/**************************************************************************** * 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 #include /**************************************************************************** * Pre-processor Definitions ****************************************************************************/ /* nan check for floats */ #define IS_NAN(x) ((x) != (x)) #define NAN_ZERO(x) (x = IS_NAN(x) ? 0.0 : x) /* Squared */ #define SQ(x) ((x) * (x)) /**************************************************************************** * Public Functions ****************************************************************************/ /**************************************************************************** * Name: motor_sobserver_init * * Description: * Initialize motor speed observer * * Input Parameters: * observer - pointer to the speed observer data * so - pointer to the speed specific observer data * per - observer execution period * * Returned Value: * None * ****************************************************************************/ void motor_sobserver_init(FAR struct motor_sobserver_f32_s *observer, FAR void *so, float per) { LIBDSP_DEBUGASSERT(observer != NULL); LIBDSP_DEBUGASSERT(so != NULL); LIBDSP_DEBUGASSERT(per > 0.0f); /* Reset observer data */ memset(observer, 0, sizeof(struct motor_sobserver_f32_s)); /* Set observer period */ observer->per = per; /* Connect speed estimation observer data */ observer->so = so; } /**************************************************************************** * Name: motor_aobserver_init * * Description: * Initialize motor angle observer * * Input Parameters: * observer - pointer to the angle observer data * ao - pointer to the angle specific observer data * per - observer execution period * * Returned Value: * None * ****************************************************************************/ void motor_aobserver_init(FAR struct motor_aobserver_f32_s *observer, FAR void *ao, float per) { LIBDSP_DEBUGASSERT(observer != NULL); LIBDSP_DEBUGASSERT(ao != NULL); LIBDSP_DEBUGASSERT(per > 0.0f); /* Reset observer data */ memset(observer, 0, sizeof(struct motor_aobserver_f32_s)); /* Set observer period */ observer->per = per; /* Connect angle estimation observer data */ observer->ao = ao; } /**************************************************************************** * Name: motor_aobserver_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_aobserver_smo_init(FAR struct motor_aobserver_smo_f32_s *smo, float kslide, float err_max) { LIBDSP_DEBUGASSERT(smo != NULL); LIBDSP_DEBUGASSERT(kslide > 0.0f); LIBDSP_DEBUGASSERT(err_max > 0.0f); /* Reset structure */ memset(smo, 0, sizeof(struct motor_aobserver_smo_f32_s)); /* Initialize structure */ smo->k_slide = kslide; smo->err_max = err_max; /* Store inverted err_max to avoid division */ smo->one_by_err_max = (1.0f / err_max); } /**************************************************************************** * Name: motor_aobserver_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 = sign(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 angle 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 CCW, -1.0 for CW) * NOTE: (mechanical dir) = -(electrical dir) * speed - (in) electrical speed * TODO: pass rotation direction with speed sign * * Returned Value: * None * ****************************************************************************/ void motor_aobserver_smo(FAR struct motor_aobserver_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, float speed) { LIBDSP_DEBUGASSERT(o != NULL); LIBDSP_DEBUGASSERT(i_ab != NULL); LIBDSP_DEBUGASSERT(v_ab != NULL); LIBDSP_DEBUGASSERT(phy != NULL); FAR struct motor_aobserver_smo_f32_s *smo = (FAR struct motor_aobserver_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; LIBDSP_DEBUGASSERT(smo != NULL); /* REVISIT: observer works only when IQ current is high enough * Lower IQ current -> lower K_SLIDE */ /* 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 signal frequency. This gives us constant phase shift between * input and output 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 * 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 < 0.005f) { 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->one_by_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->one_by_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) * * NOTE: bottleneck but we can't do much more to optimise this */ angle = fast_atan2(-emf->a, emf->b); /* 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 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) { LIBDSP_DEBUGASSERT(so != NULL); LIBDSP_DEBUGASSERT(samples > 0); LIBDSP_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; /* Store inverted sampling period */ so->one_by_dt = 1.0f / (so->samples * per); } /**************************************************************************** * Name: motor_sobserver_div * * Description: * Estimate motor speed based on motor angle difference (electrical * or mechanical) * * Input Parameters: * o - (in/out) pointer to the speed observer data * angle - (in) angle normalized to <0.0, 2PI> * dir - (in) rotation direction. Valid values: * DIR_CW (1.0f) or DIR_CCW(-1.0f) * ****************************************************************************/ void motor_sobserver_div(FAR struct motor_sobserver_f32_s *o, float angle) { LIBDSP_DEBUGASSERT(o != NULL); LIBDSP_DEBUGASSERT(angle >= 0.0f && angle <= 2*M_PI_F); FAR struct motor_sobserver_div_f32_s *so = (FAR struct motor_sobserver_div_f32_s *)o->so; volatile float omega = 0.0f; LIBDSP_DEBUGASSERT(so != NULL); /* Normalize angle to range <-PI, PI> */ angle_norm_2pi(&angle, -M_PI_F, M_PI_F); /* Get angle diff */ so->angle_diff = angle - so->angle_prev; /* Normalize angle to range <-PI, PI> */ angle_norm_2pi(&so->angle_diff, -M_PI_F, M_PI_F); /* 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*per) */ 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_aobserver_nfo_init * * Description: * Initialize motor nolinear fluxlink observer. * * Input Parameters: * nfo - pointer to the nolinear fluxlink observer private data * * Returned Value: * None * ****************************************************************************/ void motor_aobserver_nfo_init(FAR struct motor_aobserver_nfo_f32_s *nfo) { LIBDSP_DEBUGASSERT(nfo != NULL); /* Reset structure */ memset(nfo, 0, sizeof(struct motor_aobserver_nfo_f32_s)); } /**************************************************************************** * Name: motor_aobserver_nfo * * Description: * nolinear fluxlink observer. * REFERENCE: http://cas.ensmp.fr/~praly/Telechargement/Journaux/ * 2010-IEEE_TPEL-Lee-Hong-Nam-Ortega-Praly-Astolfi.pdf * * Input Parameters: * o - (in/out) pointer to the angle observer data * i_ab - (in) inverter alpha-beta current * v_ab - (in) inverter alpha-beta voltage * phy - (in) pointer to the motor physical parameters * gain - (in) dynamic observer gain * * Returned Value: * None * ****************************************************************************/ void motor_aobserver_nfo(FAR struct motor_aobserver_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 gain) { FAR struct motor_aobserver_nfo_f32_s *nfo = (FAR struct motor_aobserver_nfo_f32_s *)o->ao; float angle; float err; float x1_dot; float x2_dot; float l_ia = (3.0f / 2.0f) * phy->ind * i_ab->a; float l_ib = (3.0f / 2.0f) * phy->ind * i_ab->b; float r_ia = (3.0f / 2.0f) * phy->res * i_ab->a; float r_ib = (3.0f / 2.0f) * phy->res * i_ab->b; LIBDSP_DEBUGASSERT(nfo != NULL); err = SQ(phy->flux_link) - (SQ(nfo->x1 - l_ia) + SQ(nfo->x2 - l_ib)); /* Forcing this term to stay negative helps convergence according to * http://cas.ensmp.fr/Publications/Publications/Papers/ * ObserverPermanentMagnet.pdf and * https://arxiv.org/pdf/1905.00833.pdf */ if (err > 0.0f) { err = 0.0f; } x1_dot = -r_ia + v_ab->a + gain * (nfo->x1 - l_ia) * err; x2_dot = -r_ib + v_ab->b + gain * (nfo->x2 - l_ib) * err; nfo->x1 += x1_dot * o->per; nfo->x2 += x2_dot * o->per; NAN_ZERO(nfo->x1); NAN_ZERO(nfo->x2); /* Prevent the magnitude from getting too low * as that makes the angle very unstable. */ if (vector2d_mag(nfo->x1, nfo->x2) < (phy->flux_link * 0.5f)) { nfo->x1 *= 1.1f; nfo->x2 *= 1.1f; } angle = fast_atan2(nfo->x2 - l_ib, nfo->x1 - l_ia); /* 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_pll_init * * Description: * Initialize PLL speed observer * * Input Parameters: * so - (in/out) pointer to the PLL speed observer data * pll_kp - (in) pll proportional gain * pll_ki - (in) pll integral gain * * Returned Value: * None * ****************************************************************************/ void motor_sobserver_pll_init(FAR struct motor_sobserver_pll_f32_s *so, float pll_kp, float pll_ki) { LIBDSP_DEBUGASSERT(so != NULL); LIBDSP_DEBUGASSERT(pll_kp > 0.0f); LIBDSP_DEBUGASSERT(pll_ki > 0.0f); /* Reset observer data */ memset(so, 0, sizeof(struct motor_sobserver_pll_f32_s)); /* Store kp for PLL observer */ so->pll_kp = pll_kp; /* Store ki for PLL observer speed */ so->pll_ki = pll_ki; } /**************************************************************************** * Name: motor_sobserver_pll * * Description: * Estimate motor electrical speed based on motor electrical angle * difference. * * Input Parameters: * o - (in/out) pointer to the speed observer data * angle - (in) electrical angle normalized to <0.0, 2PI> * ****************************************************************************/ void motor_sobserver_pll(FAR struct motor_sobserver_f32_s *o, float angle) { FAR struct motor_sobserver_pll_f32_s *so = (FAR struct motor_sobserver_pll_f32_s *)o->so; float delta_theta = 0.0f; LIBDSP_DEBUGASSERT(so != NULL); NAN_ZERO(so->pll_phase); /* Normalize angle to range <-PI, PI> */ angle_norm_2pi(&angle, -M_PI_F, -M_PI_F); delta_theta = angle - so->pll_phase; /* Normalize angle to range <-PI, PI> */ angle_norm_2pi(&delta_theta, -M_PI_F, -M_PI_F); NAN_ZERO(o->speed); so->pll_phase += (o->speed + so->pll_kp * delta_theta) * o->per; /* Normalize angle to range <-PI, PI> */ angle_norm_2pi(&so->pll_phase, -M_PI_F, -M_PI_F); o->speed += so->pll_ki * delta_theta * o->per; } /**************************************************************************** * Name: motor_sobserver_speed_get * * Description: * Get the estmiated motor speed from the observer * * Input Parameters: * o - (in/out) pointer to the speed observer data * * Returned Value: * Return estimated motor speed from observer * ****************************************************************************/ float motor_sobserver_speed_get(FAR struct motor_sobserver_f32_s *o) { LIBDSP_DEBUGASSERT(o != NULL); return o->speed; } /**************************************************************************** * Name: motor_aobserver_angle_get * * Description: * Get the estmiated motor electrical angle from the observer * * Input Parameters: * o - (in/out) pointer to the angle observer data * * Returned Value: * Return estimated motor electrical angle from observer * ****************************************************************************/ float motor_aobserver_angle_get(FAR struct motor_aobserver_f32_s *o) { LIBDSP_DEBUGASSERT(o != NULL); return o->angle; }