/**************************************************************************** * libs/libdsp/lib_observer.c * * Licensed to the Apache Software Foundation (ASF) under one or more * contributor license agreements. See the NOTICE file distributed with * this work for additional information regarding copyright ownership. The * ASF licenses this file to you under the Apache License, Version 2.0 (the * "License"); you may not use this file except in compliance with the * License. You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, WITHOUT * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the * License for the specific language governing permissions and limitations * under the License. * ****************************************************************************/ /**************************************************************************** * Included Files ****************************************************************************/ #include /**************************************************************************** * Pre-processor Definitions ****************************************************************************/ #define ANGLE_DIFF_THR (M_PI_F) /**************************************************************************** * Public Functions ****************************************************************************/ /**************************************************************************** * Name: motor_observer_init * * Description: * Initialize motor observer * * Input Parameters: * observer - pointer to the common observer data * ao - pointer to the angle specific observer data * so - pointer to the speed specific observer data * per - observer execution period * * Returned Value: * None * ****************************************************************************/ void motor_observer_init(FAR struct motor_observer_f32_s *observer, FAR void *ao, FAR void *so, float per) { DEBUGASSERT(observer != NULL); DEBUGASSERT(ao != NULL); DEBUGASSERT(so != NULL); DEBUGASSERT(per > 0.0f); /* Reset observer data */ memset(observer, 0, sizeof(struct motor_observer_f32_s)); /* Set observer period */ observer->per = per; /* Connect angle estimation observer data */ observer->ao = ao; /* Connect speed estimation observer data */ observer->so = so; } /**************************************************************************** * Name: motor_observer_smo_init * * Description: * Initialize motor sliding mode observer. * * Input Parameters: * smo - pointer to the sliding mode observer private data * kslide - SMO gain * err_max - linear region upper limit * * Returned Value: * None * ****************************************************************************/ void motor_observer_smo_init(FAR struct motor_observer_smo_f32_s *smo, float kslide, float err_max) { DEBUGASSERT(smo != NULL); DEBUGASSERT(kslide > 0.0f); DEBUGASSERT(err_max > 0.0f); /* Reset structure */ memset(smo, 0, sizeof(struct motor_observer_smo_f32_s)); /* Initialize structure */ smo->k_slide = kslide; smo->err_max = err_max; } /**************************************************************************** * Name: motor_observer_smo * * Description: * One step of the SMO observer. * REFERENCE: http://ww1.microchip.com/downloads/en/AppNotes/01078B.pdf * * Below some theoretical backgrounds about SMO. * * The digitalized motor model can be represent as: * * d(i_s.)/dt = (-R/L)*i_s. + (1/L)*(v_s - e_s. - z) * * We compare estimated current (i_s.) with measured current (i_s): * * err = i_s. - i_s * * and get correction factor (z): * * sign = sing(err) * z = sign*K_SLIDE * * Once the digitalized model is compensated, we estimate BEMF (e_s.) by * filtering z: * * e_s. = low_pass(z) * * The estimated BEMF is filtered once again and used to approximate the * motor angle: * * e_filtered_s. = low_pass(e_s.) * theta = arctan(-e_alpha/e_beta) * * The estimated theta is phase-shifted due to low pass filtration, so we * need some phase compensation. More details below. * * where: * v_s - phase input voltage vector * i_s. - estimated phase current vector * i_s - phase current vector * e_s. - estimated phase BEMF vector * R - motor winding resistance * L - motor winding inductance * z - output correction factor voltage * * Input Parameters: * o - (in/out) pointer to the common observer data * i_ab - (in) inverter alpha-beta current * v_ab - (in) inverter alpha-beta voltage * phy - (in) pointer to the motor physical parameters * dir - (in) rotation direction (1.0 for CW, -1.0 for CCW) * * Returned Value: * None * ****************************************************************************/ void motor_observer_smo(FAR struct motor_observer_f32_s *o, FAR ab_frame_f32_t *i_ab, FAR ab_frame_f32_t *v_ab, FAR struct motor_phy_params_f32_s *phy, float dir) { DEBUGASSERT(o != NULL); DEBUGASSERT(i_ab != NULL); DEBUGASSERT(v_ab != NULL); DEBUGASSERT(phy != NULL); FAR struct motor_observer_smo_f32_s *smo = (FAR struct motor_observer_smo_f32_s *)o->ao; FAR ab_frame_f32_t *emf = &smo->emf; FAR ab_frame_f32_t *emf_f = &smo->emf_f; FAR ab_frame_f32_t *z = &smo->z; FAR ab_frame_f32_t *i_est = &smo->i_est; FAR ab_frame_f32_t *v_err = &smo->v_err; FAR ab_frame_f32_t *i_err = &smo->i_err; FAR ab_frame_f32_t *sign = &smo->sign; float i_err_a_abs = 0.0f; float i_err_b_abs = 0.0f; float angle = 0.0f; float filter = 0.0f; /* REVISIT: observer works only when IQ current is high enough */ /* Calculate observer gains */ smo->F = (1.0f - o->per * phy->res * phy->one_by_ind); smo->G = o->per * phy->one_by_ind; /* Saturate F gain */ if (smo->F < 0.0f) { smo->F = 0.0f; } /* Saturate G gain */ if (smo->G > 0.999f) { smo->G = 0.999f; } /* Configure low pass filters * * We tune low-pass filters to achieve cutoff frequency equal to * input singal frequency. This gives us constant phase shift between * input and outpu signals equals to: * * phi = -arctan(f_in/f_c) = -arctan(1) = -45deg = -PI/4 * * Input signal frequency is equal to the frequency of the motor currents, * which give us: * * f_c = omega_e/(2*PI) * omega_m = omega_e/pole_pairs * f_c = omega_m*pole_pairs/(2*PI) * * filter = T * (2*PI) * f_c * filter = T * omega_m * pole_pairs * * T - [s] period at which the digital filter is being * calculated * f_in - [Hz] input frequency of the filter * f_c - [Hz] cutoff frequency of the filter * omega_m - [rad/s] mechanical angular velocity * omega_e - [rad/s] electrical angular velocity * pole_pairs - pole pairs * */ filter = o->per * o->speed * phy->p; /* Limit SMO filters * REVISIT: lowest filter limit should depend on minimum speed: * filter = T * (2*PI) * f_c = T * omega0 * */ if (filter >= 1.0f) { filter = 0.99f; } else if (filter <= 0.0f) { filter = 0.005f; } smo->emf_lp_filter1 = filter; smo->emf_lp_filter2 = smo->emf_lp_filter1; /* Get voltage error: v_err = v_ab - emf */ v_err->a = v_ab->a - emf->a; v_err->b = v_ab->b - emf->b; /* Estimate stator current */ i_est->a = smo->F * i_est->a + smo->G * (v_err->a - z->a); i_est->b = smo->F * i_est->b + smo->G * (v_err->b - z->b); /* Get motor current error */ i_err->a = i_ab->a - i_est->a; i_err->b = i_ab->b - i_est->b; /* Slide-mode controller */ sign->a = (i_err->a > 0.0f ? 1.0f : -1.0f); sign->b = (i_err->b > 0.0f ? 1.0f : -1.0f); /* Get current error absolute value - just multiply value with its sign */ i_err_a_abs = i_err->a * sign->a; i_err_b_abs = i_err->b * sign->b; /* Calculate new output correction factor voltage */ if (i_err_a_abs < smo->err_max) { /* Enter linear region if error is small enough */ z->a = i_err->a * smo->k_slide / smo->err_max; } else { /* Non-linear region */ z->a = sign->a * smo->k_slide; } if (i_err_b_abs < smo->err_max) { /* Enter linear region if error is small enough */ z->b = i_err->b * smo->k_slide / smo->err_max; } else { /* Non-linear region */ z->b = sign->b * smo->k_slide; } /* Filter z to obtain estimated emf */ LP_FILTER(emf->a, z->a, smo->emf_lp_filter1); LP_FILTER(emf->b, z->b, smo->emf_lp_filter1); /* Filter emf one more time before angle stimation */ LP_FILTER(emf_f->a, emf->a, smo->emf_lp_filter2); LP_FILTER(emf_f->b, emf->b, smo->emf_lp_filter2); /* Estimate phase angle according to: * emf_a = -|emf| * sin(th) * emf_b = |emf| * cos(th) * th = atan2(-emf_a, emf->b) */ angle = fast_atan2(-emf->a, emf->b); #if 1 /* Some assertions * TODO: simplify */ if (angle != angle) angle = 0.0f; if (emf->a != emf->a) emf->a = 0.0f; if (emf->b != emf->b) emf->b = 0.0f; if (z->a != z->a) z->a = 0.0f; if (z->b != z->b) z->b = 0.0f; if (i_est->a != i_est->a) i_est->a = 0.0f; if (i_est->b != i_est->b) i_est->b = 0.0f; #endif /* Angle compensation. * Due to low pass filtering we have some delay in estimated phase angle. * * Adaptive filters introduced above cause -PI/4 phase shift for each * filter. We use 2 times filtering which give us constant -PI/2 (-90deg) * phase shift. */ angle = angle + dir * M_PI_2_F; /* Normalize angle to range <0, 2PI> */ angle_norm_2pi(&angle, 0.0f, 2.0f*M_PI_F); /* Store estimated angle in observer data */ o->angle = angle; } /**************************************************************************** * Name: motor_sobserver_div_init * * Description: * Initialize DIV speed observer * * Input Parameters: * so - (in/out) pointer to the DIV speed observer data * sample - (in) number of mechanical angle samples * filter - (in) low-pass filter for final omega * per - (in) speed observer execution period * * Returned Value: * None * ****************************************************************************/ void motor_sobserver_div_init(FAR struct motor_sobserver_div_f32_s *so, uint8_t samples, float filter, float per) { DEBUGASSERT(so != NULL); DEBUGASSERT(samples > 0); DEBUGASSERT(filter > 0.0f); /* Reset observer data */ memset(so, 0, sizeof(struct motor_sobserver_div_f32_s)); /* Store number of samples for DIV observer */ so->samples = samples; /* Store low-pass filter for DIV observer speed */ so->filter = filter; /* */ so->one_by_dt = 1.0f / (so->samples * per); } /**************************************************************************** * Name: motor_sobserver_div * * Description: * Estimate motor mechanical speed based on motor mechanical angle * difference. * * Input Parameters: * o - (in/out) pointer to the common observer data * angle - (in) mechanical angle normalized to <0.0, 2PI> * dir - (in) mechanical rotation direction. Valid values: * DIR_CW (1.0f) or DIR_CCW(-1.0f) * ****************************************************************************/ void motor_sobserver_div(FAR struct motor_observer_f32_s *o, float angle, float dir) { DEBUGASSERT(o != NULL); DEBUGASSERT(angle >= 0.0f && angle <= 2*M_PI_F); DEBUGASSERT(dir == DIR_CW || dir == DIR_CCW); FAR struct motor_sobserver_div_f32_s *so = (FAR struct motor_sobserver_div_f32_s *)o->so; volatile float omega = 0.0f; /* Get angle diff */ so->angle_diff = angle - so->angle_prev; /* Correct angle if we crossed angle boundary * REVISIT: */ if ((dir == DIR_CW && so->angle_diff < -ANGLE_DIFF_THR) || (dir == DIR_CCW && so->angle_diff > ANGLE_DIFF_THR)) { /* Correction sign depends on rotation direction */ so->angle_diff += dir * 2 * M_PI_F; } /* Get absoulte value */ if (so->angle_diff < 0.0f) { so->angle_diff = -so->angle_diff; } /* Accumulate angle only if sample is valid */ so->angle_acc += so->angle_diff; /* Increase counter */ so->cntr += 1; /* Accumulate angle until we get configured number of samples */ if (so->cntr >= so->samples) { /* Estimate omega using accumulated angle samples. * In this case use simple estimation: * * omega = delta_theta/delta_time * speed_now = low_pass(omega) * */ omega = so->angle_acc*so->one_by_dt; /* Store filtered omega. * * REVISIT: cut-off frequency for this filter should be * (probably) set according to minimum supported omega: * * filter = T * (2*PI) * f_c = T * omega0 * * where: * omega0 - minimum angular speed * T - speed estimation period (samples*one_by_dt) */ LP_FILTER(o->speed, omega, so->filter); /* Reset samples counter and accumulated angle */ so->cntr = 0; so->angle_acc = 0.0f; } /* Store current angle as previous angle */ so->angle_prev = angle; } /**************************************************************************** * Name: motor_observer_speed_get * * Description: * Get the estmiated motor mechanical speed from the observer * * Input Parameters: * o - (in/out) pointer to the common observer data * * Returned Value: * Return estimated motor mechanical speed from observer * ****************************************************************************/ float motor_observer_speed_get(FAR struct motor_observer_f32_s *o) { DEBUGASSERT(o != NULL); return o->speed; } /**************************************************************************** * Name: motor_observer_angle_get * * Description: * Get the estmiated motor electrical angle from the observer * * Input Parameters: * o - (in/out) pointer to the common observer data * * Returned Value: * Return estimated motor mechanical angle from observer * ****************************************************************************/ float motor_observer_angle_get(FAR struct motor_observer_f32_s *o) { DEBUGASSERT(o != NULL); return o->angle; }