//============================================================================================== // MahonyAHRS.c //============================================================================================== // // Madgwick's implementation of Mayhony's AHRS algorithm. // See: http://www.x-io.co.uk/open-source-imu-and-ahrs-algorithms/ // // From the x-io website "Open-source resources available on this website are // provided under the GNU General Public Licence unless an alternative licence // is provided in source." // // Date Author Notes // 29/09/2011 SOH Madgwick Initial release // 02/10/2011 SOH Madgwick Optimised for reduced CPU load // // Algorithm paper: // http://ieeexplore.ieee.org/xpl/login.jsp?tp=&arnumber=4608934&url=http%3A%2F%2Fieeexplore.ieee.org%2Fstamp%2Fstamp.jsp%3Ftp%3D%26arnumber%3D4608934 // //============================================================================================== //---------------------------------------------------------------------------------------------- #include "imuread.h" #ifdef USE_MAHONY_FUSION //---------------------------------------------------------------------------------------------- // Definitions #define twoKpDef (2.0f * 0.02f) // 2 * proportional gain #define twoKiDef (2.0f * 0.0f) // 2 * integral gain #define INV_SAMPLE_RATE (1.0f / SENSORFS) //---------------------------------------------------------------------------------------------- // Variable definitions static float twoKp = twoKpDef; // 2 * proportional gain (Kp) static float twoKi = twoKiDef; // 2 * integral gain (Ki) static float q0 = 1.0f, q1 = 0.0f, q2 = 0.0f, q3 = 0.0f; // quaternion of sensor frame relative to auxiliary frame static float integralFBx = 0.0f, integralFBy = 0.0f, integralFBz = 0.0f; // integral error terms scaled by Ki //============================================================================================== // Functions static float invSqrt(float x); static void mahony_init(); static void mahony_update(float gx, float gy, float gz, float ax, float ay, float az, float mx, float my, float mz); void mahony_updateIMU(float gx, float gy, float gz, float ax, float ay, float az); static int reset_next_update=0; void fusion_init(void) { mahony_init(); } void fusion_update(const AccelSensor_t *Accel, const MagSensor_t *Mag, const GyroSensor_t *Gyro, const MagCalibration_t *MagCal) { int i; float ax, ay, az, gx, gy, gz, mx, my, mz; float factor = M_PI / 180.0; ax = Accel->Gp[0]; ay = Accel->Gp[1]; az = Accel->Gp[2]; mx = Mag->Bc[0]; my = Mag->Bc[1]; mz = Mag->Bc[2]; for (i=0; i < OVERSAMPLE_RATIO; i++) { gx = Gyro->YpFast[i][0]; gy = Gyro->YpFast[i][1]; gz = Gyro->YpFast[i][2]; gx *= factor; gy *= factor; gz *= factor; mahony_update(gx, gy, gz, ax, ay, az, mx, my, mz); } } void fusion_read(Quaternion_t *q) { q->q0 = q0; q->q1 = q1; q->q2 = q2; q->q3 = q3; } //---------------------------------------------------------------------------------------------- // AHRS algorithm update static void mahony_init() { static int first=1; twoKp = twoKpDef; // 2 * proportional gain (Kp) twoKi = twoKiDef; // 2 * integral gain (Ki) if (first) { q0 = 1.0f; q1 = 0.0f; // TODO: set a flag to immediately capture q2 = 0.0f; // magnetic orientation on next update q3 = 0.0f; first = 0; } reset_next_update = 1; integralFBx = 0.0f; integralFBy = 0.0f; integralFBz = 0.0f; } static void mahony_update(float gx, float gy, float gz, float ax, float ay, float az, float mx, float my, float mz) { float recipNorm; float q0q0, q0q1, q0q2, q0q3, q1q1, q1q2, q1q3, q2q2, q2q3, q3q3; float hx, hy, bx, bz; float halfvx, halfvy, halfvz, halfwx, halfwy, halfwz; float halfex, halfey, halfez; float qa, qb, qc; // Use IMU algorithm if magnetometer measurement invalid // (avoids NaN in magnetometer normalisation) if((mx == 0.0f) && (my == 0.0f) && (mz == 0.0f)) { mahony_updateIMU(gx, gy, gz, ax, ay, az); return; } // 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; #if 0 // crazy experiement - no filter, just use magnetometer... q0 = 0; q1 = mx; q2 = my; q3 = mz; return; #endif // Auxiliary variables to avoid repeated arithmetic 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 = 2.0f * (mx * (0.5f - q2q2 - q3q3) + my * (q1q2 - q0q3) + mz * (q1q3 + q0q2)); hy = 2.0f * (mx * (q1q2 + q0q3) + my * (0.5f - q1q1 - q3q3) + mz * (q2q3 - q0q1)); bx = sqrtf(hx * hx + hy * hy); bz = 2.0f * (mx * (q1q3 - q0q2) + my * (q2q3 + q0q1) + mz * (0.5f - q1q1 - q2q2)); // Estimated direction of gravity and magnetic field halfvx = q1q3 - q0q2; halfvy = q0q1 + q2q3; halfvz = q0q0 - 0.5f + q3q3; halfwx = bx * (0.5f - q2q2 - q3q3) + bz * (q1q3 - q0q2); halfwy = bx * (q1q2 - q0q3) + bz * (q0q1 + q2q3); halfwz = bx * (q0q2 + q1q3) + bz * (0.5f - q1q1 - q2q2); // Error is sum of cross product between estimated direction // and measured direction of field vectors halfex = (ay * halfvz - az * halfvy) + (my * halfwz - mz * halfwy); halfey = (az * halfvx - ax * halfvz) + (mz * halfwx - mx * halfwz); halfez = (ax * halfvy - ay * halfvx) + (mx * halfwy - my * halfwx); // Compute and apply integral feedback if enabled if(twoKi > 0.0f) { // integral error scaled by Ki integralFBx += twoKi * halfex * INV_SAMPLE_RATE; integralFBy += twoKi * halfey * INV_SAMPLE_RATE; integralFBz += twoKi * halfez * INV_SAMPLE_RATE; gx += integralFBx; // apply integral feedback gy += integralFBy; gz += integralFBz; } else { integralFBx = 0.0f; // prevent integral windup integralFBy = 0.0f; integralFBz = 0.0f; } //printf("err = %.3f, %.3f, %.3f\n", halfex, halfey, halfez); // Apply proportional feedback if (reset_next_update) { gx += 2.0f * halfex; gy += 2.0f * halfey; gz += 2.0f * halfez; reset_next_update = 0; } else { gx += twoKp * halfex; gy += twoKp * halfey; gz += twoKp * halfez; } } // Integrate rate of change of quaternion gx *= (0.5f * INV_SAMPLE_RATE); // pre-multiply common factors gy *= (0.5f * INV_SAMPLE_RATE); gz *= (0.5f * INV_SAMPLE_RATE); qa = q0; qb = q1; qc = q2; q0 += (-qb * gx - qc * gy - q3 * gz); q1 += (qa * gx + qc * gz - q3 * gy); q2 += (qa * gy - qb * gz + q3 * gx); q3 += (qa * gz + qb * gy - qc * gx); // Normalise quaternion recipNorm = invSqrt(q0 * q0 + q1 * q1 + q2 * q2 + q3 * q3); q0 *= recipNorm; q1 *= recipNorm; q2 *= recipNorm; q3 *= recipNorm; } //--------------------------------------------------------------------------------------------- // IMU algorithm update void mahony_updateIMU(float gx, float gy, float gz, float ax, float ay, float az) { float recipNorm; float halfvx, halfvy, halfvz; float halfex, halfey, halfez; float qa, qb, qc; // 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; // Estimated direction of gravity and vector perpendicular to magnetic flux halfvx = q1 * q3 - q0 * q2; halfvy = q0 * q1 + q2 * q3; halfvz = q0 * q0 - 0.5f + q3 * q3; // Error is sum of cross product between estimated and measured direction of gravity halfex = (ay * halfvz - az * halfvy); halfey = (az * halfvx - ax * halfvz); halfez = (ax * halfvy - ay * halfvx); // Compute and apply integral feedback if enabled if(twoKi > 0.0f) { // integral error scaled by Ki integralFBx += twoKi * halfex * INV_SAMPLE_RATE; integralFBy += twoKi * halfey * INV_SAMPLE_RATE; integralFBz += twoKi * halfez * INV_SAMPLE_RATE; gx += integralFBx; // apply integral feedback gy += integralFBy; gz += integralFBz; } else { integralFBx = 0.0f; // prevent integral windup integralFBy = 0.0f; integralFBz = 0.0f; } // Apply proportional feedback gx += twoKp * halfex; gy += twoKp * halfey; gz += twoKp * halfez; } // Integrate rate of change of quaternion gx *= (0.5f * INV_SAMPLE_RATE); // pre-multiply common factors gy *= (0.5f * INV_SAMPLE_RATE); gz *= (0.5f * INV_SAMPLE_RATE); qa = q0; qb = q1; qc = q2; q0 += (-qb * gx - qc * gy - q3 * gz); q1 += (qa * gx + qc * gz - q3 * gy); q2 += (qa * gy - qb * gz + q3 * gx); q3 += (qa * gz + qb * gy - qc * gx); // Normalise quaternion recipNorm = invSqrt(q0 * q0 + q1 * q1 + q2 * q2 + q3 * q3); q0 *= recipNorm; q1 *= recipNorm; q2 *= recipNorm; q3 *= recipNorm; } //--------------------------------------------------------------------------------------------- // Fast inverse square-root // See: http://en.wikipedia.org/wiki/Fast_inverse_square_root static float invSqrt(float x) { union { float f; int32_t i; } y; float halfx = 0.5f * x; y.f = x; y.i = 0x5f375a86 - (y.i >> 1); y.f = y.f * (1.5f - (halfx * y.f * y.f)); y.f = y.f * (1.5f - (halfx * y.f * y.f)); y.f = y.f * (1.5f - (halfx * y.f * y.f)); return y.f; } //============================================================================================== // END OF CODE //============================================================================================== #endif // USE_MAHONY_FUSION