = max(magMax['y'], my)

magMax['z'] = max(magMax['z'], mz)

# Apply calibration

axCal = (ax - accOffset['x']) * accScale['x'] # m/s²

ayCal = (ay - accOffset['y']) * accScale['y']

azCal = (az - accOffset['z']) * accScale['z']

gxCal = gx - gxOffset # °/s

gyCal = gy - gyOffset

gzCal = gz - gzOffset

mxCal = (mx - magOffset['x']) * magScale['x'] # µT

myCal = (my - magOffset['y']) * magScale['y']

mzCal = (mz - magOffset['z']) * magScale['z']

# Determine accelerometer data to plot

if accCalibrating:

ax_plot = ax

ay_plot = ay

az_plot = az

else:

ax_plot = axCal

ay_plot = ayCal

az_plot = azCal

# Determine magnetometer data to plot

if magCalibrating:

mx_plot = mx

my_plot = my

mz_plot = mz

else:

mx_plot = mxCal

my_plot = myCal

mz_plot = mzCal

# Calculate roll and pitch from accelerometer (NED: x north, y east, z down)

roll = math.atan2(ayCal, azCal + epsilon) * 180 / math.pi # °

pitch = math.atan2(-axCal, math.sqrt(ayCal**2 + azCal**2 + epsilon)) * 180 / math.pi # °

phi = math.radians(roll)

theta = math.radians(pitch)

# Compute tilt-compensated yaw

mxH = mxCal * math.cos(theta) + myCal * math.sin(phi) * math.sin(theta) + mzCal * math.cos(phi) * math.sin(theta)

myH = myCal * math.cos(phi) - mzCal * math.sin(phi)

yaw = math.atan2(myH, mxH + epsilon) * 180 / math.pi

if yaw < 0:

yaw += 360 # Normalize to 0-360°

# Update attitude readouts

attitudeItems['rollPlot_readout'].setText(f"Roll: {-roll:+.1f}°")

attitudeItems['pitchPlot_readout'].setText(f"Pitch: {-pitch:+.1f}°")

attitudeItems['yawPlot_readout'].setText(f"Yaw: {yaw:.1f}°") # Update 3D magnetic vector visualization

vec = np.array([mx_plot, my_plot, mz_plot])

norm = np.linalg.norm(vec)

if norm > epsilon:

unitVec = vec / norm

vectorArrow.setData(pos=np.array([[0, 0, 0], unitVec]), color=(1, 0, 0, 1), width=3)

xyProj = np.array([unitVec[0], unitVec[1], 0])

xyProjection.setData(pos=np.array([[0, 0, 0], xyProj]), color=(0, 1, 1, 1), width=2)

verticalComponent.setData(pos=np.array([xyProj, unitVec]), color=(1, 0, 1, 1), width=2)

trailBuffer.append(unitVec)

trailBuffer = trailBuffer[-trailMaxPoints:]

vectorTrail.setData(pos=np.array(trailBuffer), color=(1, 1, 0, 0.6), width=1)

# Update plot ranges for accelerometer if in raw mode

if accCalibrating or (accScale['x'] == 1.0 and accOffset['x'] == 0.0):

accRawMin = {'x': min(accRaw['x'], default=ax_plot) if len(accRaw['x']) > 0 else ax_plot,

'y': min(accRaw['y'], default=ay_plot) if len(accRaw['y']) > 0 else ay_plot,

'z': min(accRaw['z'], default=az_plot) if len(accRaw['z']) > 0 else az_plot}

accRawMax = {'x': max(accRaw['x'], default=ax_plot) if len(accRaw['x']) > 0 else ax_plot,

'y': max(accRaw['y'], default=ay_plot) if len(accRaw['y']) > 0 else ay_plot,

'z': max(accRaw['z'], default=az_plot) if len(accRaw['z']) > 0 else az_plot}

xMin = accRawMin['x'] * 1.1

xMax = accRawMax['x'] * 1.1

yMin = accRawMin['y'] * 1.1

yMax = accRawMax['y'] * 1.1

zMin = accRawMin['z'] * 1.1

zMax = accRawMax['z'] * 1.1

plots['accXY'].setRange(xRange=(xMin, xMax), yRange=(yMin, yMax))

plots['accYZ'].setRange(xRange=(yMin, yMax), yRange=(zMin, zMax))

plots['accXZ'].setRange(xRange=(xMin, xMax), yRange=(zMin, zMax))

# Update plot ranges for magnetometer if in raw mode

use_raw_mag_range = magCalibrating or (magScale['x'] == 1.0 and magOffset['x'] == 0.0)

if use_raw_mag_range:

magRawMin['x'] = min(magRawMin['x'], mx)

magRawMax['x'] = max(magRawMax['x'], mx)

magRawMin['y'] = min(magRawMin['y'], my)

magRawMax['y'] = max(magRawMax['y'], my)

magRawMin['z'] = min(magRawMin['z'], mz)

magRawMax['z'] = max(magRawMax['z'], mz)

xMin = magRawMin['x'] * 1.1

xMax = magRawMax['x'] * 1.1

yMin = magRawMin['y'] * 1.1

yMax = magRawMax['y'] * 1.1

zMin = magRawMin['z'] * 1.1

zMax = magRawMax['z'] * 1.1

mag3DView.opts['distance'] = max(xMax - xMin, yMax - yMin, zMax - zMin) * 1.5

mag3DView.setCameraPosition(distance=mag3DView.opts['distance'])

plots['magXY'].setRange(xRange=(xMin, xMax), yRange=(yMin, yMax))

plots['magYZ'].setRange(xRange=(yMin, yMax), yRange=(zMin, zMax))

plots['magXZ'].setRange(xRange=(xMin, xMax), yRange=(zMin, zMax))

# Store data

accRaw['x'] = np.append(accRaw['x'], ax_plot)[-accMagMaxPoints:]

accRaw['y'] = np.append(accRaw['y'], ay_plot)[-accMagMaxPoints:]

accRaw['z'] = np.append(accRaw['z'], az_plot)[-accMagMaxPoints:]

gyroRaw['x'] = np.append(gyroRaw['x'], gxCal)[-gyroMaxPoints:]

gyroRaw['y'] = np.append(gyroRaw['y'], gyCal)[-gyroMaxPoints:]

gyroRaw['z'] = np.append(gyroRaw['z'], gzCal)[-gyroMaxPoints:]

magRaw['x'] = np.append(magRaw['x'], mx_plot)[-accMagMaxPoints:]

magRaw['y'] = np.append(magRaw['y'], my_plot)[-accMagMaxPoints:]

magRaw['z'] = np.append(magRaw['z'], mz_plot)[-accMagMaxPoints:]

elapsed = startTime.msecsTo(QtCore.QTime.currentTime()) / 1000.0

timePoints = np.append(timePoints, elapsed)[-gyroMaxPoints:]

# Update 2D scatter plots

scatterItems['accXY'].setData(x=accRaw['x'], y=accRaw['y'])

scatterItems['accYZ'].setData(x=accRaw['y'], y=accRaw['z'])

scatterItems['accXZ'].setData(x=accRaw['x'], y=accRaw['z'])

scatterItems['magXY'].setData(x=magRaw['x'], y=magRaw['y'])

scatterItems['magYZ'].setData(x=magRaw['y'], y=magRaw['z'])

scatterItems['magXZ'].setData(x=magRaw['x'], y=magRaw['z'])

if len(timePoints) <= 0: return

xMin = max(0, timePoints[-1] - gyroTimeWindow)

xMax = timePoints[-1]

for key in ['gyroX', 'gyroY', 'gyroZ']:

plots[key].setRange(xRange=(xMin, xMax))

curveItems[key].setData(x=timePoints, y=gyroRaw[key[-1].lower()])

# Update roll horizon

rollRad = math.radians(roll)

x1 = -1 * math.cos(rollRad)

y1 = 1 * math.sin(rollRad)

x2 = 1 * math.cos(rollRad)

y2 = -1 * math.sin(rollRad)

attitudeItems['roll_horizon'].setData(x=[x1, x2], y=[y1, y2])

# Update pitch ladder

pitchOffset = -pitch / 90 * 1.2

for idx, angle in enumerate([-90, -60, -30, -10, 0, 10, 30, 60, 90]):

yBase = angle / 90 * 1.2

yShifted = yBase + pitchOffset

if angle == 0:

attitudeItems['pitch_ladder'][idx].setData(x=[-1, 1], y=[yShifted, yShifted])

else:

attitudeItems['pitch_ladder'][idx].setData(x=[-0.5, -0.2, -0.2, 0.2, 0.2, 0.5], y=[yShifted, yShifted, yShifted+0.05, yShifted+0.05, yShifted, yShifted])

# Update yaw needle

yawRad = math.radians(yaw)

needleX = 1 * math.sin(yawRad)

needleY = 1 * math.cos(yawRad)

attitudeItems['yaw_needle'].setData(x=[0, needleX], y=[0, needleY])

except Exception:

pass# --- Connect Buttons and Start Application ---

calibrateGyroButton.clicked.connect(calibrateGyro)

calibrateAccButton.clicked.connect(calibrateAcc)

calibrateMagButton.clicked.connect(calibrateMag)

saveCalButton.clicked.connect(saveCalibration)

generateCodeButton.clicked.connect(generateCode)

stopButton.clicked.connect(stopProgram)

ser.reset_input_buffer()

loadCalibration()

plotTimer = QtCore.QTimer()

plotTimer.timeout.connect(updatePlots)

plotTimer.start(50)

mainWindow.show()

mag3DWindow.show()

try:

app.exec_()

except Exception as e:

msg = QtWidgets.QMessageBox()

msg.setWindowTitle("Application Error")

msg.setText(f"Application error: {str(e)}")

msg.exec_()

finally:

if ser.is_open:

ser.close()

Then finally we take the calibration parameters from the python program, and incorporate them on the Arduino side to allow reading the data from the sensors, and reporting calibrated numbers. Remember, in the program below, you should use your calibration parameters instead of mine. That is, edit the program below for your specific calibration numbers.

#include <Adafruit_MPU6050.h>
#include <Adafruit_Sensor.h>
#include <Wire.h>
#include <QMC5883LCompass.h>
float AxRaw,AyRaw,AzRaw,GxRaw,GyRaw,GzRaw,MxRaw,MyRaw,MzRaw;
float AxCal,AyCal,AzCal,GxCal,GyCal,GzCal,MxCal,MyCal,MzCal;
Adafruit_MPU6050 mpu;
QMC5883LCompass compass;

void setup() {
  // put your setup code here, to run once:
Serial.begin(115200);
mpu.begin();
mpu.setI2CBypass(true);
compass.init();
mpu.setGyroRange(MPU6050_RANGE_1000_DEG);
delay(100);
}

void calibrateSensors() {
  const float axOffset = 0.45407887789180545;
  const float ayOffset = 0.09432915233553185;
  const float azOffset = -0.4614157209191969;
  const float axScale = 0.10141341897341144;
  const float ayScale = 0.10141341897341144;
  const float azScale = 0.10141341897341144;
  const float gxOffset = -2.277507235645022;
  const float gyOffset = 0.8794902155258137;
  const float gzOffset = -0.5729577951308232;
  const float mxOffset = -125.54461152573242;
  const float myOffset = 124.52589039569995;
  const float mzOffset = 965.8106108557855;
  const float mxScale = 0.0010185143396312232;
  const float myScale = 0.0010185143396312232;
  const float mzScale = 0.0010185143396312232;
    AxCal = (AxRaw - axOffset) * axScale;
    AyCal = (AyRaw - ayOffset) * ayScale;
    AzCal = (AzRaw - azOffset) * azScale;
    GxCal = GxRaw*180/PI - gxOffset;
    GyCal = GyRaw*180/PI - gyOffset;
    GzCal = GzRaw*180/PI - gzOffset;
    MxCal = (MxRaw - mxOffset) * mxScale;
    MyCal = (MyRaw - myOffset) * myScale;
    MzCal = (MzRaw - mzOffset) * mzScale;
}


void loop() {
  // put your main code here, to run repeatedly:
compass.read();
sensors_event_t a, g, temp;
mpu.getEvent(&a, &g, &temp);

AxRaw = a.acceleration.x;
AyRaw = a.acceleration.y;
AzRaw = a.acceleration.z;

GxRaw = g.gyro.x;
GyRaw = g.gyro.y;
GzRaw = g.gyro.z;

MxRaw= compass.getX();
MyRaw= compass.getY();
MzRaw= compass.getZ();

calibrateSensors();

Serial.print(AxCal);
Serial.print(',');
Serial.print(AyCal);
Serial.print(',');
Serial.print(AzCal);
Serial.print(',');
Serial.print(GxCal);
Serial.print(',');
Serial.print(GyCal);
Serial.print(',');
Serial.print(GzCal);
Serial.print(',');
Serial.print(MxCal);
Serial.print(',');
Serial.print(MyCal);
Serial.print(',');
Serial.println(MzCal);
delay(100);
}

#include <Adafruit_MPU6050.h>

#include <Adafruit_Sensor.h>

#include <Wire.h>

#include <QMC5883LCompass.h>

float AxRaw,AyRaw,AzRaw,GxRaw,GyRaw,GzRaw,MxRaw,MyRaw,MzRaw;

float AxCal,AyCal,AzCal,GxCal,GyCal,GzCal,MxCal,MyCal,MzCal;

Adafruit_MPU6050 mpu;

QMC5883LCompass compass;

void setup() {

// put your setup code here, to run once:

Serial.begin(115200);

mpu.begin();

mpu.setI2CBypass(true);

compass.init();

mpu.setGyroRange(MPU6050_RANGE_1000_DEG);

delay(100);

}

void calibrateSensors() {

const float axOffset = 0.45407887789180545;

const float ayOffset = 0.09432915233553185;

const float azOffset = -0.4614157209191969;

const float axScale = 0.10141341897341144;

const float ayScale = 0.10141341897341144;

const float azScale = 0.10141341897341144;

const float gxOffset = -2.277507235645022;

const float gyOffset = 0.8794902155258137;

const float gzOffset = -0.5729577951308232;

const float mxOffset = -125.54461152573242;

const float myOffset = 124.52589039569995;

const float mzOffset = 965.8106108557855;

const float mxScale = 0.0010185143396312232;

const float myScale = 0.0010185143396312232;

const float mzScale = 0.0010185143396312232;

AxCal = (AxRaw - axOffset) * axScale;

AyCal = (AyRaw - ayOffset) * ayScale;

AzCal = (AzRaw - azOffset) * azScale;

GxCal = GxRaw*180/PI - gxOffset;

GyCal = GyRaw*180/PI - gyOffset;

GzCal = GzRaw*180/PI - gzOffset;

MxCal = (MxRaw - mxOffset) * mxScale;

MyCal = (MyRaw - myOffset) * myScale;

MzCal = (MzRaw - mzOffset) * mzScale;

}

void loop() {

// put your main code here, to run repeatedly:

compass.read();

sensors_event_t a, g, temp;

mpu.getEvent(&a, &g, &temp);

AxRaw = a.acceleration.x;

AyRaw = a.acceleration.y;

AzRaw = a.acceleration.z;

GxRaw = g.gyro.x;

GyRaw = g.gyro.y;

GzRaw = g.gyro.z;

MxRaw= compass.getX();

MyRaw= compass.getY();

MzRaw= compass.getZ();

calibrateSensors();

Serial.print(AxCal);

Serial.print(',');

Serial.print(AyCal);

Serial.print(',');

Serial.print(AzCal);

Serial.print(',');

Serial.print(GxCal);

Serial.print(',');

Serial.print(GyCal);

Serial.print(',');

Serial.print(GzCal);

Serial.print(',');

Serial.print(MxCal);

Serial.print(',');

Serial.print(MyCal);

Serial.print(',');

Serial.println(MzCal);

delay(100);

}

Arduino, Python

Plotting X-Y-Z Magnetometer Data for Accurate Calibration

October 1, 2025 admin

In this video lesson we create a PyQt5 Widget in Python to help calibrate the QMC5883L 3-Axis Magnetometer on the GY-87 module. The Widget plots the data coming from the Magnetometer in real time to allow more accurate calibration.

This is the circuit schematic for our project:

This is the simple code for the arduino to generate the raw data;

#include <Adafruit_MPU6050.h>
#include <Adafruit_Sensor.h>
#include <Wire.h>
#include <QMC5883LCompass.h>
int x,y,z;
Adafruit_MPU6050 mpu;
QMC5883LCompass compass;
void setup() {
Serial.begin(115200);
mpu.begin();
mpu.setI2CBypass(true);
compass.init();
}
void loop() {
 compass.read();
 x = compass.getX();
 y = compass.getY();
 z = compass.getZ();
Serial.print(x);
Serial.print(',');
Serial.print(y);
Serial.print(',');
Serial.println(z);
 delay(100);
}

#include <Adafruit_MPU6050.h>

#include <Adafruit_Sensor.h>

#include <Wire.h>

#include <QMC5883LCompass.h>

int x,y,z;

Adafruit_MPU6050 mpu;

QMC5883LCompass compass;

void setup() {

Serial.begin(115200);

mpu.begin();

mpu.setI2CBypass(true);

compass.init();

}

void loop() {

compass.read();

x = compass.getX();

y = compass.getY();

z = compass.getZ();

Serial.print(x);

Serial.print(',');

Serial.print(y);

Serial.print(',');

Serial.println(z);

delay(100);

}

This is the code we run on the Python side to plot the raw data:

import serial
import numpy as np
from PyQt5 import QtWidgets, QtCore
import pyqtgraph as pg
serialPort = 'COM8'
baudRate =115200
to =.1
ser =serial.Serial(serialPort, baudRate, timeout=to)
maxPoints = 2000
xRaw = np.empty(0)
yRaw = np.empty(0)
zRaw = np.empty(0)

app = QtWidgets.QApplication([])
mainWindow = QtWidgets.QWidget()
mainWindow.setWindowTitle("Magnetometer Calibratioin")
mainLayout =QtWidgets.QVBoxLayout()
mainWindow.setLayout(mainLayout)
plotLayout =QtWidgets.QGridLayout()
mainLayout.addLayout(plotLayout)
xyPlot = pg.PlotWidget(title="XY Plane")
yzPlot = pg.PlotWidget(title="YZ Plane")
xzPlot = pg.PlotWidget(title="XZ Plane")
for plot in [xyPlot, yzPlot, xzPlot]:
    plot.setAspectLocked(True)
    plot.showGrid(x=True, y=True)
    plot.setMinimumSize(300,300)
plotLayout.addWidget(xyPlot, 0,0)
plotLayout.addWidget(yzPlot, 0,1)
plotLayout.addWidget(xzPlot, 1,0)

xyScatter = pg.ScatterPlotItem(size=5)
yzScatter = pg.ScatterPlotItem(size=5)
xzScatter = pg.ScatterPlotItem(size=5)

xyPlot.addItem(xyScatter)
yzPlot.addItem(yzScatter)
xzPlot.addItem(xzScatter)

def updatePlot():
    global xRaw, yRaw, zRaw
    if ser.in_waiting > 0:
        try:
            line= ser.readline().decode('utf-8').strip()
            print(line)
            values = line.split(',')
            if len(values)==3:
                x = float(values[0])
                y = float(values[1])
                z = float(values[2])
                xRaw =np.append(xRaw, x)[-maxPoints:]
                yRaw =np.append(yRaw, y)[-maxPoints:]
                zRaw =np.append(zRaw, z)[-maxPoints:]
                xyScatter.setData(x=xRaw, y=yRaw, brush=pg.mkBrush(0,0,255,120))
                yzScatter.setData(x=yRaw, y=zRaw, brush=pg.mkBrush(0,255,0,120))
                xzScatter.setData(x=xRaw, y=zRaw, brush=pg.mkBrush(255,0,0,120))
        
        except Exception as e:
            print("Parse Error: ", e)

plotTimer =QtCore.QTimer()
plotTimer.timeout.connect(updatePlot)
plotTimer.start(50)
mainWindow.show()
try:
    app.exec_()
finally:
    ser.close()

import serial

import numpy as np

from PyQt5 import QtWidgets, QtCore

import pyqtgraph as pg

serialPort = 'COM8'

baudRate =115200

to =.1

ser =serial.Serial(serialPort, baudRate, timeout=to)

maxPoints = 2000

xRaw = np.empty(0)

yRaw = np.empty(0)

zRaw = np.empty(0)

app = QtWidgets.QApplication([])

mainWindow = QtWidgets.QWidget()

mainWindow.setWindowTitle("Magnetometer Calibratioin")

mainLayout =QtWidgets.QVBoxLayout()

mainWindow.setLayout(mainLayout)

plotLayout =QtWidgets.QGridLayout()

mainLayout.addLayout(plotLayout)

xyPlot = pg.PlotWidget(title="XY Plane")

yzPlot = pg.PlotWidget(title="YZ Plane")

xzPlot = pg.PlotWidget(title="XZ Plane")

for plot in [xyPlot, yzPlot, xzPlot]:

plot.setAspectLocked(True)

plot.showGrid(x=True, y=True)

plot.setMinimumSize(300,300)

plotLayout.addWidget(xyPlot, 0,0)

plotLayout.addWidget(yzPlot, 0,1)

plotLayout.addWidget(xzPlot, 1,0)

xyScatter = pg.ScatterPlotItem(size=5)

yzScatter = pg.ScatterPlotItem(size=5)

xzScatter = pg.ScatterPlotItem(size=5)

xyPlot.addItem(xyScatter)

yzPlot.addItem(yzScatter)

xzPlot.addItem(xzScatter)

def updatePlot():

global xRaw, yRaw, zRaw

if ser.in_waiting > 0:

try:

line= ser.readline().decode('utf-8').strip()

print(line)

values = line.split(',')

if len(values)==3:

x = float(values[0])

y = float(values[1])

z = float(values[2])

xRaw =np.append(xRaw, x)[-maxPoints:]

yRaw =np.append(yRaw, y)[-maxPoints:]

zRaw =np.append(zRaw, z)[-maxPoints:]

xyScatter.setData(x=xRaw, y=yRaw, brush=pg.mkBrush(0,0,255,120))

yzScatter.setData(x=yRaw, y=zRaw, brush=pg.mkBrush(0,255,0,120))

xzScatter.setData(x=xRaw, y=zRaw, brush=pg.mkBrush(255,0,0,120))

except Exception as e:

print("Parse Error: ", e)

plotTimer =QtCore.QTimer()

plotTimer.timeout.connect(updatePlot)

plotTimer.start(50)

mainWindow.show()

try:

app.exec_()

finally:

ser.close()

Arduino

Improving MPU6050 IMU Arduino Project Performance with a Complimentary Filter

September 11, 2025 admin

In this video lesson I show you how you can improve the performance of your Arduino MPU6050 IMU Project by incorporating a complimentary filter. We will combine the roll and pitch calculations from the accelerometer and gyro into a fused result which allows us to enjoy the best of both worlds.

For your convenience, the code developed is presented below:

#include <Adafruit_MPU6050.h>
#include <Adafruit_Sensor.h>
#include <Wire.h>
float Ax;
float Ay;
float Az;

float Gx;
float Gy;
float Gz;

float rollG=0;
float pitchG=0;
float yawG=0;

float gyroXOffset=0;
float gyroYOffset=0;
float gyroZOffset=0;

int tStart = millis();

// If You want Calibrated results, you must rotate
// your board to all possible orientations, and
// record your velues of xMax, xMin, yMax, yMin
// zMax, zMin. I show you how to do that in LESSON
// 79 on my youtube channel. Put in your values and then
// uncomment the code below. Don't use my values, you have
// to measure your own for it to work.

// float xMax= 1.03;
// float xMin= -.97;
// float yMax= .98;
// float yMin= -1.01;
// float zMax=.96 ;
// float zMin= -1.08;

// float xOffset = (xMax+xMin)/2;
// float yOffset = (yMax+yMin)/2;
// float zOffset = (zMax+zMin)/2;

// float xScale = 2/(xMax -xMin);
// float yScale = 2/(yMax - yMin);
// float zScale = 2/(zMax -zMin);

float rollLP = 0;
float pitchLP = 0;

float rollRAW;
float pitchRAW;

float rollComp=0;
float pitchComp=0;

float deltaRoll=0;
float deltaPitch=0;

Adafruit_MPU6050 mpu;

void calibrateGyro(){
Serial.println("Calibrating the Gyro: Keep Completely Stationary");
delay(1000);
int i;
float sumX = 0;
float sumY = 0;
float sumZ = 0;
int numPoints=100;
for (i=0;i<numPoints;i=i+1){
  sensors_event_t a, g, temp;
  mpu.getEvent(&a, &g, &temp);
  sumX = sumX + g.gyro.x;
  sumY = sumY + g.gyro.y;
  sumZ = sumZ + g.gyro.z;
  delay(10);
}
gyroXOffset = sumX/numPoints;
gyroYOffset = sumY/numPoints;
gyroZOffset = sumZ/numPoints;

}

void setup() {
  // put your setup code here, to run once:
  Serial.begin(115200);
  mpu.begin();
  Serial.println("MPU6050 Started!");
  mpu.setAccelerometerRange(MPU6050_RANGE_2_G);
  mpu.setGyroRange(MPU6050_RANGE_2000_DEG);
  mpu.setFilterBandwidth(MPU6050_BAND_21_HZ);
calibrateGyro();
tStart = millis();
}

void loop() {
  // put your main code here, to run repeatedly:
  sensors_event_t a, g, temp;
  mpu.getEvent(&a, &g, &temp);
  Ax = a.acceleration.x / 9.81;
  Ay = a.acceleration.y / 9.81;
  Az = a.acceleration.z / 9.81;

  Gx = g.gyro.x-gyroXOffset;
  Gy = -(g.gyro.y-gyroYOffset);
  Gz = g.gyro.z-gyroZOffset;

rollG = rollG + (millis() - tStart)/1000. * Gy *360./2./3.14;
pitchG = pitchG + (millis() - tStart)/1000. * Gx *360./2./3.14;
yawG = yawG + (millis() - tStart)/1000. * Gz *360./2./3.14;
deltaRoll=(millis() - tStart)/1000. * Gy *360./2./3.14;
deltaPitch=(millis() - tStart)/1000. * Gx *360./2./3.14;
tStart = millis();

  //Uncomment these lines of code to do the callibration
  //This will only work if you have measured your max
  //and min values, and put them in at the top of the code
  // Ax = xScale*(Ax-xOffset);
  // Ay = yScale*(Ay-yOffset);
  // Az = zScale*(Az-zOffset);

  pitchRAW = atan2(Ay, sqrt(Az * Az + Ax * Ax)) * 360 / (2 * 3.14);
  rollRAW = atan2(Ax, sqrt(Az * Az + Ay * Ay)) * 360 / (2 * 3.14);

  pitchLP = .75 * pitchLP + .25 * pitchRAW;
  rollLP = .75 * rollLP + .25 * rollRAW;

  rollComp= .1*rollRAW + .9*(rollComp + deltaRoll);
  pitchComp= .1*pitchRAW +.9*(pitchComp +deltaPitch);

  Serial.print("rollComp:");
  Serial.print(rollComp);
  Serial.print(',');
  Serial.print("pitchComp:");
  Serial.print(pitchComp);
  Serial.print(',');
  Serial.print("yawG:");
  Serial.print(yawG);
  Serial.print(',');
  // Serial.print("rollComp:");
  // Serial.print(rollComp);
  // Serial.print(',');
  // Serial.print("pitchG:");
  // Serial.print(pitchG);
  // Serial.print(',');
  // Serial.print("yawG:");
  // Serial.print(yawG);
  // Serial.print(',');
  Serial.print("UL:");
  Serial.print(90);
  Serial.print(',');
  Serial.print("LL:");
  Serial.println(-90);

  //   Serial.print("Ax:");
  //   Serial.print(Ax);
  //   Serial.print(',');
  //   Serial.print("Ay:");
  //   Serial.print(Ay);
  //   Serial.print(',');
  //     Serial.print("Az:");
  //   Serial.print(Az);
  //   Serial.print(',');
  //  Serial.print("UL:");
  //  Serial.print(1);
  //  Serial.print(',');
  //  Serial.print("LL:");
  //  Serial.println(-1);
  delay(1);
}

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#include <Adafruit_MPU6050.h>

#include <Adafruit_Sensor.h>

#include <Wire.h>

float Ax;

float Ay;

float Az;

float Gx;

float Gy;

float Gz;

float rollG=0;

float pitchG=0;

float yawG=0;

float gyroXOffset=0;

float gyroYOffset=0;

float gyroZOffset=0;

int tStart = millis();

// If You want Calibrated results, you must rotate

// your board to all possible orientations, and

// record your velues of xMax, xMin, yMax, yMin

// zMax, zMin. I show you how to do that in LESSON

// 79 on my youtube channel. Put in your values and then

// uncomment the code below. Don't use my values, you have

// to measure your own for it to work.

// float xMax= 1.03;

// float xMin= -.97;

// float yMax= .98;

// float yMin= -1.01;

// float zMax=.96 ;

// float zMin= -1.08;

// float xOffset = (xMax+xMin)/2;

// float yOffset = (yMax+yMin)/2;

// float zOffset = (zMax+zMin)/2;

// float xScale = 2/(xMax -xMin);

// float yScale = 2/(yMax - yMin);

// float zScale = 2/(zMax -zMin);

float rollLP = 0;

float pitchLP = 0;

float rollRAW;

float pitchRAW;

float rollComp=0;

float pitchComp=0;

float deltaRoll=0;

float deltaPitch=0;

Adafruit_MPU6050 mpu;

void calibrateGyro(){

Serial.println("Calibrating the Gyro: Keep Completely Stationary");

delay(1000);

int i;

float sumX = 0;

float sumY = 0;

float sumZ = 0;

int numPoints=100;

for (i=0;i<numPoints;i=i+1){

sensors_event_t a, g, temp;

mpu.getEvent(&a, &g, &temp);

sumX = sumX + g.gyro.x;

sumY = sumY + g.gyro.y;

sumZ = sumZ + g.gyro.z;

delay(10);

}

gyroXOffset = sumX/numPoints;

gyroYOffset = sumY/numPoints;

gyroZOffset = sumZ/numPoints;

}

void setup() {

// put your setup code here, to run once:

Serial.begin(115200);

mpu.begin();

Serial.println("MPU6050 Started!");

mpu.setAccelerometerRange(MPU6050_RANGE_2_G);

mpu.setGyroRange(MPU6050_RANGE_2000_DEG);

mpu.setFilterBandwidth(MPU6050_BAND_21_HZ);

calibrateGyro();

tStart = millis();

}

void loop() {

// put your main code here, to run repeatedly:

sensors_event_t a, g, temp;

mpu.getEvent(&a, &g, &temp);

Ax = a.acceleration.x / 9.81;

Ay = a.acceleration.y / 9.81;

Az = a.acceleration.z / 9.81;

Gx = g.gyro.x-gyroXOffset;

Gy = -(g.gyro.y-gyroYOffset);

Gz = g.gyro.z-gyroZOffset;

rollG = rollG + (millis() - tStart)/1000. * Gy *360./2./3.14;

pitchG = pitchG + (millis() - tStart)/1000. * Gx *360./2./3.14;

yawG = yawG + (millis() - tStart)/1000. * Gz *360./2./3.14;

deltaRoll=(millis() - tStart)/1000. * Gy *360./2./3.14;

deltaPitch=(millis() - tStart)/1000. * Gx *360./2./3.14;

tStart = millis();

//Uncomment these lines of code to do the callibration

//This will only work if you have measured your max

//and min values, and put them in at the top of the code

// Ax = xScale*(Ax-xOffset);

// Ay = yScale*(Ay-yOffset);

// Az = zScale*(Az-zOffset);

pitchRAW = atan2(Ay, sqrt(Az * Az + Ax * Ax)) * 360 / (2 * 3.14);

rollRAW = atan2(Ax, sqrt(Az * Az + Ay * Ay)) * 360 / (2 * 3.14);

pitchLP = .75 * pitchLP + .25 * pitchRAW;

rollLP = .75 * rollLP + .25 * rollRAW;

rollComp= .1*rollRAW + .9*(rollComp + deltaRoll);

pitchComp= .1*pitchRAW +.9*(pitchComp +deltaPitch);

Serial.print("rollComp:");

Serial.print(rollComp);

Serial.print(',');

Serial.print("pitchComp:");

Serial.print(pitchComp);

Serial.print(',');

Serial.print("yawG:");

Serial.print(yawG);

Serial.print(',');

// Serial.print("rollComp:");

// Serial.print(rollComp);

// Serial.print(',');

// Serial.print("pitchG:");

// Serial.print(pitchG);

// Serial.print(',');

// Serial.print("yawG:");

// Serial.print(yawG);

// Serial.print(',');

Serial.print("UL:");

Serial.print(90);

Serial.print(',');

Serial.print("LL:");

Serial.println(-90);

// Serial.print("Ax:");

// Serial.print(Ax);

// Serial.print(',');

// Serial.print("Ay:");

// Serial.print(Ay);

// Serial.print(',');

// Serial.print("Az:");

// Serial.print(Az);

// Serial.print(',');

// Serial.print("UL:");

// Serial.print(1);

// Serial.print(',');

// Serial.print("LL:");

// Serial.println(-1);

delay(1);

}

Arduino

Reducing Gyro Drift in MPU6050 IMU Arduino Project

September 11, 2025 admin

In this video lesson we learn how to reduce drift in our roll, pitch, and yaw from the MPU6050 IMU Arduino Project. We will be using the following schematic in today’s work.

This is the code we developed in this lesson:

#include <Adafruit_MPU6050.h>
#include <Adafruit_Sensor.h>
#include <Wire.h>
float Ax;
float Ay;
float Az;

float Gx;
float Gy;
float Gz;

float rollG=0;
float pitchG=0;
float yawG=0;

float gyroXOffset=0;
float gyroYOffset=0;
float gyroZOffset=0;

int tStart = millis();

// If You want Calibrated results, you must rotate
// your board to all possible orientations, and
// record your velues of xMax, xMin, yMax, yMin
// zMax, zMin. I show you how to do that in LESSON
// 79 on my youtube channel. Put in your values and then
// uncomment the code below. Don't use my values, you have
// to measure your own for it to work.

// float xMax= 1.03;
// float xMin= -.97;
// float yMax= .98;
// float yMin= -1.01;
// float zMax=.96 ;
// float zMin= -1.08;

// float xOffset = (xMax+xMin)/2;
// float yOffset = (yMax+yMin)/2;
// float zOffset = (zMax+zMin)/2;

// float xScale = 2/(xMax -xMin);
// float yScale = 2/(yMax - yMin);
// float zScale = 2/(zMax -zMin);

float roll = 0;

float pitch = 0;
float rollRAW;
float pitchRAW;

Adafruit_MPU6050 mpu;

void calibrateGyro(){
Serial.println("Calibrating the Gyro: Keep Completely Stationary");
delay(1000);
int i;
float sumX = 0;
float sumY = 0;
float sumZ = 0;
int numPoints=1000;
for (i=0;i<numPoints;i=i+1){
  sensors_event_t a, g, temp;
  mpu.getEvent(&a, &g, &temp);
  sumX = sumX + g.gyro.x;
  sumY = sumY + g.gyro.y;
  sumZ = sumZ + g.gyro.z;
  delay(10);
}
gyroXOffset = sumX/numPoints;
gyroYOffset = sumY/numPoints;
gyroZOffset = sumZ/numPoints;

}

void setup() {
  // put your setup code here, to run once:
  Serial.begin(115200);
  mpu.begin();
  Serial.println("MPU6050 Started!");
  mpu.setAccelerometerRange(MPU6050_RANGE_2_G);
  mpu.setGyroRange(MPU6050_RANGE_2000_DEG);
  mpu.setFilterBandwidth(MPU6050_BAND_21_HZ);
calibrateGyro();
tStart = millis();
}

void loop() {
  // put your main code here, to run repeatedly:
  sensors_event_t a, g, temp;
  mpu.getEvent(&a, &g, &temp);
  Ax = a.acceleration.x / 9.81;
  Ay = a.acceleration.y / 9.81;
  Az = a.acceleration.z / 9.81;

  Gx = g.gyro.x-gyroXOffset;
  Gy = g.gyro.y-gyroYOffset;
  Gz = g.gyro.z-gyroZOffset;

rollG = rollG + (millis() - tStart)/1000. * Gy *360./2./3.14;
pitchG = pitchG + (millis() - tStart)/1000. * Gx *360./2./3.14;
yawG = yawG + (millis() - tStart)/1000. * Gz *360./2./3.14;
tStart = millis();

  //Uncomment these lines of code to do the callibration
  //This will only work if you have measured your max
  //and min values, and put them in at the top of the code
  // Ax = xScale*(Ax-xOffset);
  // Ay = yScale*(Ay-yOffset);
  // Az = zScale*(Az-zOffset);

  pitchRAW = atan2(Ay, sqrt(Az * Az + Ax * Ax)) * 360 / (2 * 3.14);
  rollRAW = atan2(Ax, sqrt(Az * Az + Ay * Ay)) * 360 / (2 * 3.14);

  pitch = .75 * pitch + .25 * pitchRAW;
  roll = .75 * roll + .25 * rollRAW;

  Serial.print("Gx:");
  Serial.print(Gx);
  Serial.print(',');
  Serial.print("Gy:");
  Serial.print(Gy);
  Serial.print(',');
  Serial.print("Gz:");
  Serial.print(Gz);
  Serial.print(',');
  Serial.print("rollG:");
  Serial.print(rollG);
  Serial.print(',');
  Serial.print("pitchG:");
  Serial.print(pitchG);
  Serial.print(',');
  Serial.print("yawG:");
  Serial.print(yawG);
  Serial.print(',');
  Serial.print("UL:");
  Serial.print(90);
  Serial.print(',');
  Serial.print("LL:");
  Serial.println(-90);

  //   Serial.print("Ax:");
  //   Serial.print(Ax);
  //   Serial.print(',');
  //   Serial.print("Ay:");
  //   Serial.print(Ay);
  //   Serial.print(',');
  //     Serial.print("Az:");
  //   Serial.print(Az);
  //   Serial.print(',');
  //  Serial.print("UL:");
  //  Serial.print(1);
  //  Serial.print(',');
  //  Serial.print("LL:");
  //  Serial.println(-1);
  delay(1);
}

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#include <Adafruit_MPU6050.h>

#include <Adafruit_Sensor.h>

#include <Wire.h>

float Ax;

float Ay;

float Az;

float Gx;

float Gy;

float Gz;

float rollG=0;

float pitchG=0;

float yawG=0;

float gyroXOffset=0;

float gyroYOffset=0;

float gyroZOffset=0;

int tStart = millis();

// If You want Calibrated results, you must rotate

// your board to all possible orientations, and

// record your velues of xMax, xMin, yMax, yMin

// zMax, zMin. I show you how to do that in LESSON

// 79 on my youtube channel. Put in your values and then

// uncomment the code below. Don't use my values, you have

// to measure your own for it to work.

// float xMax= 1.03;

// float xMin= -.97;

// float yMax= .98;

// float yMin= -1.01;

// float zMax=.96 ;

// float zMin= -1.08;

// float xOffset = (xMax+xMin)/2;

// float yOffset = (yMax+yMin)/2;

// float zOffset = (zMax+zMin)/2;

// float xScale = 2/(xMax -xMin);

// float yScale = 2/(yMax - yMin);

// float zScale = 2/(zMax -zMin);

float roll = 0;

float pitch = 0;

float rollRAW;

float pitchRAW;

Adafruit_MPU6050 mpu;

void calibrateGyro(){

Serial.println("Calibrating the Gyro: Keep Completely Stationary");

delay(1000);

int i;

float sumX = 0;

float sumY = 0;

float sumZ = 0;

int numPoints=1000;

for (i=0;i<numPoints;i=i+1){

sensors_event_t a, g, temp;

mpu.getEvent(&a, &g, &temp);

sumX = sumX + g.gyro.x;

sumY = sumY + g.gyro.y;

sumZ = sumZ + g.gyro.z;

delay(10);

}

gyroXOffset = sumX/numPoints;

gyroYOffset = sumY/numPoints;

gyroZOffset = sumZ/numPoints;

}

void setup() {

// put your setup code here, to run once:

Serial.begin(115200);

mpu.begin();

Serial.println("MPU6050 Started!");

mpu.setAccelerometerRange(MPU6050_RANGE_2_G);

mpu.setGyroRange(MPU6050_RANGE_2000_DEG);

mpu.setFilterBandwidth(MPU6050_BAND_21_HZ);

calibrateGyro();

tStart = millis();

}

void loop() {

// put your main code here, to run repeatedly:

sensors_event_t a, g, temp;

mpu.getEvent(&a, &g, &temp);

Ax = a.acceleration.x / 9.81;

Ay = a.acceleration.y / 9.81;

Az = a.acceleration.z / 9.81;

Gx = g.gyro.x-gyroXOffset;

Gy = g.gyro.y-gyroYOffset;

Gz = g.gyro.z-gyroZOffset;

rollG = rollG + (millis() - tStart)/1000. * Gy *360./2./3.14;

pitchG = pitchG + (millis() - tStart)/1000. * Gx *360./2./3.14;

yawG = yawG + (millis() - tStart)/1000. * Gz *360./2./3.14;

tStart = millis();

//Uncomment these lines of code to do the callibration

//This will only work if you have measured your max

//and min values, and put them in at the top of the code

// Ax = xScale*(Ax-xOffset);

// Ay = yScale*(Ay-yOffset);

// Az = zScale*(Az-zOffset);

pitchRAW = atan2(Ay, sqrt(Az * Az + Ax * Ax)) * 360 / (2 * 3.14);

rollRAW = atan2(Ax, sqrt(Az * Az + Ay * Ay)) * 360 / (2 * 3.14);

pitch = .75 * pitch + .25 * pitchRAW;

roll = .75 * roll + .25 * rollRAW;

Serial.print("Gx:");

Serial.print(Gx);

Serial.print(',');

Serial.print("Gy:");

Serial.print(Gy);

Serial.print(',');

Serial.print("Gz:");

Serial.print(Gz);

Serial.print(',');

Serial.print("rollG:");

Serial.print(rollG);

Serial.print(',');

Serial.print("pitchG:");

Serial.print(pitchG);

Serial.print(',');

Serial.print("yawG:");

Serial.print(yawG);

Serial.print(',');

Serial.print("UL:");

Serial.print(90);

Serial.print(',');

Serial.print("LL:");

Serial.println(-90);

// Serial.print("Ax:");

// Serial.print(Ax);

// Serial.print(',');

// Serial.print("Ay:");

// Serial.print(Ay);

// Serial.print(',');

// Serial.print("Az:");

// Serial.print(Az);

// Serial.print(',');

// Serial.print("UL:");

// Serial.print(1);

// Serial.print(',');

// Serial.print("LL:");

// Serial.println(-1);

delay(1);

}

Technology Tutorials

Tag Archives: MPU6050

High Performance Roll, Pitch and Yaw values from the GY-87 IMU Module

Ultimate 9-axis Program for Easily and Accurately Calibrating a 9-axis IMU on Arduino

Plotting X-Y-Z Magnetometer Data for Accurate Calibration

Improving MPU6050 IMU Arduino Project Performance with a Complimentary Filter

Reducing Gyro Drift in MPU6050 IMU Arduino Project

Making The World a Better Place One High Tech Project at a Time. Enjoy!