/* * This file is part of Cleanflight. * * Cleanflight is free software: you can redistribute it and/or modify * it under the terms of the GNU General Public License as published by * the Free Software Foundation, either version 3 of the License, or * (at your option) any later version. * * Cleanflight is distributed in the hope that it will be useful, * but WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * GNU General Public License for more details. * * You should have received a copy of the GNU General Public License * along with Cleanflight. If not, see . */ // Inertial Measurement Unit (IMU) #include #include #include #include "platform.h" #include "build/build_config.h" #include "build/debug.h" #include "common/axis.h" #include "common/maths.h" #include "config/parameter_group.h" #include "config/parameter_group_ids.h" #include "drivers/system.h" #include "fc/runtime_config.h" #include "flight/imu.h" #include "flight/mixer.h" #include "flight/pid.h" #include "io/gps.h" #include "sensors/acceleration.h" #include "sensors/barometer.h" #include "sensors/compass.h" #include "sensors/gyro.h" #include "sensors/sensors.h" #include "sensors/sonar.h" // the limit (in degrees/second) beyond which we stop integrating // omega_I. At larger spin rates the DCM PI controller can get 'dizzy' // which results in false gyro drift. See // http://gentlenav.googlecode.com/files/fastRotations.pdf #define SPIN_RATE_LIMIT 20 int32_t accSum[XYZ_AXIS_COUNT]; uint32_t accTimeSum = 0; // keep track for integration of acc int accSumCount = 0; float accVelScale; static float throttleAngleScale; static float fc_acc; static float smallAngleCosZ = 0; static float magneticDeclination = 0.0f; // calculated at startup from config static imuRuntimeConfig_t imuRuntimeConfig; STATIC_UNIT_TESTED float q0 = 1.0f, q1 = 0.0f, q2 = 0.0f, q3 = 0.0f; // quaternion of sensor frame relative to earth frame static float rMat[3][3]; attitudeEulerAngles_t attitude = { { 0, 0, 0 } }; // absolute angle inclination in multiple of 0.1 degree 180 deg = 1800 PG_REGISTER_WITH_RESET_TEMPLATE(imuConfig_t, imuConfig, PG_IMU_CONFIG, 0); PG_RESET_TEMPLATE(imuConfig_t, imuConfig, .dcm_kp = 2500, // 1.0 * 10000 .dcm_ki = 0, // 0.003 * 10000 .small_angle = 25, .accDeadband = {.xy = 40, .z= 40}, .acc_unarmedcal = 1 ); STATIC_UNIT_TESTED void imuComputeRotationMatrix(void) { float q1q1 = sq(q1); float q2q2 = sq(q2); float q3q3 = sq(q3); float q0q1 = q0 * q1; float q0q2 = q0 * q2; float q0q3 = q0 * q3; float q1q2 = q1 * q2; float q1q3 = q1 * q3; float q2q3 = q2 * q3; rMat[0][0] = 1.0f - 2.0f * q2q2 - 2.0f * q3q3; rMat[0][1] = 2.0f * (q1q2 + -q0q3); rMat[0][2] = 2.0f * (q1q3 - -q0q2); rMat[1][0] = 2.0f * (q1q2 - -q0q3); rMat[1][1] = 1.0f - 2.0f * q1q1 - 2.0f * q3q3; rMat[1][2] = 2.0f * (q2q3 + -q0q1); rMat[2][0] = 2.0f * (q1q3 + -q0q2); rMat[2][1] = 2.0f * (q2q3 - -q0q1); rMat[2][2] = 1.0f - 2.0f * q1q1 - 2.0f * q2q2; } /* * Calculate RC time constant used in the accZ lpf. */ static float calculateAccZLowPassFilterRCTimeConstant(float accz_lpf_cutoff) { return 0.5f / (M_PIf * accz_lpf_cutoff); } static float calculateThrottleAngleScale(uint16_t throttle_correction_angle) { return (1800.0f / M_PIf) * (900.0f / throttle_correction_angle); } void imuConfigure(uint16_t throttle_correction_angle) { imuRuntimeConfig.dcm_kp = imuConfig()->dcm_kp / 10000.0f; imuRuntimeConfig.dcm_ki = imuConfig()->dcm_ki / 10000.0f; imuRuntimeConfig.acc_unarmedcal = imuConfig()->acc_unarmedcal; imuRuntimeConfig.small_angle = imuConfig()->small_angle; fc_acc = calculateAccZLowPassFilterRCTimeConstant(5.0f); // Set to fix value throttleAngleScale = calculateThrottleAngleScale(throttle_correction_angle); } void imuInit(void) { smallAngleCosZ = cos_approx(degreesToRadians(imuRuntimeConfig.small_angle)); accVelScale = 9.80665f / acc.dev.acc_1G / 10000.0f; imuComputeRotationMatrix(); } void imuResetAccelerationSum(void) { accSum[0] = 0; accSum[1] = 0; accSum[2] = 0; accSumCount = 0; accTimeSum = 0; } static void imuTransformVectorBodyToEarth(t_fp_vector * v) { /* From body frame to earth frame */ const float x = rMat[0][0] * v->V.X + rMat[0][1] * v->V.Y + rMat[0][2] * v->V.Z; const float y = rMat[1][0] * v->V.X + rMat[1][1] * v->V.Y + rMat[1][2] * v->V.Z; const float z = rMat[2][0] * v->V.X + rMat[2][1] * v->V.Y + rMat[2][2] * v->V.Z; v->V.X = x; v->V.Y = -y; v->V.Z = z; } // rotate acc into Earth frame and calculate acceleration in it static void imuCalculateAcceleration(uint32_t deltaT) { static int32_t accZoffset = 0; static float accz_smooth = 0; // deltaT is measured in us ticks const float dT = (float)deltaT * 1e-6f; t_fp_vector accel_ned; accel_ned.V.X = acc.accSmooth[X]; accel_ned.V.Y = acc.accSmooth[Y]; accel_ned.V.Z = acc.accSmooth[Z]; imuTransformVectorBodyToEarth(&accel_ned); if (imuRuntimeConfig.acc_unarmedcal == 1) { if (!ARMING_FLAG(ARMED)) { accZoffset -= accZoffset / 64; accZoffset += accel_ned.V.Z; } accel_ned.V.Z -= accZoffset / 64; // compensate for gravitation on z-axis } else { accel_ned.V.Z -= acc.dev.acc_1G; } accz_smooth = accz_smooth + (dT / (fc_acc + dT)) * (accel_ned.V.Z - accz_smooth); // low pass filter // apply Deadband to reduce integration drift and vibration influence accSum[X] += applyDeadband(lrintf(accel_ned.V.X), imuRuntimeConfig.accDeadband.xy); accSum[Y] += applyDeadband(lrintf(accel_ned.V.Y), imuRuntimeConfig.accDeadband.xy); accSum[Z] += applyDeadband(lrintf(accz_smooth), imuRuntimeConfig.accDeadband.z); // sum up Values for later integration to get velocity and distance accTimeSum += deltaT; accSumCount++; } static float invSqrt(float x) { return 1.0f / sqrtf(x); } static bool imuUseFastGains(void) { return !ARMING_FLAG(ARMED) && millis() < 20000; } static float imuGetPGainScaleFactor(void) { if (imuUseFastGains()) { return 10.0f; } else { return 1.0f; } } static void imuMahonyAHRSupdate(float dt, float gx, float gy, float gz, bool useAcc, float ax, float ay, float az, bool useMag, float mx, float my, float mz, bool useYaw, float yawError) { static float integralFBx = 0.0f, integralFBy = 0.0f, integralFBz = 0.0f; // integral error terms scaled by Ki // Calculate general spin rate (rad/s) const float spin_rate = sqrtf(sq(gx) + sq(gy) + sq(gz)); // Use raw heading error (from GPS or whatever else) float ez = 0; if (useYaw) { while (yawError > M_PIf) yawError -= (2.0f * M_PIf); while (yawError < -M_PIf) yawError += (2.0f * M_PIf); ez += sin_approx(yawError / 2.0f); } // Use measured magnetic field vector float ex = 0, ey = 0; float recipNorm = sq(mx) + sq(my) + sq(mz); if (useMag && recipNorm > 0.01f) { // Normalise magnetometer measurement recipNorm = invSqrt(recipNorm); mx *= recipNorm; my *= recipNorm; mz *= recipNorm; // For magnetometer correction we make an assumption that magnetic field is perpendicular to gravity (ignore Z-component in EF). // This way magnetic field will only affect heading and wont mess roll/pitch angles // (hx; hy; 0) - measured mag field vector in EF (assuming Z-component is zero) // (bx; 0; 0) - reference mag field vector heading due North in EF (assuming Z-component is zero) const float hx = rMat[0][0] * mx + rMat[0][1] * my + rMat[0][2] * mz; const float hy = rMat[1][0] * mx + rMat[1][1] * my + rMat[1][2] * mz; const float bx = sqrtf(hx * hx + hy * hy); // magnetometer error is cross product between estimated magnetic north and measured magnetic north (calculated in EF) const float ez_ef = -(hy * bx); // Rotate mag error vector back to BF and accumulate ex += rMat[2][0] * ez_ef; ey += rMat[2][1] * ez_ef; ez += rMat[2][2] * ez_ef; } // Use measured acceleration vector recipNorm = sq(ax) + sq(ay) + sq(az); if (useAcc && recipNorm > 0.01f) { // Normalise accelerometer measurement recipNorm = invSqrt(recipNorm); ax *= recipNorm; ay *= recipNorm; az *= recipNorm; // Error is sum of cross product between estimated direction and measured direction of gravity ex += (ay * rMat[2][2] - az * rMat[2][1]); ey += (az * rMat[2][0] - ax * rMat[2][2]); ez += (ax * rMat[2][1] - ay * rMat[2][0]); } // Compute and apply integral feedback if enabled if(imuRuntimeConfig.dcm_ki > 0.0f) { // Stop integrating if spinning beyond the certain limit if (spin_rate < DEGREES_TO_RADIANS(SPIN_RATE_LIMIT)) { const float dcmKiGain = imuRuntimeConfig.dcm_ki; integralFBx += dcmKiGain * ex * dt; // integral error scaled by Ki integralFBy += dcmKiGain * ey * dt; integralFBz += dcmKiGain * ez * dt; } } else { integralFBx = 0.0f; // prevent integral windup integralFBy = 0.0f; integralFBz = 0.0f; } // Calculate kP gain. If we are acquiring initial attitude (not armed and within 20 sec from powerup) scale the kP to converge faster const float dcmKpGain = imuRuntimeConfig.dcm_kp * imuGetPGainScaleFactor(); // Apply proportional and integral feedback gx += dcmKpGain * ex + integralFBx; gy += dcmKpGain * ey + integralFBy; gz += dcmKpGain * ez + integralFBz; // Integrate rate of change of quaternion gx *= (0.5f * dt); gy *= (0.5f * dt); gz *= (0.5f * dt); const float qa = q0; const float qb = q1; const float 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(sq(q0) + sq(q1) + sq(q2) + sq(q3)); q0 *= recipNorm; q1 *= recipNorm; q2 *= recipNorm; q3 *= recipNorm; // Pre-compute rotation matrix from quaternion imuComputeRotationMatrix(); } STATIC_UNIT_TESTED void imuUpdateEulerAngles(void) { /* Compute pitch/roll angles */ attitude.values.roll = lrintf(atan2f(rMat[2][1], rMat[2][2]) * (1800.0f / M_PIf)); attitude.values.pitch = lrintf(((0.5f * M_PIf) - acosf(-rMat[2][0])) * (1800.0f / M_PIf)); attitude.values.yaw = lrintf((-atan2f(rMat[1][0], rMat[0][0]) * (1800.0f / M_PIf) + magneticDeclination)); if (attitude.values.yaw < 0) attitude.values.yaw += 3600; /* Update small angle state */ if (rMat[2][2] > smallAngleCosZ) { ENABLE_STATE(SMALL_ANGLE); } else { DISABLE_STATE(SMALL_ANGLE); } } static bool imuIsAccelerometerHealthy(void) { int32_t accMagnitude = 0; for (int axis = 0; axis < 3; axis++) { accMagnitude += (int32_t)acc.accSmooth[axis] * acc.accSmooth[axis]; } accMagnitude = accMagnitude * 100 / (sq((int32_t)acc.dev.acc_1G)); // Accept accel readings only in range 0.90g - 1.10g return (81 < accMagnitude) && (accMagnitude < 121); } static bool isMagnetometerHealthy(void) { return (mag.magADC[X] != 0) && (mag.magADC[Y] != 0) && (mag.magADC[Z] != 0); } static void imuCalculateEstimatedAttitude(timeUs_t currentTimeUs) { static uint32_t previousIMUUpdateTime; float rawYawError = 0; bool useAcc = false; bool useMag = false; bool useYaw = false; uint32_t deltaT = currentTimeUs - previousIMUUpdateTime; previousIMUUpdateTime = currentTimeUs; if (imuIsAccelerometerHealthy()) { useAcc = true; } if (sensors(SENSOR_MAG) && isMagnetometerHealthy()) { useMag = true; } #if defined(GPS) else if (STATE(FIXED_WING) && sensors(SENSOR_GPS) && STATE(GPS_FIX) && GPS_numSat >= 5 && GPS_speed >= 300) { // In case of a fixed-wing aircraft we can use GPS course over ground to correct heading rawYawError = DECIDEGREES_TO_RADIANS(attitude.values.yaw - GPS_ground_course); useYaw = true; } #endif #if defined(SIMULATOR_BUILD) && defined(SKIP_IMU_CALC) UNUSED(imuMahonyAHRSupdate); UNUSED(useAcc); UNUSED(useMag); UNUSED(useYaw); UNUSED(rawYawError); #else imuMahonyAHRSupdate(deltaT * 1e-6f, DEGREES_TO_RADIANS(gyro.gyroADCf[X]), DEGREES_TO_RADIANS(gyro.gyroADCf[Y]), DEGREES_TO_RADIANS(gyro.gyroADCf[Z]), useAcc, acc.accSmooth[X], acc.accSmooth[Y], acc.accSmooth[Z], useMag, mag.magADC[X], mag.magADC[Y], mag.magADC[Z], useYaw, rawYawError); imuUpdateEulerAngles(); #endif imuCalculateAcceleration(deltaT); // rotate acc vector into earth frame } void imuUpdateAttitude(timeUs_t currentTimeUs) { if (sensors(SENSOR_ACC) && acc.isAccelUpdatedAtLeastOnce) { imuCalculateEstimatedAttitude(currentTimeUs); } else { acc.accSmooth[X] = 0; acc.accSmooth[Y] = 0; acc.accSmooth[Z] = 0; } } float getCosTiltAngle(void) { return rMat[2][2]; } int16_t calculateThrottleAngleCorrection(uint8_t throttle_correction_value) { /* * Use 0 as the throttle angle correction if we are inverted, vertical or with a * small angle < 0.86 deg * TODO: Define this small angle in config. */ if (rMat[2][2] <= 0.015f) { return 0; } int angle = lrintf(acosf(rMat[2][2]) * throttleAngleScale); if (angle > 900) angle = 900; return lrintf(throttle_correction_value * sin_approx(angle / (900.0f * M_PIf / 2.0f))); } #ifdef SIMULATOR_BUILD void imuSetAttitudeRPY(float roll, float pitch, float yaw) { attitude.values.roll = roll * 10; attitude.values.pitch = pitch * 10; attitude.values.yaw = yaw * 10; } void imuSetAttitudeQuat(float w, float x, float y, float z) { q0 = w; q1 = x; q2 = y; q3 = z; imuComputeRotationMatrix(); imuUpdateEulerAngles(); } #endif