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Introduction:
The purpose of this project was to mount a small FLIR DUO camera on the railing of a ship and have it take data, and have a gimbal automatically compensate for the pitch and roll of the boat.
We have a large version of this project with a stabilization platform large enough to handle a full-size Halo Photonics LiDAR, but the control system for that one was a bit large and costly for this project.
I chose to use an Arduino Micro and MPU-9250 along with a couple of small RC servos and 3d printed the servo mounts.
3D Mounts:
Designing and 3d printing the servo mounts had a few challenges to overcome. Each servo manufacturer seems to have their own spline shape and size, so once you pick one, you're stuck with it. My 3d printer doesn't print servo splines well either, the hotend tip diameter is 0.5mm.
I used some micro servos from https://www.banggood.com/
I had to go through several iterations to get a good part that printed well. I found a way to make the 1/4in-20tpi base camera tripod thread during the printing process without having to cut the thread after with a tap.
My files for the FLIR DUO mount for a DJI phantom 2 are available here:
https://www.thingiverse.com/thing:2845703
The FLIR DUO is slightly smaller than a GoPro, so this mount will not hold a GoPro.
Hardware:
Here's the wiring thus far. The Fritzing program didn't have the embedded masters MPU-9250 board, so I have the sparkfun board shown.
Note that the servos use +5VDC, and the MPU-9250 uses 3.3VDC.
Software:
I started with code from Kris Winer: (So I owe him a beer)
/* MPU9250 Basic Example Code by: Kris Winer date: April 1, 2014 license: Beerware - Use this code however you'd like. If you find it useful you can buy me a beer some time.
I commented out much of his code, including his serial and LCD code.
Here's what was left:
/* MPU9250 Basic Example Code by: Kris Winer date: April 1, 2014 license: Beerware - Use this code however you'd like. If you find it useful you can buy me a beer some time. Demonstrate basic MPU-9250 functionality including parameterizing the register addresses, initializing the sensor, getting properly scaled accelerometer, gyroscope, and magnetometer data out. Added display functions to allow display to on breadboard monitor. Addition of 9 DoF sensor fusion using open source Madgwick and Mahony filter algorithms. Sketch runs on the 3.3 V 8 MHz Pro Mini and the Teensy 3.1. SDA and SCL should have external pull-up resistors (to 3.3V). 10k resistors are on the EMSENSR-9250 breakout board. */ #include #include #include #include Servo servoX; // create servo object to control a servo Servo servoY; // twelve servo objects can be created on most boards int posX = 0; int posY = 0; // See also MPU-9250 Register Map and Descriptions, Revision 4.0, RM-MPU-9250A-00, Rev. 1.4, 9/9/2013 for registers not listed in // above document; the MPU9250 and MPU9150 are virtually identical but the latter has a different register map // //Magnetometer Registers #define AK8963_ADDRESS 0x0C #define WHO_AM_I_AK8963 0x00 // should return 0x48 #define INFO 0x01 #define AK8963_ST1 0x02 // data ready status bit 0 #define AK8963_XOUT_L 0x03 // data #define AK8963_XOUT_H 0x04 #define AK8963_YOUT_L 0x05 #define AK8963_YOUT_H 0x06 #define AK8963_ZOUT_L 0x07 #define AK8963_ZOUT_H 0x08 #define AK8963_ST2 0x09 // Data overflow bit 3 and data read error status bit 2 #define AK8963_CNTL 0x0A // Power down (0000), single-measurement (0001), self-test (1000) and Fuse ROM (1111) modes on bits 3:0 #define AK8963_ASTC 0x0C // Self test control #define AK8963_I2CDIS 0x0F // I2C disable #define AK8963_ASAX 0x10 // Fuse ROM x-axis sensitivity adjustment value #define AK8963_ASAY 0x11 // Fuse ROM y-axis sensitivity adjustment value #define AK8963_ASAZ 0x12 // Fuse ROM z-axis sensitivity adjustment value #define SELF_TEST_X_GYRO 0x00 #define SELF_TEST_Y_GYRO 0x01 #define SELF_TEST_Z_GYRO 0x02 /*#define X_FINE_GAIN 0x03 // [7:0] fine gain #define Y_FINE_GAIN 0x04 #define Z_FINE_GAIN 0x05 #define XA_OFFSET_H 0x06 // User-defined trim values for accelerometer #define XA_OFFSET_L_TC 0x07 #define YA_OFFSET_H 0x08 #define YA_OFFSET_L_TC 0x09 #define ZA_OFFSET_H 0x0A #define ZA_OFFSET_L_TC 0x0B */ #define SELF_TEST_X_ACCEL 0x0D #define SELF_TEST_Y_ACCEL 0x0E #define SELF_TEST_Z_ACCEL 0x0F #define SELF_TEST_A 0x10 #define XG_OFFSET_H 0x13 // User-defined trim values for gyroscope #define XG_OFFSET_L 0x14 #define YG_OFFSET_H 0x15 #define YG_OFFSET_L 0x16 #define ZG_OFFSET_H 0x17 #define ZG_OFFSET_L 0x18 #define SMPLRT_DIV 0x19 #define CONFIG 0x1A #define GYRO_CONFIG 0x1B #define ACCEL_CONFIG 0x1C #define ACCEL_CONFIG2 0x1D #define LP_ACCEL_ODR 0x1E #define WOM_THR 0x1F #define MOT_DUR 0x20 // Duration counter threshold for motion interrupt generation, 1 kHz rate, LSB = 1 ms #define ZMOT_THR 0x21 // Zero-motion detection threshold bits [7:0] #define ZRMOT_DUR 0x22 // Duration counter threshold for zero motion interrupt generation, 16 Hz rate, LSB = 64 ms #define FIFO_EN 0x23 #define I2C_MST_CTRL 0x24 #define I2C_SLV0_ADDR 0x25 #define I2C_SLV0_REG 0x26 #define I2C_SLV0_CTRL 0x27 #define I2C_SLV1_ADDR 0x28 #define I2C_SLV1_REG 0x29 #define I2C_SLV1_CTRL 0x2A #define I2C_SLV2_ADDR 0x2B #define I2C_SLV2_REG 0x2C #define I2C_SLV2_CTRL 0x2D #define I2C_SLV3_ADDR 0x2E #define I2C_SLV3_REG 0x2F #define I2C_SLV3_CTRL 0x30 #define I2C_SLV4_ADDR 0x31 #define I2C_SLV4_REG 0x32 #define I2C_SLV4_DO 0x33 #define I2C_SLV4_CTRL 0x34 #define I2C_SLV4_DI 0x35 #define I2C_MST_STATUS 0x36 #define INT_PIN_CFG 0x37 #define INT_ENABLE 0x38 #define DMP_INT_STATUS 0x39 // Check DMP interrupt #define INT_STATUS 0x3A #define ACCEL_XOUT_H 0x3B #define ACCEL_XOUT_L 0x3C #define ACCEL_YOUT_H 0x3D #define ACCEL_YOUT_L 0x3E #define ACCEL_ZOUT_H 0x3F #define ACCEL_ZOUT_L 0x40 #define TEMP_OUT_H 0x41 #define TEMP_OUT_L 0x42 #define GYRO_XOUT_H 0x43 #define GYRO_XOUT_L 0x44 #define GYRO_YOUT_H 0x45 #define GYRO_YOUT_L 0x46 #define GYRO_ZOUT_H 0x47 #define GYRO_ZOUT_L 0x48 #define EXT_SENS_DATA_00 0x49 #define EXT_SENS_DATA_01 0x4A #define EXT_SENS_DATA_02 0x4B #define EXT_SENS_DATA_03 0x4C #define EXT_SENS_DATA_04 0x4D #define EXT_SENS_DATA_05 0x4E #define EXT_SENS_DATA_06 0x4F #define EXT_SENS_DATA_07 0x50 #define EXT_SENS_DATA_08 0x51 #define EXT_SENS_DATA_09 0x52 #define EXT_SENS_DATA_10 0x53 #define EXT_SENS_DATA_11 0x54 #define EXT_SENS_DATA_12 0x55 #define EXT_SENS_DATA_13 0x56 #define EXT_SENS_DATA_14 0x57 #define EXT_SENS_DATA_15 0x58 #define EXT_SENS_DATA_16 0x59 #define EXT_SENS_DATA_17 0x5A #define EXT_SENS_DATA_18 0x5B #define EXT_SENS_DATA_19 0x5C #define EXT_SENS_DATA_20 0x5D #define EXT_SENS_DATA_21 0x5E #define EXT_SENS_DATA_22 0x5F #define EXT_SENS_DATA_23 0x60 #define MOT_DETECT_STATUS 0x61 #define I2C_SLV0_DO 0x63 #define I2C_SLV1_DO 0x64 #define I2C_SLV2_DO 0x65 #define I2C_SLV3_DO 0x66 #define I2C_MST_DELAY_CTRL 0x67 #define SIGNAL_PATH_RESET 0x68 #define MOT_DETECT_CTRL 0x69 #define USER_CTRL 0x6A // Bit 7 enable DMP, bit 3 reset DMP #define PWR_MGMT_1 0x6B // Device defaults to the SLEEP mode #define PWR_MGMT_2 0x6C #define DMP_BANK 0x6D // Activates a specific bank in the DMP #define DMP_RW_PNT 0x6E // Set read/write pointer to a specific start address in specified DMP bank #define DMP_REG 0x6F // Register in DMP from which to read or to which to write #define DMP_REG_1 0x70 #define DMP_REG_2 0x71 #define FIFO_COUNTH 0x72 #define FIFO_COUNTL 0x73 #define FIFO_R_W 0x74 #define WHO_AM_I_MPU9250 0x75 // Should return 0x71 #define XA_OFFSET_H 0x77 #define XA_OFFSET_L 0x78 #define YA_OFFSET_H 0x7A #define YA_OFFSET_L 0x7B #define ZA_OFFSET_H 0x7D #define ZA_OFFSET_L 0x7E // Using the MSENSR-9250 breakout board, ADO is set to 0 // Seven-bit device address is 110100 for ADO = 0 and 110101 for ADO = 1 #define ADO 0 #if ADO #define MPU9250_ADDRESS 0x69 // Device address when ADO = 1 #else #define MPU9250_ADDRESS 0x68 // Device address when ADO = 0 #define AK8963_ADDRESS 0x0C // Address of magnetometer #endif #define AHRS true // set to false for basic data read #define SerialDebug true // set to true to get Serial1 output for debugging // Set initial input parameters enum Ascale { AFS_2G = 0, AFS_4G, AFS_8G, AFS_16G }; enum Gscale { GFS_250DPS = 0, GFS_500DPS, GFS_1000DPS, GFS_2000DPS }; enum Mscale { MFS_14BITS = 0, // 0.6 mG per LSB MFS_16BITS // 0.15 mG per LSB }; // Specify sensor full scale uint8_t Gscale = GFS_250DPS; uint8_t Ascale = AFS_2G; uint8_t Mscale = MFS_16BITS; // Choose either 14-bit or 16-bit magnetometer resolution uint8_t Mmode = 0x02; // 2 for 8 Hz, 6 for 100 Hz continuous magnetometer data read float aRes, gRes, mRes; // scale resolutions per LSB for the sensors // Pin definitions int intPin = 12; // These can be changed, 2 and 3 are the Arduinos ext int pins int myLed = 13; // Set up pin 13 led for toggling int16_t accelCount[3]; // Stores the 16-bit signed accelerometer sensor output int16_t gyroCount[3]; // Stores the 16-bit signed gyro sensor output int16_t magCount[3]; // Stores the 16-bit signed magnetometer sensor output float magCalibration[3] = {0, 0, 0}, magbias[3] = {0, 0, 0}; // Factory mag calibration and mag bias float gyroBias[3] = {0, 0, 0}, accelBias[3] = {0, 0, 0}; // Bias corrections for gyro and accelerometer int16_t tempCount; // temperature raw count output float temperature; // Stores the real internal chip temperature in degrees Celsius float SelfTest[6]; // holds results of gyro and accelerometer self test // global constants for 9 DoF fusion and AHRS (Attitude and Heading Reference System) float GyroMeasError = PI * (40.0f / 180.0f); // gyroscope measurement error in rads/s (start at 40 deg/s) float GyroMeasDrift = PI * (0.0f / 180.0f); // gyroscope measurement drift in rad/s/s (start at 0.0 deg/s/s) // There is a tradeoff in the beta parameter between accuracy and response speed. // In the original Madgwick study, beta of 0.041 (corresponding to GyroMeasError of 2.7 degrees/s) was found to give optimal accuracy. // However, with this value, the LSM9SD0 response time is about 10 seconds to a stable initial quaternion. // Subsequent changes also require a longish lag time to a stable output, not fast enough for a quadcopter or robot car! // By increasing beta (GyroMeasError) by about a factor of fifteen, the response time constant is reduced to ~2 sec // I haven't noticed any reduction in solution accuracy. This is essentially the I coefficient in a PID control sense; // the bigger the feedback coefficient, the faster the solution converges, usually at the expense of accuracy. // In any case, this is the free parameter in the Madgwick filtering and fusion scheme. float beta = sqrt(3.0f / 4.0f) * GyroMeasError; // compute beta float zeta = sqrt(3.0f / 4.0f) * GyroMeasDrift; // compute zeta, the other free parameter in the Madgwick scheme usually set to a small or zero value #define Kp 2.0f * 5.0f // these are the free parameters in the Mahony filter and fusion scheme, Kp for proportional feedback, Ki for integral #define Ki 0.0f uint32_t delt_t = 0; // used to control display output rate uint32_t count = 0, sumCount = 0; // used to control display output rate float pitch, yaw, roll; float deltat = 0.0f, sum = 0.0f; // integration interval for both filter schemes uint32_t lastUpdate = 0, firstUpdate = 0; // used to calculate integration interval uint32_t Now = 0; // used to calculate integration interval float ax, ay, az, gx, gy, gz, mx, my, mz; // variables to hold latest sensor data values float q[4] = {1.0f, 0.0f, 0.0f, 0.0f}; // vector to hold quaternion float eInt[3] = {0.0f, 0.0f, 0.0f}; // vector to hold integral error for Mahony method char outstring[7]; void setup() { Wire.begin(); Serial1.begin(115200); delay(5000); // Set up the interrupt pin, its set as active high, push-pull pinMode(intPin, INPUT); digitalWrite(intPin, LOW); pinMode(myLed, OUTPUT); digitalWrite(myLed, HIGH); servoX.attach(10); // attaches the servo on pin 9 to the servo object servoY.attach(11); // Read the WHO_AM_I register, this is a good test of communication byte c = readByte(MPU9250_ADDRESS, WHO_AM_I_MPU9250); // Read WHO_AM_I register for MPU-9250 Serial1.print("MPU9250 "); Serial1.print("I AM "); Serial1.print(c, HEX); Serial1.print(" I should be "); Serial1.println(0x71, HEX); delay(1000); if (c == 0x71) // WHO_AM_I should always be 0x68 { Serial1.println("MPU9250 is online..."); MPU9250SelfTest(SelfTest); // Start by performing self test and reporting values Serial1.print("x-axis self test: acceleration trim within : "); Serial1.print(SelfTest[0],1); Serial1.println("% of factory value"); Serial1.print("y-axis self test: acceleration trim within : "); Serial1.print(SelfTest[1],1); Serial1.println("% of factory value"); Serial1.print("z-axis self test: acceleration trim within : "); Serial1.print(SelfTest[2],1); Serial1.println("% of factory value"); Serial1.print("x-axis self test: gyration trim within : "); Serial1.print(SelfTest[3],1); Serial1.println("% of factory value"); Serial1.print("y-axis self test: gyration trim within : "); Serial1.print(SelfTest[4],1); Serial1.println("% of factory value"); Serial1.print("z-axis self test: gyration trim within : "); Serial1.print(SelfTest[5],1); Serial1.println("% of factory value"); calibrateMPU9250(gyroBias, accelBias); // Calibrate gyro and accelerometers, load biases in bias registers delay(1000); initMPU9250(); Serial1.println("MPU9250 initialized for active data mode...."); // Initialize device for active mode read of acclerometer, gyroscope, and temperature // Read the WHO_AM_I register of the magnetometer, this is a good test of communication byte d = readByte(AK8963_ADDRESS, WHO_AM_I_AK8963); // Read WHO_AM_I register for AK8963 Serial1.print("AK8963 "); Serial1.print("I AM "); Serial1.print(d, HEX); Serial1.print(" I should be "); Serial1.println(0x48, HEX); delay(1000); // Get magnetometer calibration from AK8963 ROM initAK8963(magCalibration); Serial1.println("AK8963 initialized for active data mode...."); // Initialize device for active mode read of magnetometer if(SerialDebug) { Serial1.println("Calibration values: "); Serial1.print("X-Axis sensitivity adjustment value "); Serial1.println(magCalibration[0], 2); Serial1.print("Y-Axis sensitivity adjustment value "); Serial1.println(magCalibration[1], 2); Serial1.print("Z-Axis sensitivity adjustment value "); Serial1.println(magCalibration[2], 2); } delay(1000); } else { Serial1.print("Could not connect to MPU9250: 0x"); Serial1.println(c, HEX); while(1) ; // Loop forever if communication doesn't happen } for(posX = 0; posX <= 180; posX += 1) // goes from 0 degrees to 180 degrees { // in steps of 1 degree servoX.write(posX); // tell servo to go to position in variable 'pos' delay(15); // waits 15ms for the servo to reach the position } for(posX = 180; posX>=0; posX-=1) // goes from 180 degrees to 0 degrees { servoX.write(posX); // tell servo to go to position in variable 'pos' delay(15); // waits 15ms for the servo to reach the position } for(posY = 0; posY <= 180; posY += 1) // goes from 0 degrees to 180 degrees { // in steps of 1 degree servoY.write(posY); // tell servo to go to position in variable 'pos' delay(15); // waits 15ms for the servo to reach the position } for(posY = 180; posY>=0; posY-=1) // goes from 180 degrees to 0 degrees { servoY.write(posY); // tell servo to go to position in variable 'pos' delay(15); // waits 15ms for the servo to reach the position } servoX.write(90); servoY.write(90); } void loop() { // If intPin goes high, all data registers have new data if (readByte(MPU9250_ADDRESS, INT_STATUS) & 0x01) { // On interrupt, check if data ready interrupt readAccelData(accelCount); // Read the x/y/z adc values getAres(); // Now we'll calculate the accleration value into actual g's ax = (float)accelCount[0]*aRes; // - accelBias[0]; // get actual g value, this depends on scale being set ay = (float)accelCount[1]*aRes; // - accelBias[1]; az = (float)accelCount[2]*aRes; // - accelBias[2]; readGyroData(gyroCount); // Read the x/y/z adc values getGres(); // Calculate the gyro value into actual degrees per second gx = (float)gyroCount[0]*gRes; // get actual gyro value, this depends on scale being set gy = (float)gyroCount[1]*gRes; gz = (float)gyroCount[2]*gRes; readMagData(magCount); // Read the x/y/z adc values getMres(); magbias[0] = +470.; // User environmental x-axis correction in milliGauss, should be automatically calculated magbias[1] = +120.; // User environmental x-axis correction in milliGauss magbias[2] = +125.; // User environmental x-axis correction in milliGauss // Calculate the magnetometer values in milliGauss // Include factory calibration per data sheet and user environmental corrections mx = (float)magCount[0]*mRes*magCalibration[0] - magbias[0]; // get actual magnetometer value, this depends on scale being set my = (float)magCount[1]*mRes*magCalibration[1] - magbias[1]; mz = (float)magCount[2]*mRes*magCalibration[2] - magbias[2]; } Now = micros(); deltat = ((Now - lastUpdate)/1000000.0f); // set integration time by time elapsed since last filter update lastUpdate = Now; sum += deltat; // sum for averaging filter update rate sumCount++; // Sensors x (y)-axis of the accelerometer is aligned with the y (x)-axis of the magnetometer; // the magnetometer z-axis (+ down) is opposite to z-axis (+ up) of accelerometer and gyro! // We have to make some allowance for this orientationmismatch in feeding the output to the quaternion filter. // For the MPU-9250, we have chosen a magnetic rotation that keeps the sensor forward along the x-axis just like // in the LSM9DS0 sensor. This rotation can be modified to allow any convenient orientation convention. // This is ok by aircraft orientation standards! // Pass gyro rate as rad/s // MadgwickQuaternionUpdate(ax, ay, az, gx*PI/180.0f, gy*PI/180.0f, gz*PI/180.0f, my, mx, mz); MahonyQuaternionUpdate(ax, ay, az, gx*PI/180.0f, gy*PI/180.0f, gz*PI/180.0f, my, mx, mz); if (!AHRS) { delt_t = millis() - count; if(delt_t > 500) { if(SerialDebug) { tempCount = readTempData(); // Read the adc values temperature = ((float) tempCount) / 333.87 + 21.0; // Temperature in degrees Centigrade } count = millis(); digitalWrite(myLed, !digitalRead(myLed)); // toggle led } } else { // Serial1 print and/or display at 0.5 s rate independent of data rates delt_t = millis() - count; if (delt_t > 10) { // update LCD once per half-second independent of read rate if(SerialDebug) { } // Define output variables from updated quaternion---these are Tait-Bryan angles, commonly used in aircraft orientation. // In this coordinate system, the positive z-axis is down toward Earth. // Yaw is the angle between Sensor x-axis and Earth magnetic North (or true North if corrected for local declination, looking down on the sensor positive yaw is counterclockwise. // Pitch is angle between sensor x-axis and Earth ground plane, toward the Earth is positive, up toward the sky is negative. // Roll is angle between sensor y-axis and Earth ground plane, y-axis up is positive roll. // These arise from the definition of the homogeneous rotation matrix constructed from quaternions. // Tait-Bryan angles as well as Euler angles are non-commutative; that is, the get the correct orientation the rotations must be // applied in the correct order which for this configuration is yaw, pitch, and then roll. // For more see http://en.wikipedia.org/wiki/Conversion_between_quaternions_and_Euler_angles which has additional links. yaw = atan2(2.0f * (q[1] * q[2] + q[0] * q[3]), q[0] * q[0] + q[1] * q[1] - q[2] * q[2] - q[3] * q[3]); pitch = -asin(2.0f * (q[1] * q[3] - q[0] * q[2])); roll = atan2(2.0f * (q[0] * q[1] + q[2] * q[3]), q[0] * q[0] - q[1] * q[1] - q[2] * q[2] + q[3] * q[3]); pitch *= 180.0f / PI; yaw *= 180.0f / PI; roll *= 180.0f / PI; servoX.write(90+pitch); servoY.write(90-roll); if(SerialDebug) { Serial1.print("X"); Serial1.println(gx, 2); Serial1.print("Y"); Serial1.println(gy, 2); } // With these settings the filter is updating at a ~145 Hz rate using the Madgwick scheme and // >200 Hz using the Mahony scheme even though the display refreshes at only 2 Hz. // The filter update rate is determined mostly by the mathematical steps in the respective algorithms, // the processor speed (8 MHz for the 3.3V Pro Mini), and the magnetometer ODR: // an ODR of 10 Hz for the magnetometer produce the above rates, maximum magnetometer ODR of 100 Hz produces // filter update rates of 36 - 145 and ~38 Hz for the Madgwick and Mahony schemes, respectively. // This is presumably because the magnetometer read takes longer than the gyro or accelerometer reads. // This filter update rate should be fast enough to maintain accurate platform orientation for // stabilization control of a fast-moving robot or quadcopter. Compare to the update rate of 200 Hz // produced by the on-board Digital Motion Processor of Invensense's MPU6050 6 DoF and MPU9150 9DoF sensors. // The 3.3 V 8 MHz Pro Mini is doing pretty well! // display.setCursor(0, 40); display.print("rt: "); display.print((float) sumCount / sum, 2); display.print(" Hz"); // display.display(); count = millis(); sumCount = 0; sum = 0; } } } //=================================================================================================================== //====== Set of useful function to access acceleration. gyroscope, magnetometer, and temperature data //=================================================================================================================== void getMres() { switch (Mscale) { // Possible magnetometer scales (and their register bit settings) are: // 14 bit resolution (0) and 16 bit resolution (1) case MFS_14BITS: mRes = 10.*4219./8190.; // Proper scale to return milliGauss break; case MFS_16BITS: mRes = 10.*4219./32760.0; // Proper scale to return milliGauss break; } } void getGres() { switch (Gscale) { // Possible gyro scales (and their register bit settings) are: // 250 DPS (00), 500 DPS (01), 1000 DPS (10), and 2000 DPS (11). // Here's a bit of an algorith to calculate DPS/(ADC tick) based on that 2-bit value: case GFS_250DPS: gRes = 250.0/32768.0; break; case GFS_500DPS: gRes = 500.0/32768.0; break; case GFS_1000DPS: gRes = 1000.0/32768.0; break; case GFS_2000DPS: gRes = 2000.0/32768.0; break; } } void getAres() { switch (Ascale) { // Possible accelerometer scales (and their register bit settings) are: // 2 Gs (00), 4 Gs (01), 8 Gs (10), and 16 Gs (11). // Here's a bit of an algorith to calculate DPS/(ADC tick) based on that 2-bit value: case AFS_2G: aRes = 2.0/32768.0; break; case AFS_4G: aRes = 4.0/32768.0; break; case AFS_8G: aRes = 8.0/32768.0; break; case AFS_16G: aRes = 16.0/32768.0; break; } } void readAccelData(int16_t * destination) { uint8_t rawData[6]; // x/y/z accel register data stored here readBytes(MPU9250_ADDRESS, ACCEL_XOUT_H, 6, &rawData[0]); // Read the six raw data registers into data array destination[0] = ((int16_t)rawData[0] << 8) | rawData[1] ; // Turn the MSB and LSB into a signed 16-bit value destination[1] = ((int16_t)rawData[2] << 8) | rawData[3] ; destination[2] = ((int16_t)rawData[4] << 8) | rawData[5] ; } void readGyroData(int16_t * destination) { uint8_t rawData[6]; // x/y/z gyro register data stored here readBytes(MPU9250_ADDRESS, GYRO_XOUT_H, 6, &rawData[0]); // Read the six raw data registers sequentially into data array destination[0] = ((int16_t)rawData[0] << 8) | rawData[1] ; // Turn the MSB and LSB into a signed 16-bit value destination[1] = ((int16_t)rawData[2] << 8) | rawData[3] ; destination[2] = ((int16_t)rawData[4] << 8) | rawData[5] ; } void readMagData(int16_t * destination) { uint8_t rawData[7]; // x/y/z gyro register data, ST2 register stored here, must read ST2 at end of data acquisition if(readByte(AK8963_ADDRESS, AK8963_ST1) & 0x01) { // wait for magnetometer data ready bit to be set readBytes(AK8963_ADDRESS, AK8963_XOUT_L, 7, &rawData[0]); // Read the six raw data and ST2 registers sequentially into data array uint8_t c = rawData[6]; // End data read by reading ST2 register if(!(c & 0x08)) { // Check if magnetic sensor overflow set, if not then report data destination[0] = ((int16_t)rawData[1] << 8) | rawData[0] ; // Turn the MSB and LSB into a signed 16-bit value destination[1] = ((int16_t)rawData[3] << 8) | rawData[2] ; // Data stored as little Endian destination[2] = ((int16_t)rawData[5] << 8) | rawData[4] ; } } } int16_t readTempData() { uint8_t rawData[2]; // x/y/z gyro register data stored here readBytes(MPU9250_ADDRESS, TEMP_OUT_H, 2, &rawData[0]); // Read the two raw data registers sequentially into data array return ((int16_t)rawData[0] << 8) | rawData[1] ; // Turn the MSB and LSB into a 16-bit value } void initAK8963(float * destination) { // First extract the factory calibration for each magnetometer axis uint8_t rawData[3]; // x/y/z gyro calibration data stored here writeByte(AK8963_ADDRESS, AK8963_CNTL, 0x00); // Power down magnetometer delay(10); writeByte(AK8963_ADDRESS, AK8963_CNTL, 0x0F); // Enter Fuse ROM access mode delay(10); readBytes(AK8963_ADDRESS, AK8963_ASAX, 3, &rawData[0]); // Read the x-, y-, and z-axis calibration values destination[0] = (float)(rawData[0] - 128)/256. + 1.; // Return x-axis sensitivity adjustment values, etc. destination[1] = (float)(rawData[1] - 128)/256. + 1.; destination[2] = (float)(rawData[2] - 128)/256. + 1.; writeByte(AK8963_ADDRESS, AK8963_CNTL, 0x00); // Power down magnetometer delay(10); // Configure the magnetometer for continuous read and highest resolution // set Mscale bit 4 to 1 (0) to enable 16 (14) bit resolution in CNTL register, // and enable continuous mode data acquisition Mmode (bits [3:0]), 0010 for 8 Hz and 0110 for 100 Hz sample rates writeByte(AK8963_ADDRESS, AK8963_CNTL, Mscale << 4 | Mmode); // Set magnetometer data resolution and sample ODR delay(10); } void initMPU9250() { // wake up device writeByte(MPU9250_ADDRESS, PWR_MGMT_1, 0x00); // Clear sleep mode bit (6), enable all sensors delay(100); // Wait for all registers to reset // get stable time source writeByte(MPU9250_ADDRESS, PWR_MGMT_1, 0x01); // Auto select clock source to be PLL gyroscope reference if ready else delay(200); // Configure Gyro and Thermometer // Disable FSYNC and set thermometer and gyro bandwidth to 41 and 42 Hz, respectively; // minimum delay time for this setting is 5.9 ms, which means sensor fusion update rates cannot // be higher than 1 / 0.0059 = 170 Hz // DLPF_CFG = bits 2:0 = 011; this limits the sample rate to 1000 Hz for both // With the MPU9250, it is possible to get gyro sample rates of 32 kHz (!), 8 kHz, or 1 kHz writeByte(MPU9250_ADDRESS, CONFIG, 0x03); // Set sample rate = gyroscope output rate/(1 + SMPLRT_DIV) writeByte(MPU9250_ADDRESS, SMPLRT_DIV, 0x04); // Use a 200 Hz rate; a rate consistent with the filter update rate // determined inset in CONFIG above // Set gyroscope full scale range // Range selects FS_SEL and AFS_SEL are 0 - 3, so 2-bit values are left-shifted into positions 4:3 uint8_t c = readByte(MPU9250_ADDRESS, GYRO_CONFIG); // writeRegister(GYRO_CONFIG, c & ~0xE0); // Clear self-test bits [7:5] writeByte(MPU9250_ADDRESS, GYRO_CONFIG, c & ~0x02); // Clear Fchoice bits [1:0] writeByte(MPU9250_ADDRESS, GYRO_CONFIG, c & ~0x18); // Clear AFS bits [4:3] writeByte(MPU9250_ADDRESS, GYRO_CONFIG, c | Gscale << 3); // Set full scale range for the gyro // writeRegister(GYRO_CONFIG, c | 0x00); // Set Fchoice for the gyro to 11 by writing its inverse to bits 1:0 of GYRO_CONFIG // Set accelerometer full-scale range configuration c = readByte(MPU9250_ADDRESS, ACCEL_CONFIG); // writeRegister(ACCEL_CONFIG, c & ~0xE0); // Clear self-test bits [7:5] writeByte(MPU9250_ADDRESS, ACCEL_CONFIG, c & ~0x18); // Clear AFS bits [4:3] writeByte(MPU9250_ADDRESS, ACCEL_CONFIG, c | Ascale << 3); // Set full scale range for the accelerometer // Set accelerometer sample rate configuration // It is possible to get a 4 kHz sample rate from the accelerometer by choosing 1 for // accel_fchoice_b bit [3]; in this case the bandwidth is 1.13 kHz c = readByte(MPU9250_ADDRESS, ACCEL_CONFIG2); writeByte(MPU9250_ADDRESS, ACCEL_CONFIG2, c & ~0x0F); // Clear accel_fchoice_b (bit 3) and A_DLPFG (bits [2:0]) writeByte(MPU9250_ADDRESS, ACCEL_CONFIG2, c | 0x03); // Set accelerometer rate to 1 kHz and bandwidth to 41 Hz // The accelerometer, gyro, and thermometer are set to 1 kHz sample rates, // but all these rates are further reduced by a factor of 5 to 200 Hz because of the SMPLRT_DIV setting // Configure Interrupts and Bypass Enable // Set interrupt pin active high, push-pull, hold interrupt pin level HIGH until interrupt cleared, // clear on read of INT_STATUS, and enable I2C_BYPASS_EN so additional chips // can join the I2C bus and all can be controlled by the Arduino as master writeByte(MPU9250_ADDRESS, INT_PIN_CFG, 0x22); writeByte(MPU9250_ADDRESS, INT_ENABLE, 0x01); // Enable data ready (bit 0) interrupt delay(100); } // Function which accumulates gyro and accelerometer data after device initialization. It calculates the average // of the at-rest readings and then loads the resulting offsets into accelerometer and gyro bias registers. void calibrateMPU9250(float * dest1, float * dest2) { uint8_t data[12]; // data array to hold accelerometer and gyro x, y, z, data uint16_t ii, packet_count, fifo_count; int32_t gyro_bias[3] = {0, 0, 0}, accel_bias[3] = {0, 0, 0}; // reset device writeByte(MPU9250_ADDRESS, PWR_MGMT_1, 0x80); // Write a one to bit 7 reset bit; toggle reset device delay(100); // get stable time source; Auto select clock source to be PLL gyroscope reference if ready // else use the internal oscillator, bits 2:0 = 001 writeByte(MPU9250_ADDRESS, PWR_MGMT_1, 0x01); writeByte(MPU9250_ADDRESS, PWR_MGMT_2, 0x00); delay(200); // Configure device for bias calculation writeByte(MPU9250_ADDRESS, INT_ENABLE, 0x00); // Disable all interrupts writeByte(MPU9250_ADDRESS, FIFO_EN, 0x00); // Disable FIFO writeByte(MPU9250_ADDRESS, PWR_MGMT_1, 0x00); // Turn on internal clock source writeByte(MPU9250_ADDRESS, I2C_MST_CTRL, 0x00); // Disable I2C master writeByte(MPU9250_ADDRESS, USER_CTRL, 0x00); // Disable FIFO and I2C master modes writeByte(MPU9250_ADDRESS, USER_CTRL, 0x0C); // Reset FIFO and DMP delay(15); // Configure MPU6050 gyro and accelerometer for bias calculation writeByte(MPU9250_ADDRESS, CONFIG, 0x01); // Set low-pass filter to 188 Hz writeByte(MPU9250_ADDRESS, SMPLRT_DIV, 0x00); // Set sample rate to 1 kHz writeByte(MPU9250_ADDRESS, GYRO_CONFIG, 0x00); // Set gyro full-scale to 250 degrees per second, maximum sensitivity writeByte(MPU9250_ADDRESS, ACCEL_CONFIG, 0x00); // Set accelerometer full-scale to 2 g, maximum sensitivity uint16_t gyrosensitivity = 131; // = 131 LSB/degrees/sec uint16_t accelsensitivity = 16384; // = 16384 LSB/g // Configure FIFO to capture accelerometer and gyro data for bias calculation writeByte(MPU9250_ADDRESS, USER_CTRL, 0x40); // Enable FIFO writeByte(MPU9250_ADDRESS, FIFO_EN, 0x78); // Enable gyro and accelerometer sensors for FIFO (max size 512 bytes in MPU-9150) delay(40); // accumulate 40 samples in 40 milliseconds = 480 bytes // At end of sample accumulation, turn off FIFO sensor read writeByte(MPU9250_ADDRESS, FIFO_EN, 0x00); // Disable gyro and accelerometer sensors for FIFO readBytes(MPU9250_ADDRESS, FIFO_COUNTH, 2, &data[0]); // read FIFO sample count fifo_count = ((uint16_t)data[0] << 8) | data[1]; packet_count = fifo_count/12;// How many sets of full gyro and accelerometer data for averaging for (ii = 0; ii < packet_count; ii++) { int16_t accel_temp[3] = {0, 0, 0}, gyro_temp[3] = {0, 0, 0}; readBytes(MPU9250_ADDRESS, FIFO_R_W, 12, &data[0]); // read data for averaging accel_temp[0] = (int16_t) (((int16_t)data[0] << 8) | data[1] ) ; // Form signed 16-bit integer for each sample in FIFO accel_temp[1] = (int16_t) (((int16_t)data[2] << 8) | data[3] ) ; accel_temp[2] = (int16_t) (((int16_t)data[4] << 8) | data[5] ) ; gyro_temp[0] = (int16_t) (((int16_t)data[6] << 8) | data[7] ) ; gyro_temp[1] = (int16_t) (((int16_t)data[8] << 8) | data[9] ) ; gyro_temp[2] = (int16_t) (((int16_t)data[10] << 8) | data[11]) ; accel_bias[0] += (int32_t) accel_temp[0]; // Sum individual signed 16-bit biases to get accumulated signed 32-bit biases accel_bias[1] += (int32_t) accel_temp[1]; accel_bias[2] += (int32_t) accel_temp[2]; gyro_bias[0] += (int32_t) gyro_temp[0]; gyro_bias[1] += (int32_t) gyro_temp[1]; gyro_bias[2] += (int32_t) gyro_temp[2]; } accel_bias[0] /= (int32_t) packet_count; // Normalize sums to get average count biases accel_bias[1] /= (int32_t) packet_count; accel_bias[2] /= (int32_t) packet_count; gyro_bias[0] /= (int32_t) packet_count; gyro_bias[1] /= (int32_t) packet_count; gyro_bias[2] /= (int32_t) packet_count; if(accel_bias[2] > 0L) {accel_bias[2] -= (int32_t) accelsensitivity;} // Remove gravity from the z-axis accelerometer bias calculation else {accel_bias[2] += (int32_t) accelsensitivity;} // Construct the gyro biases for push to the hardware gyro bias registers, which are reset to zero upon device startup data[0] = (-gyro_bias[0]/4 >> 8) & 0xFF; // Divide by 4 to get 32.9 LSB per deg/s to conform to expected bias input format data[1] = (-gyro_bias[0]/4) & 0xFF; // Biases are additive, so change sign on calculated average gyro biases data[2] = (-gyro_bias[1]/4 >> 8) & 0xFF; data[3] = (-gyro_bias[1]/4) & 0xFF; data[4] = (-gyro_bias[2]/4 >> 8) & 0xFF; data[5] = (-gyro_bias[2]/4) & 0xFF; // Push gyro biases to hardware registers writeByte(MPU9250_ADDRESS, XG_OFFSET_H, data[0]); writeByte(MPU9250_ADDRESS, XG_OFFSET_L, data[1]); writeByte(MPU9250_ADDRESS, YG_OFFSET_H, data[2]); writeByte(MPU9250_ADDRESS, YG_OFFSET_L, data[3]); writeByte(MPU9250_ADDRESS, ZG_OFFSET_H, data[4]); writeByte(MPU9250_ADDRESS, ZG_OFFSET_L, data[5]); // Output scaled gyro biases for display in the main program dest1[0] = (float) gyro_bias[0]/(float) gyrosensitivity; dest1[1] = (float) gyro_bias[1]/(float) gyrosensitivity; dest1[2] = (float) gyro_bias[2]/(float) gyrosensitivity; // Construct the accelerometer biases for push to the hardware accelerometer bias registers. These registers contain // factory trim values which must be added to the calculated accelerometer biases; on boot up these registers will hold // non-zero values. In addition, bit 0 of the lower byte must be preserved since it is used for temperature // compensation calculations. Accelerometer bias registers expect bias input as 2048 LSB per g, so that // the accelerometer biases calculated above must be divided by 8. int32_t accel_bias_reg[3] = {0, 0, 0}; // A place to hold the factory accelerometer trim biases readBytes(MPU9250_ADDRESS, XA_OFFSET_H, 2, &data[0]); // Read factory accelerometer trim values accel_bias_reg[0] = (int32_t) (((int16_t)data[0] << 8) | data[1]); readBytes(MPU9250_ADDRESS, YA_OFFSET_H, 2, &data[0]); accel_bias_reg[1] = (int32_t) (((int16_t)data[0] << 8) | data[1]); readBytes(MPU9250_ADDRESS, ZA_OFFSET_H, 2, &data[0]); accel_bias_reg[2] = (int32_t) (((int16_t)data[0] << 8) | data[1]); uint32_t mask = 1uL; // Define mask for temperature compensation bit 0 of lower byte of accelerometer bias registers uint8_t mask_bit[3] = {0, 0, 0}; // Define array to hold mask bit for each accelerometer bias axis for(ii = 0; ii < 3; ii++) { if((accel_bias_reg[ii] & mask)) mask_bit[ii] = 0x01; // If temperature compensation bit is set, record that fact in mask_bit } // Construct total accelerometer bias, including calculated average accelerometer bias from above accel_bias_reg[0] -= (accel_bias[0]/8); // Subtract calculated averaged accelerometer bias scaled to 2048 LSB/g (16 g full scale) accel_bias_reg[1] -= (accel_bias[1]/8); accel_bias_reg[2] -= (accel_bias[2]/8); data[0] = (accel_bias_reg[0] >> 8) & 0xFF; data[1] = (accel_bias_reg[0]) & 0xFF; data[1] = data[1] | mask_bit[0]; // preserve temperature compensation bit when writing back to accelerometer bias registers data[2] = (accel_bias_reg[1] >> 8) & 0xFF; data[3] = (accel_bias_reg[1]) & 0xFF; data[3] = data[3] | mask_bit[1]; // preserve temperature compensation bit when writing back to accelerometer bias registers data[4] = (accel_bias_reg[2] >> 8) & 0xFF; data[5] = (accel_bias_reg[2]) & 0xFF; data[5] = data[5] | mask_bit[2]; // preserve temperature compensation bit when writing back to accelerometer bias registers // Apparently this is not working for the acceleration biases in the MPU-9250 // Are we handling the temperature correction bit properly? // Push accelerometer biases to hardware registers writeByte(MPU9250_ADDRESS, XA_OFFSET_H, data[0]); writeByte(MPU9250_ADDRESS, XA_OFFSET_L, data[1]); writeByte(MPU9250_ADDRESS, YA_OFFSET_H, data[2]); writeByte(MPU9250_ADDRESS, YA_OFFSET_L, data[3]); writeByte(MPU9250_ADDRESS, ZA_OFFSET_H, data[4]); writeByte(MPU9250_ADDRESS, ZA_OFFSET_L, data[5]); // Output scaled accelerometer biases for display in the main program dest2[0] = (float)accel_bias[0]/(float)accelsensitivity; dest2[1] = (float)accel_bias[1]/(float)accelsensitivity; dest2[2] = (float)accel_bias[2]/(float)accelsensitivity; } // Accelerometer and gyroscope self test; check calibration wrt factory settings void MPU9250SelfTest(float * destination) // Should return percent deviation from factory trim values, +/- 14 or less deviation is a pass { uint8_t rawData[6] = {0, 0, 0, 0, 0, 0}; uint8_t selfTest[6]; int16_t gAvg[3], aAvg[3], aSTAvg[3], gSTAvg[3]; float factoryTrim[6]; uint8_t FS = 0; writeByte(MPU9250_ADDRESS, SMPLRT_DIV, 0x00); // Set gyro sample rate to 1 kHz writeByte(MPU9250_ADDRESS, CONFIG, 0x02); // Set gyro sample rate to 1 kHz and DLPF to 92 Hz writeByte(MPU9250_ADDRESS, GYRO_CONFIG, 1<<fs); for="" set="" full="" scale="" range="" the="" gyro="" to="" 250="" dps<br=""> writeByte(MPU9250_ADDRESS, ACCEL_CONFIG2, 0x02); // Set accelerometer rate to 1 kHz and bandwidth to 92 Hz writeByte(MPU9250_ADDRESS, ACCEL_CONFIG, 1<<fs); for="" set="" full="" scale="" range="" the="" to="" accelerometer="" 2="" g<br=""> for( int ii = 0; ii < 200; ii++) { // get average current values of gyro and acclerometer readBytes(MPU9250_ADDRESS, ACCEL_XOUT_H, 6, &rawData[0]); // Read the six raw data registers into data array aAvg[0] += (int16_t)(((int16_t)rawData[0] << 8) | rawData[1]) ; // Turn the MSB and LSB into a signed 16-bit value aAvg[1] += (int16_t)(((int16_t)rawData[2] << 8) | rawData[3]) ; aAvg[2] += (int16_t)(((int16_t)rawData[4] << 8) | rawData[5]) ; readBytes(MPU9250_ADDRESS, GYRO_XOUT_H, 6, &rawData[0]); // Read the six raw data registers sequentially into data array gAvg[0] += (int16_t)(((int16_t)rawData[0] << 8) | rawData[1]) ; // Turn the MSB and LSB into a signed 16-bit value gAvg[1] += (int16_t)(((int16_t)rawData[2] << 8) | rawData[3]) ; gAvg[2] += (int16_t)(((int16_t)rawData[4] << 8) | rawData[5]) ; } for (int ii =0; ii < 3; ii++) { // Get average of 200 values and store as average current readings aAvg[ii] /= 200; gAvg[ii] /= 200; } // Configure the accelerometer for self-test writeByte(MPU9250_ADDRESS, ACCEL_CONFIG, 0xE0); // Enable self test on all three axes and set accelerometer range to +/- 2 g writeByte(MPU9250_ADDRESS, GYRO_CONFIG, 0xE0); // Enable self test on all three axes and set gyro range to +/- 250 degrees/s delay(25); // Delay a while to let the device stabilize for( int ii = 0; ii < 200; ii++) { // get average self-test values of gyro and acclerometer readBytes(MPU9250_ADDRESS, ACCEL_XOUT_H, 6, &rawData[0]); // Read the six raw data registers into data array aSTAvg[0] += (int16_t)(((int16_t)rawData[0] << 8) | rawData[1]) ; // Turn the MSB and LSB into a signed 16-bit value aSTAvg[1] += (int16_t)(((int16_t)rawData[2] << 8) | rawData[3]) ; aSTAvg[2] += (int16_t)(((int16_t)rawData[4] << 8) | rawData[5]) ; readBytes(MPU9250_ADDRESS, GYRO_XOUT_H, 6, &rawData[0]); // Read the six raw data registers sequentially into data array gSTAvg[0] += (int16_t)(((int16_t)rawData[0] << 8) | rawData[1]) ; // Turn the MSB and LSB into a signed 16-bit value gSTAvg[1] += (int16_t)(((int16_t)rawData[2] << 8) | rawData[3]) ; gSTAvg[2] += (int16_t)(((int16_t)rawData[4] << 8) | rawData[5]) ; } for (int ii =0; ii < 3; ii++) { // Get average of 200 values and store as average self-test readings aSTAvg[ii] /= 200; gSTAvg[ii] /= 200; } // Configure the gyro and accelerometer for normal operation writeByte(MPU9250_ADDRESS, ACCEL_CONFIG, 0x00); writeByte(MPU9250_ADDRESS, GYRO_CONFIG, 0x00); delay(25); // Delay a while to let the device stabilize // Retrieve accelerometer and gyro factory Self-Test Code from USR_Reg selfTest[0] = readByte(MPU9250_ADDRESS, SELF_TEST_X_ACCEL); // X-axis accel self-test results selfTest[1] = readByte(MPU9250_ADDRESS, SELF_TEST_Y_ACCEL); // Y-axis accel self-test results selfTest[2] = readByte(MPU9250_ADDRESS, SELF_TEST_Z_ACCEL); // Z-axis accel self-test results selfTest[3] = readByte(MPU9250_ADDRESS, SELF_TEST_X_GYRO); // X-axis gyro self-test results selfTest[4] = readByte(MPU9250_ADDRESS, SELF_TEST_Y_GYRO); // Y-axis gyro self-test results selfTest[5] = readByte(MPU9250_ADDRESS, SELF_TEST_Z_GYRO); // Z-axis gyro self-test results // Retrieve factory self-test value from self-test code reads factoryTrim[0] = (float)(2620/1<<fs)*(pow( 1.01="" ,="" ((float)selftest[0]="" -="" 1.0)="" ));="" ft[xa]="" factory="" trim="" calculation<br=""> factoryTrim[1] = (float)(2620/1<<fs)*(pow( 1.01="" ,="" -="" 1.0)="" ));="" factory="" trim="" calculation<br="" ((float)selftest[1]="" ft[ya]=""> factoryTrim[2] = (float)(2620/1<<fs)*(pow( 1.01="" ,="" -="" 1.0)="" ));="" factory="" trim="" calculation<br="" ((float)selftest[2]="" ft[za]=""> factoryTrim[3] = (float)(2620/1<<fs)*(pow( 1.01="" ,="" -="" 1.0)="" ));="" factory="" trim="" calculation<br="" ((float)selftest[3]="" ft[xg]=""> factoryTrim[4] = (float)(2620/1<<fs)*(pow( 1.01="" ,="" -="" 1.0)="" ));="" factory="" trim="" calculation<br="" ((float)selftest[4]="" ft[yg]=""> factoryTrim[5] = (float)(2620/1<<fs)*(pow( 1.01="" ,="" -="" 1.0)="" ));="" factory="" trim="" calculation<br="" ((float)selftest[5]="" ft[zg]=""> // Report results as a ratio of (STR - FT)/FT; the change from Factory Trim of the Self-Test Response // To get percent, must multiply by 100 for (int i = 0; i < 3; i++) { destination[i] = 100.0*((float)(aSTAvg[i] - aAvg[i]))/factoryTrim[i]; // Report percent differences destination[i+3] = 100.0*((float)(gSTAvg[i] - gAvg[i]))/factoryTrim[i+3]; // Report percent differences } } // Wire.h read and write protocols void writeByte(uint8_t address, uint8_t subAddress, uint8_t data) { Wire.beginTransmission(address); // Initialize the Tx buffer Wire.write(subAddress); // Put slave register address in Tx buffer Wire.write(data); // Put data in Tx buffer Wire.endTransmission(); // Send the Tx buffer } uint8_t readByte(uint8_t address, uint8_t subAddress) { uint8_t data; // `data` will store the register data Wire.beginTransmission(address); // Initialize the Tx buffer Wire.write(subAddress); // Put slave register address in Tx buffer Wire.endTransmission(false); // Send the Tx buffer, but send a restart to keep connection alive Wire.requestFrom(address, (uint8_t) 1); // Read one byte from slave register address data = Wire.read(); // Fill Rx buffer with result return data; // Return data read from slave register } void readBytes(uint8_t address, uint8_t subAddress, uint8_t count, uint8_t * dest) { Wire.beginTransmission(address); // Initialize the Tx buffer Wire.write(subAddress); // Put slave register address in Tx buffer Wire.endTransmission(false); // Send the Tx buffer, but send a restart to keep connection alive uint8_t i = 0; Wire.requestFrom(address, count); // Read bytes from slave register address while (Wire.available()) { dest[i++] = Wire.read(); } // Put read results in the Rx buffer } // Implementation of Sebastian Madgwick's "...efficient orientation filter for... inertial/magnetic sensor arrays" // (see http://www.x-io.co.uk/category/open-source/ for examples and more details) // which fuses acceleration, rotation rate, and magnetic moments to produce a quaternion-based estimate of absolute // device orientation -- which can be converted to yaw, pitch, and roll. Useful for stabilizing quadcopters, etc. // The performance of the orientation filter is at least as good as conventional Kalman-based filtering algorithms // but is much less computationally intensive---it can be performed on a 3.3 V Pro Mini operating at 8 MHz! void MadgwickQuaternionUpdate(float ax, float ay, float az, float gx, float gy, float gz, float mx, float my, float mz) { float q1 = q[0], q2 = q[1], q3 = q[2], q4 = q[3]; // short name local variable for readability float norm; float hx, hy, _2bx, _2bz; float s1, s2, s3, s4; float qDot1, qDot2, qDot3, qDot4; // Auxiliary variables to avoid repeated arithmetic float _2q1mx; float _2q1my; float _2q1mz; float _2q2mx; float _4bx; float _4bz; float _2q1 = 2.0f * q1; float _2q2 = 2.0f * q2; float _2q3 = 2.0f * q3; float _2q4 = 2.0f * q4; float _2q1q3 = 2.0f * q1 * q3; float _2q3q4 = 2.0f * q3 * q4; float q1q1 = q1 * q1; float q1q2 = q1 * q2; float q1q3 = q1 * q3; float q1q4 = q1 * q4; float q2q2 = q2 * q2; float q2q3 = q2 * q3; float q2q4 = q2 * q4; float q3q3 = q3 * q3; float q3q4 = q3 * q4; float q4q4 = q4 * q4; // Normalise accelerometer measurement norm = sqrt(ax * ax + ay * ay + az * az); if (norm == 0.0f) return; // handle NaN norm = 1.0f/norm; ax *= norm; ay *= norm; az *= norm; // Normalise magnetometer measurement norm = sqrt(mx * mx + my * my + mz * mz); if (norm == 0.0f) return; // handle NaN norm = 1.0f/norm; mx *= norm; my *= norm; mz *= norm; // Reference direction of Earth's magnetic field _2q1mx = 2.0f * q1 * mx; _2q1my = 2.0f * q1 * my; _2q1mz = 2.0f * q1 * mz; _2q2mx = 2.0f * q2 * mx; hx = mx * q1q1 - _2q1my * q4 + _2q1mz * q3 + mx * q2q2 + _2q2 * my * q3 + _2q2 * mz * q4 - mx * q3q3 - mx * q4q4; hy = _2q1mx * q4 + my * q1q1 - _2q1mz * q2 + _2q2mx * q3 - my * q2q2 + my * q3q3 + _2q3 * mz * q4 - my * q4q4; _2bx = sqrt(hx * hx + hy * hy); _2bz = -_2q1mx * q3 + _2q1my * q2 + mz * q1q1 + _2q2mx * q4 - mz * q2q2 + _2q3 * my * q4 - mz * q3q3 + mz * q4q4; _4bx = 2.0f * _2bx; _4bz = 2.0f * _2bz; // Gradient decent algorithm corrective step s1 = -_2q3 * (2.0f * q2q4 - _2q1q3 - ax) + _2q2 * (2.0f * q1q2 + _2q3q4 - ay) - _2bz * q3 * (_2bx * (0.5f - q3q3 - q4q4) + _2bz * (q2q4 - q1q3) - mx) + (-_2bx * q4 + _2bz * q2) * (_2bx * (q2q3 - q1q4) + _2bz * (q1q2 + q3q4) - my) + _2bx * q3 * (_2bx * (q1q3 + q2q4) + _2bz * (0.5f - q2q2 - q3q3) - mz); s2 = _2q4 * (2.0f * q2q4 - _2q1q3 - ax) + _2q1 * (2.0f * q1q2 + _2q3q4 - ay) - 4.0f * q2 * (1.0f - 2.0f * q2q2 - 2.0f * q3q3 - az) + _2bz * q4 * (_2bx * (0.5f - q3q3 - q4q4) + _2bz * (q2q4 - q1q3) - mx) + (_2bx * q3 + _2bz * q1) * (_2bx * (q2q3 - q1q4) + _2bz * (q1q2 + q3q4) - my) + (_2bx * q4 - _4bz * q2) * (_2bx * (q1q3 + q2q4) + _2bz * (0.5f - q2q2 - q3q3) - mz); s3 = -_2q1 * (2.0f * q2q4 - _2q1q3 - ax) + _2q4 * (2.0f * q1q2 + _2q3q4 - ay) - 4.0f * q3 * (1.0f - 2.0f * q2q2 - 2.0f * q3q3 - az) + (-_4bx * q3 - _2bz * q1) * (_2bx * (0.5f - q3q3 - q4q4) + _2bz * (q2q4 - q1q3) - mx) + (_2bx * q2 + _2bz * q4) * (_2bx * (q2q3 - q1q4) + _2bz * (q1q2 + q3q4) - my) + (_2bx * q1 - _4bz * q3) * (_2bx * (q1q3 + q2q4) + _2bz * (0.5f - q2q2 - q3q3) - mz); s4 = _2q2 * (2.0f * q2q4 - _2q1q3 - ax) + _2q3 * (2.0f * q1q2 + _2q3q4 - ay) + (-_4bx * q4 + _2bz * q2) * (_2bx * (0.5f - q3q3 - q4q4) + _2bz * (q2q4 - q1q3) - mx) + (-_2bx * q1 + _2bz * q3) * (_2bx * (q2q3 - q1q4) + _2bz * (q1q2 + q3q4) - my) + _2bx * q2 * (_2bx * (q1q3 + q2q4) + _2bz * (0.5f - q2q2 - q3q3) - mz); norm = sqrt(s1 * s1 + s2 * s2 + s3 * s3 + s4 * s4); // normalise step magnitude norm = 1.0f/norm; s1 *= norm; s2 *= norm; s3 *= norm; s4 *= norm; // Compute rate of change of quaternion qDot1 = 0.5f * (-q2 * gx - q3 * gy - q4 * gz) - beta * s1; qDot2 = 0.5f * (q1 * gx + q3 * gz - q4 * gy) - beta * s2; qDot3 = 0.5f * (q1 * gy - q2 * gz + q4 * gx) - beta * s3; qDot4 = 0.5f * (q1 * gz + q2 * gy - q3 * gx) - beta * s4; // Integrate to yield quaternion q1 += qDot1 * deltat; q2 += qDot2 * deltat; q3 += qDot3 * deltat; q4 += qDot4 * deltat; norm = sqrt(q1 * q1 + q2 * q2 + q3 * q3 + q4 * q4); // normalise quaternion norm = 1.0f/norm; q[0] = q1 * norm; q[1] = q2 * norm; q[2] = q3 * norm; q[3] = q4 * norm; } // Similar to Madgwick scheme but uses proportional and integral filtering on the error between estimated reference vectors and // measured ones. void MahonyQuaternionUpdate(float ax, float ay, float az, float gx, float gy, float gz, float mx, float my, float mz) { float q1 = q[0], q2 = q[1], q3 = q[2], q4 = q[3]; // short name local variable for readability float norm; float hx, hy, bx, bz; float vx, vy, vz, wx, wy, wz; float ex, ey, ez; float pa, pb, pc; // Auxiliary variables to avoid repeated arithmetic float q1q1 = q1 * q1; float q1q2 = q1 * q2; float q1q3 = q1 * q3; float q1q4 = q1 * q4; float q2q2 = q2 * q2; float q2q3 = q2 * q3; float q2q4 = q2 * q4; float q3q3 = q3 * q3; float q3q4 = q3 * q4; float q4q4 = q4 * q4; // Normalise accelerometer measurement norm = sqrt(ax * ax + ay * ay + az * az); if (norm == 0.0f) return; // handle NaN norm = 1.0f / norm; // use reciprocal for division ax *= norm; ay *= norm; az *= norm; // Normalise magnetometer measurement norm = sqrt(mx * mx + my * my + mz * mz); if (norm == 0.0f) return; // handle NaN norm = 1.0f / norm; // use reciprocal for division mx *= norm; my *= norm; mz *= norm; // Reference direction of Earth's magnetic field hx = 2.0f * mx * (0.5f - q3q3 - q4q4) + 2.0f * my * (q2q3 - q1q4) + 2.0f * mz * (q2q4 + q1q3); hy = 2.0f * mx * (q2q3 + q1q4) + 2.0f * my * (0.5f - q2q2 - q4q4) + 2.0f * mz * (q3q4 - q1q2); bx = sqrt((hx * hx) + (hy * hy)); bz = 2.0f * mx * (q2q4 - q1q3) + 2.0f * my * (q3q4 + q1q2) + 2.0f * mz * (0.5f - q2q2 - q3q3); // Estimated direction of gravity and magnetic field vx = 2.0f * (q2q4 - q1q3); vy = 2.0f * (q1q2 + q3q4); vz = q1q1 - q2q2 - q3q3 + q4q4; wx = 2.0f * bx * (0.5f - q3q3 - q4q4) + 2.0f * bz * (q2q4 - q1q3); wy = 2.0f * bx * (q2q3 - q1q4) + 2.0f * bz * (q1q2 + q3q4); wz = 2.0f * bx * (q1q3 + q2q4) + 2.0f * bz * (0.5f - q2q2 - q3q3); // Error is cross product between estimated direction and measured direction of gravity ex = (ay * vz - az * vy) + (my * wz - mz * wy); ey = (az * vx - ax * vz) + (mz * wx - mx * wz); ez = (ax * vy - ay * vx) + (mx * wy - my * wx); if (Ki > 0.0f) { eInt[0] += ex; // accumulate integral error eInt[1] += ey; eInt[2] += ez; } else { eInt[0] = 0.0f; // prevent integral wind up eInt[1] = 0.0f; eInt[2] = 0.0f; } // Apply feedback terms gx = gx + Kp * ex + Ki * eInt[0]; gy = gy + Kp * ey + Ki * eInt[1]; gz = gz + Kp * ez + Ki * eInt[2]; // Integrate rate of change of quaternion pa = q2; pb = q3; pc = q4; q1 = q1 + (-q2 * gx - q3 * gy - q4 * gz) * (0.5f * deltat); q2 = pa + (q1 * gx + pb * gz - pc * gy) * (0.5f * deltat); q3 = pb + (q1 * gy - pa * gz + pc * gx) * (0.5f * deltat); q4 = pc + (q1 * gz + pa * gy - pb * gx) * (0.5f * deltat); // Normalise quaternion norm = sqrt(q1 * q1 + q2 * q2 + q3 * q3 + q4 * q4); norm = 1.0f / norm; q[0] = q1 * norm; q[1] = q2 * norm; q[2] = q3 * norm; q[3] = q4 * norm; }
Most of this code is used to get the pitch and roll data from the MPU-9250, then adjust the PWM signals for the servos.
404. servoX.write(90+pitch);
405. servoY.write(90-roll);
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