IMU filter
Revision 0:0c61d7209f75, committed 2016-05-30
- Comitter:
- Decimus
- Date:
- Mon May 30 08:10:20 2016 +0000
- Commit message:
- [+]
Changed in this revision
MadgwickAHRS.cpp | Show annotated file Show diff for this revision Revisions of this file |
MadgwickAHRS.h | Show annotated file Show diff for this revision Revisions of this file |
diff -r 000000000000 -r 0c61d7209f75 MadgwickAHRS.cpp --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/MadgwickAHRS.cpp Mon May 30 08:10:20 2016 +0000 @@ -0,0 +1,244 @@ + +// MadgwickAHRS.c +//===================================================================================================== +// +// Implementation of Madgwick's IMU and AHRS algorithms. +// See: http://www.x-io.co.uk/node/8#open_source_ahrs_and_imu_algorithms +// +// Date Author Notes +// 29/09/2011 SOH Madgwick Initial release +// 02/10/2011 SOH Madgwick Optimised for reduced CPU load +// 19/02/2012 SOH Madgwick Magnetometer measurement is normalised +// +//===================================================================================================== + +//--------------------------------------------------------------------------------------------------- +// Header files + +#include "MadgwickAHRS.h" +#include <math.h> + +//--------------------------------------------------------------------------------------------------- +// Definitions + +#define sampleFreq 512.0f // sample frequency in Hz +#define betaDef 0.1f // 2 * proportional gain + +//--------------------------------------------------------------------------------------------------- +// Variable definitions + +volatile float beta = betaDef; // 2 * proportional gain (Kp) +volatile float q0 = 1.0f, q1 = 0.0f, q2 = 0.0f, q3 = 0.0f; // quaternion of sensor frame relative to auxiliary frame +//volatile float quat[4]; + +//==================================================================================================== +// Functions + +//--------------------------------------------------------------------------------------------------- +// AHRS algorithm update + +void MadgwickAHRSupdate(float tdelta, float gx, float gy, float gz, float ax, float ay, float az, float mx, float my, float mz) { + float recipNorm; + float s0, s1, s2, s3; + float qDot1, qDot2, qDot3, qDot4; + float hx, hy; + float _2q0mx, _2q0my, _2q0mz, _2q1mx, _2bx, _2bz, _4bx, _4bz, _2q0, _2q1, _2q2, _2q3, _2q0q2, _2q2q3, q0q0, q0q1, q0q2, q0q3, q1q1, q1q2, q1q3, q2q2, q2q3, q3q3; + + // Use IMU algorithm if magnetometer measurement invalid (avoids NaN in magnetometer normalisation) + if((mx == 0.0f) && (my == 0.0f) && (mz == 0.0f)) { + MadgwickAHRSupdateIMU( tdelta, gx, gy, gz, ax, ay, az); + return; + } + + // Rate of change of quaternion from gyroscope + qDot1 = 0.5f * (-q1 * gx - q2 * gy - q3 * gz); + qDot2 = 0.5f * (q0 * gx + q2 * gz - q3 * gy); + qDot3 = 0.5f * (q0 * gy - q1 * gz + q3 * gx); + qDot4 = 0.5f * (q0 * gz + q1 * gy - q2 * gx); + + // Compute feedback only if accelerometer measurement valid (avoids NaN in accelerometer normalisation) + if(!((ax == 0.0f) && (ay == 0.0f) && (az == 0.0f))) { + + // Normalise accelerometer measurement + recipNorm = invSqrt(ax * ax + ay * ay + az * az); + ax *= recipNorm; + ay *= recipNorm; + az *= recipNorm; + + // Normalise magnetometer measurement + recipNorm = invSqrt(mx * mx + my * my + mz * mz); + mx *= recipNorm; + my *= recipNorm; + mz *= recipNorm; + + // Auxiliary variables to avoid repeated arithmetic + _2q0mx = 2.0f * q0 * mx; + _2q0my = 2.0f * q0 * my; + _2q0mz = 2.0f * q0 * mz; + _2q1mx = 2.0f * q1 * mx; + _2q0 = 2.0f * q0; + _2q1 = 2.0f * q1; + _2q2 = 2.0f * q2; + _2q3 = 2.0f * q3; + _2q0q2 = 2.0f * q0 * q2; + _2q2q3 = 2.0f * q2 * q3; + q0q0 = q0 * q0; + q0q1 = q0 * q1; + q0q2 = q0 * q2; + q0q3 = q0 * q3; + q1q1 = q1 * q1; + q1q2 = q1 * q2; + q1q3 = q1 * q3; + q2q2 = q2 * q2; + q2q3 = q2 * q3; + q3q3 = q3 * q3; + + // Reference direction of Earth's magnetic field + hx = mx * q0q0 - _2q0my * q3 + _2q0mz * q2 + mx * q1q1 + _2q1 * my * q2 + _2q1 * mz * q3 - mx * q2q2 - mx * q3q3; + hy = _2q0mx * q3 + my * q0q0 - _2q0mz * q1 + _2q1mx * q2 - my * q1q1 + my * q2q2 + _2q2 * mz * q3 - my * q3q3; + _2bx = sqrt(hx * hx + hy * hy); + _2bz = -_2q0mx * q2 + _2q0my * q1 + mz * q0q0 + _2q1mx * q3 - mz * q1q1 + _2q2 * my * q3 - mz * q2q2 + mz * q3q3; + _4bx = 2.0f * _2bx; + _4bz = 2.0f * _2bz; + + // Gradient decent algorithm corrective step + s0 = -_2q2 * (2.0f * q1q3 - _2q0q2 - ax) + _2q1 * (2.0f * q0q1 + _2q2q3 - ay) - _2bz * q2 * (_2bx * (0.5f - q2q2 - q3q3) + _2bz * (q1q3 - q0q2) - mx) + (-_2bx * q3 + _2bz * q1) * (_2bx * (q1q2 - q0q3) + _2bz * (q0q1 + q2q3) - my) + _2bx * q2 * (_2bx * (q0q2 + q1q3) + _2bz * (0.5f - q1q1 - q2q2) - mz); + s1 = _2q3 * (2.0f * q1q3 - _2q0q2 - ax) + _2q0 * (2.0f * q0q1 + _2q2q3 - ay) - 4.0f * q1 * (1 - 2.0f * q1q1 - 2.0f * q2q2 - az) + _2bz * q3 * (_2bx * (0.5f - q2q2 - q3q3) + _2bz * (q1q3 - q0q2) - mx) + (_2bx * q2 + _2bz * q0) * (_2bx * (q1q2 - q0q3) + _2bz * (q0q1 + q2q3) - my) + (_2bx * q3 - _4bz * q1) * (_2bx * (q0q2 + q1q3) + _2bz * (0.5f - q1q1 - q2q2) - mz); + s2 = -_2q0 * (2.0f * q1q3 - _2q0q2 - ax) + _2q3 * (2.0f * q0q1 + _2q2q3 - ay) - 4.0f * q2 * (1 - 2.0f * q1q1 - 2.0f * q2q2 - az) + (-_4bx * q2 - _2bz * q0) * (_2bx * (0.5f - q2q2 - q3q3) + _2bz * (q1q3 - q0q2) - mx) + (_2bx * q1 + _2bz * q3) * (_2bx * (q1q2 - q0q3) + _2bz * (q0q1 + q2q3) - my) + (_2bx * q0 - _4bz * q2) * (_2bx * (q0q2 + q1q3) + _2bz * (0.5f - q1q1 - q2q2) - mz); + s3 = _2q1 * (2.0f * q1q3 - _2q0q2 - ax) + _2q2 * (2.0f * q0q1 + _2q2q3 - ay) + (-_4bx * q3 + _2bz * q1) * (_2bx * (0.5f - q2q2 - q3q3) + _2bz * (q1q3 - q0q2) - mx) + (-_2bx * q0 + _2bz * q2) * (_2bx * (q1q2 - q0q3) + _2bz * (q0q1 + q2q3) - my) + _2bx * q1 * (_2bx * (q0q2 + q1q3) + _2bz * (0.5f - q1q1 - q2q2) - mz); + recipNorm = invSqrt(s0 * s0 + s1 * s1 + s2 * s2 + s3 * s3); // normalise step magnitude + s0 *= recipNorm; + s1 *= recipNorm; + s2 *= recipNorm; + s3 *= recipNorm; + + // Apply feedback step + qDot1 -= beta * s0; + qDot2 -= beta * s1; + qDot3 -= beta * s2; + qDot4 -= beta * s3; + } + + // Integrate rate of change of quaternion to yield quaternion + q0 += qDot1 * tdelta; + q1 += qDot2 * tdelta; + q2 += qDot3 * tdelta; + q3 += qDot4 * tdelta; + + // Normalise quaternion + recipNorm = invSqrt(q0 * q0 + q1 * q1 + q2 * q2 + q3 * q3); + q0 *= recipNorm; + q1 *= recipNorm; + q2 *= recipNorm; + q3 *= recipNorm; +} + +//--------------------------------------------------------------------------------------------------- +// IMU algorithm update + +void MadgwickAHRSupdateIMU(float tdelta, float gx, float gy, float gz, float ax, float ay, float az) { + float recipNorm; + float s0, s1, s2, s3; + float qDot1, qDot2, qDot3, qDot4; + float _2q0, _2q1, _2q2, _2q3, _4q0, _4q1, _4q2 ,_8q1, _8q2, q0q0, q1q1, q2q2, q3q3; + + // Rate of change of quaternion from gyroscope + qDot1 = 0.5f * (-q1 * gx - q2 * gy - q3 * gz); + qDot2 = 0.5f * (q0 * gx + q2 * gz - q3 * gy); + qDot3 = 0.5f * (q0 * gy - q1 * gz + q3 * gx); + qDot4 = 0.5f * (q0 * gz + q1 * gy - q2 * gx); + + // Compute feedback only if accelerometer measurement valid (avoids NaN in accelerometer normalisation) + if(!((ax == 0.0f) && (ay == 0.0f) && (az == 0.0f))) { + // Normalise accelerometer measurement + recipNorm = invSqrt(ax * ax + ay * ay + az * az); + ax *= recipNorm; + ay *= recipNorm; + az *= recipNorm; + + // Auxiliary variables to avoid repeated arithmetic + _2q0 = 2.0f * q0; + _2q1 = 2.0f * q1; + _2q2 = 2.0f * q2; + _2q3 = 2.0f * q3; + _4q0 = 4.0f * q0; + _4q1 = 4.0f * q1; + _4q2 = 4.0f * q2; + _8q1 = 8.0f * q1; + _8q2 = 8.0f * q2; + q0q0 = q0 * q0; + q1q1 = q1 * q1; + q2q2 = q2 * q2; + q3q3 = q3 * q3; + + // Gradient decent algorithm corrective step + s0 = _4q0 * q2q2 + _2q2 * ax + _4q0 * q1q1 - _2q1 * ay; + s1 = _4q1 * q3q3 - _2q3 * ax + 4.0f * q0q0 * q1 - _2q0 * ay - _4q1 + _8q1 * q1q1 + _8q1 * q2q2 + _4q1 * az; + s2 = 4.0f * q0q0 * q2 + _2q0 * ax + _4q2 * q3q3 - _2q3 * ay - _4q2 + _8q2 * q1q1 + _8q2 * q2q2 + _4q2 * az; + s3 = 4.0f * q1q1 * q3 - _2q1 * ax + 4.0f * q2q2 * q3 - _2q2 * ay; + recipNorm = invSqrt(s0 * s0 + s1 * s1 + s2 * s2 + s3 * s3); // normalise step magnitude + s0 *= recipNorm; + s1 *= recipNorm; + s2 *= recipNorm; + s3 *= recipNorm; + // Apply feedback step + qDot1 -= beta * s0; + qDot2 -= beta * s1; + qDot3 -= beta * s2; + qDot4 -= beta * s3; + } + + // Integrate rate of change of quaternion to yield quaternion + q0 += qDot1 * tdelta; + q1 += qDot2 * tdelta; + q2 += qDot3 * tdelta; + q3 += qDot4 * tdelta; + + // Normalise quaternion + recipNorm = invSqrt(q0 * q0 + q1 * q1 + q2 * q2 + q3 * q3); + q0 *= recipNorm; + q1 *= recipNorm; + q2 *= recipNorm; + q3 *= recipNorm; + //quat[0] = q0; + //quat[1] = q1; + //quat[2] = q2; + //quat[3] = q3; +} + + +int instability_fix = 1; + +//--------------------------------------------------------------------------------------------------- +// Fast inverse square-root +// See: http://en.wikipedia.org/wiki/Fast_inverse_square_root + +float invSqrt(float x) { + if (instability_fix == 0) + { + /* original code */ + float halfx = 0.5f * x; + float y = x; + long i = *(long*)&y; + i = 0x5f3759df - (i>>1); + y = *(float*)&i; + y = y * (1.5f - (halfx * y * y)); + return y; + } + else if (instability_fix == 1) + { + /* close-to-optimal method with low cost from http://pizer.wordpress.com/2008/10/12/fast-inverse-square-root */ + unsigned int i = 0x5F1F1412 - (*(unsigned int*)&x >> 1); + float tmp = *(float*)&i; + return tmp * (1.69000231f - 0.714158168f * x * tmp * tmp); + } + else + { + /* optimal but expensive method: */ + return 1.0f / sqrtf(x); + } +} + +//==================================================================================================== +// END OF CODE +//==================================================================================================== \ No newline at end of file
diff -r 000000000000 -r 0c61d7209f75 MadgwickAHRS.h --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/MadgwickAHRS.h Mon May 30 08:10:20 2016 +0000 @@ -0,0 +1,33 @@ +// MadgwickAHRS.h +//===================================================================================================== +// +// Implementation of Madgwick's IMU and AHRS algorithms. +// See: http://www.x-io.co.uk/node/8#open_source_ahrs_and_imu_algorithms +// +// Date Author Notes +// 29/09/2011 SOH Madgwick Initial release +// 02/10/2011 SOH Madgwick Optimised for reduced CPU load +// +//===================================================================================================== +#ifndef MadgwickAHRS_h +#define MadgwickAHRS_h + +//---------------------------------------------------------------------------------------------------- +// Variable declaration +extern int instability_fix; +extern volatile float beta; // algorithm gain +extern volatile float q0, q1, q2, q3; // quaternion of sensor frame relative to auxiliary frame + +//extern volatile float quat[4]; + +//--------------------------------------------------------------------------------------------------- +// Function declarations + +void MadgwickAHRSupdate(float tdelta, float gx, float gy, float gz, float ax, float ay, float az, float mx, float my, float mz); +void MadgwickAHRSupdateIMU(float tdelta, float gx, float gy, float gz, float ax, float ay, float az); +float invSqrt(float x); + +#endif +//===================================================================================================== +// End of file +//=====================================================================================================