kalman added
This commit is contained in:
1
PID.c
1
PID.c
@@ -149,6 +149,7 @@ static double getspeed(const coordval_t *tagpos, PIDController_t *pid, axisdata_
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// TODO: we can point somehow that we are at target or introduce new axis state
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// TODO: we can point somehow that we are at target or introduce new axis state
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}else DBG("Current abs error: %g", fe);
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}else DBG("Current abs error: %g", fe);
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break;
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break;
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case AXIS_GONNASTOP:
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case AXIS_STOPPED: // start pointing to target; will change speed next time
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case AXIS_STOPPED: // start pointing to target; will change speed next time
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DBG("AXIS STOPPED!!!! --> Slewing");
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DBG("AXIS STOPPED!!!! --> Slewing");
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axis->state = AXIS_SLEWING;
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axis->state = AXIS_SLEWING;
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169
kalman.c
Normal file
169
kalman.c
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@@ -0,0 +1,169 @@
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/*
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* This file is part of the libsidservo project.
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* Copyright 2026 Edward V. Emelianov <edward.emelianoff@gmail.com>.
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*
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* This program is free software: you can redistribute it and/or modify
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* it under the terms of the GNU General Public License as published by
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* the Free Software Foundation, either version 3 of the License, or
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* (at your option) any later version.
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*
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* This program is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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* GNU General Public License for more details.
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*
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* You should have received a copy of the GNU General Public License
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* along with this program. If not, see <http://www.gnu.org/licenses/>.
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*/
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#include <math.h>
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#include "kalman.h"
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void kalman3_init(Kalman3 *kf, double dt, double enc_var){
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kf->dt = dt;
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kf->x[0] = 0;
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kf->x[1] = 0;
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kf->x[2] = 0;
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for(int i=0;i<3;i++)
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for(int j=0;j<3;j++)
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kf->P[i][j] = 0;
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kf->P[0][0] = 1;
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kf->P[1][1] = 1;
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kf->P[2][2] = 1;
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// process noise
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kf->Q[0][0] = 1e-6;
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kf->Q[1][1] = 1e-4;
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kf->Q[2][2] = 1e-3;
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kf->R = enc_var; // encoder noise variance
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}
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void kalman3_set_jerk_noise(Kalman3 *kf, double sigma_j){
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double dt = kf->dt;
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double dt2 = dt*dt;
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double dt3 = dt2*dt;
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double dt4 = dt3*dt;
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double dt5 = dt4*dt;
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double q = sigma_j * sigma_j;
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kf->Q[0][0] = q * dt5 / 20.0;
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kf->Q[0][1] = q * dt4 / 8.0;
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kf->Q[0][2] = q * dt3 / 6.0;
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kf->Q[1][0] = q * dt4 / 8.0;
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kf->Q[1][1] = q * dt3 / 3.0;
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kf->Q[1][2] = q * dt2 / 2.0;
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kf->Q[2][0] = q * dt3 / 6.0;
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kf->Q[2][1] = q * dt2 / 2.0;
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kf->Q[2][2] = q * dt;
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}
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void kalman3_predict(Kalman3 *kf){
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double dt = kf->dt;
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double dt2 = 0.5 * dt * dt;
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double theta = kf->x[0];
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double omega = kf->x[1];
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double alpha = kf->x[2];
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// state prediction
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kf->x[0] = theta + omega*dt + alpha*dt2;
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kf->x[1] = omega + alpha*dt;
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kf->x[2] = alpha;
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// transition matrix
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double F[3][3] =
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{
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{1, dt, dt2},
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{0, 1, dt},
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{0, 0, 1}
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};
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// P = FPF^T + Q
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double FP[3][3];
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for(int i=0;i<3;i++)
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for(int j=0;j<3;j++){
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FP[i][j] =
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F[i][0]*kf->P[0][j] +
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F[i][1]*kf->P[1][j] +
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F[i][2]*kf->P[2][j];
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}
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double Pnew[3][3];
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for(int i=0;i<3;i++)
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for(int j=0;j<3;j++){
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Pnew[i][j] =
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FP[i][0]*F[j][0] +
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FP[i][1]*F[j][1] +
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FP[i][2]*F[j][2] +
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kf->Q[i][j];
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}
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for(int i=0;i<3;i++)
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for(int j=0;j<3;j++)
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kf->P[i][j] = Pnew[i][j];
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}
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void kalman3_update(Kalman3 *kf, double z){
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// innovation
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double y = z - kf->x[0];
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// S = HPH^T + R
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double S = kf->P[0][0] + kf->R;
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// Kalman gain
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double K[3];
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K[0] = kf->P[0][0] / S;
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K[1] = kf->P[1][0] / S;
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K[2] = kf->P[2][0] / S;
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// state update
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kf->x[0] += K[0] * y;
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kf->x[1] += K[1] * y;
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kf->x[2] += K[2] * y;
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// covariance update
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double P00 = kf->P[0][0];
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double P01 = kf->P[0][1];
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double P02 = kf->P[0][2];
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double P10 = kf->P[1][0];
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double P11 = kf->P[1][1];
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double P12 = kf->P[1][2];
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double P20 = kf->P[2][0];
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double P21 = kf->P[2][1];
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double P22 = kf->P[2][2];
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kf->P[0][0] = P00 - K[0]*P00;
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kf->P[0][1] = P01 - K[0]*P01;
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kf->P[0][2] = P02 - K[0]*P02;
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kf->P[1][0] = P10 - K[1]*P00;
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kf->P[1][1] = P11 - K[1]*P01;
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kf->P[1][2] = P12 - K[1]*P02;
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kf->P[2][0] = P20 - K[2]*P00;
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kf->P[2][1] = P21 - K[2]*P01;
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kf->P[2][2] = P22 - K[2]*P02;
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}
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// estimation of the R
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double encoder_noise(int counts){
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double d = 2.0*M_PI / counts;
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return d*d / 12.0;
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}
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34
kalman.h
Normal file
34
kalman.h
Normal file
@@ -0,0 +1,34 @@
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/*
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* This file is part of the libsidservo project.
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* Copyright 2026 Edward V. Emelianov <edward.emelianoff@gmail.com>.
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*
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* This program is free software: you can redistribute it and/or modify
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* it under the terms of the GNU General Public License as published by
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* the Free Software Foundation, either version 3 of the License, or
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* (at your option) any later version.
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*
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* This program is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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* GNU General Public License for more details.
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*
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* You should have received a copy of the GNU General Public License
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* along with this program. If not, see <http://www.gnu.org/licenses/>.
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*/
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#pragma once
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typedef struct{
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double x[3]; // [theta, omega, alpha]
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double P[3][3]; // covariance
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double Q[3][3]; // process noise
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double R; // measurement noise
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double dt;
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} Kalman3;
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double encoder_noise(int counts);
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void kalman3_update(Kalman3 *kf, double z);
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void kalman3_predict(Kalman3 *kf);
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void kalman3_set_jerk_noise(Kalman3 *kf, double sigma_j);
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void kalman3_init(Kalman3 *kf, double dt, double enc_var);
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@@ -13,12 +13,14 @@ examples/dumpswing.c
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examples/goto.c
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examples/goto.c
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examples/scmd_traectory.c
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examples/scmd_traectory.c
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examples/simpleconv.h
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examples/simpleconv.h
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kalman.c
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main.c
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main.c
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sidservo.h
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sidservo.h
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serial.c
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serial.c
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examples/CMakeLists.txt
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examples/CMakeLists.txt
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examples/traectories.c
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examples/traectories.c
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examples/traectories.h
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examples/traectories.h
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kalman.h
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main.h
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main.h
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movingmodel.c
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movingmodel.c
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movingmodel.h
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movingmodel.h
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126
serial.c
126
serial.c
@@ -31,6 +31,7 @@
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#include <sys/stat.h>
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#include <sys/stat.h>
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#include <unistd.h>
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#include <unistd.h>
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#include "kalman.h"
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#include "main.h"
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#include "main.h"
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#include "movingmodel.h"
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#include "movingmodel.h"
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#include "serial.h"
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#include "serial.h"
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@@ -141,77 +142,6 @@ static void parse_encbuf(uint8_t databuf[ENC_DATALEN], struct timespec *t){
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//DBG("time = %zd+%zd/1e6, X=%g deg, Y=%g deg", tv->tv_sec, tv->tv_usec, mountdata.encposition.X*180./M_PI, mountdata.encposition.Y*180./M_PI);
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//DBG("time = %zd+%zd/1e6, X=%g deg, Y=%g deg", tv->tv_sec, tv->tv_usec, mountdata.encposition.X*180./M_PI, mountdata.encposition.Y*180./M_PI);
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}
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}
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#if 0
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/**
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* @brief getencval - get uint64_t data from encoder
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* @param fd - encoder fd
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* @param val - value read
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* @param t - measurement time
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* @return amount of data read or 0 if problem
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*/
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static int getencval(int fd, double *val, struct timespec *t){
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if(fd < 0){
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DBG("Encoder fd < 0!");
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return FALSE;
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}
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char buf[128];
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int got = 0, Lmax = 127;
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double t0 = timefromstart();
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//DBG("start: %.6g", t0);
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do{
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fd_set rfds;
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FD_ZERO(&rfds);
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FD_SET(fd, &rfds);
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struct timeval tv = encRtmout;
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int retval = select(fd + 1, &rfds, NULL, NULL, &tv);
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if(!retval){
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//DBG("select()==0 - timeout, %.6g", timefromstart());
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break;
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}
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if(retval < 0){
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if(errno == EINTR){
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DBG("EINTR");
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continue;
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}
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DBG("select() < 0");
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return 0;
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}
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if(FD_ISSET(fd, &rfds)){
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ssize_t l = read(fd, &buf[got], Lmax);
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if(l < 1){
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DBG("read() < 0");
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return 0; // disconnected ??
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}
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got += l; Lmax -= l;
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buf[got] = 0;
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} else continue;
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if(buf[got-1] == '\n') break; // got EOL as last symbol
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}while(Lmax && timefromstart() - t0 < Conf.EncoderReqInterval / 5.);
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if(got == 0){
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//DBG("No data from encoder, tfs=%.6g", timefromstart());
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return 0;
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}
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char *estr = strrchr(buf, '\n');
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if(!estr){
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DBG("No EOL");
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return 0;
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}
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*estr = 0;
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char *bgn = strrchr(buf, '\n');
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if(bgn) ++bgn;
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else bgn = buf;
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char *eptr;
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long data = strtol(bgn, &eptr, 10);
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if(eptr != estr){
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DBG("NAN");
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return 0; // wrong number
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}
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if(val) *val = (double) data;
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if(t){ if(!curtime(t)){ DBG("Can't get time"); return 0; }}
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return got;
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}
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#endif
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// try to read 1 byte from encoder; return -1 if nothing to read or -2 if device seems to be disconnected
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// try to read 1 byte from encoder; return -1 if nothing to read or -2 if device seems to be disconnected
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static int getencbyte(){
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static int getencbyte(){
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if(encfd[0] < 0) return -1;
|
if(encfd[0] < 0) return -1;
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@@ -385,7 +315,7 @@ static int getdata(buf_t *buf, long *out){
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if(!buf || buf->len < 1 || buf->len > (XYBUFSZ+1)){
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if(!buf || buf->len < 1 || buf->len > (XYBUFSZ+1)){
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return FALSE;
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return FALSE;
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}
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}
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DBG("got data");
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// DBG("got data");
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// read record between last '\n' and previous (or start of string)
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// read record between last '\n' and previous (or start of string)
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char *last = &buf->buf[buf->len - 1];
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char *last = &buf->buf[buf->len - 1];
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//DBG("buf: _%s_", buf->buf);
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//DBG("buf: _%s_", buf->buf);
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@@ -433,6 +363,18 @@ static void *encoderthread2(void _U_ *u){
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asknext(encfd[0]); asknext(encfd[1]);
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asknext(encfd[0]); asknext(encfd[1]);
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t0[0] = t0[1] = tstart = timefromstart();
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t0[0] = t0[1] = tstart = timefromstart();
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int errctr = 0;
|
int errctr = 0;
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// init Kalman for both axes
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Kalman3 kf[2];
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double dt = Conf.EncoderReqInterval; // 1ms encoders step
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|
double sigma_jx = 1e-6, sigma_jy = 1e-6; // "jerk" sigma
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double xnoice = encoder_noise(X_ENC_STEPSPERREV);
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|
double ynoice = encoder_noise(Y_ENC_STEPSPERREV);
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kalman3_init(&kf[0], dt, xnoice);
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|
kalman3_init(&kf[1], dt, ynoice);
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kalman3_set_jerk_noise(&kf[0], sigma_jx);
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|
kalman3_set_jerk_noise(&kf[1], sigma_jy);
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|
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do{ // main cycle
|
do{ // main cycle
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if(poll(pfds, 2, 0) < 0){
|
if(poll(pfds, 2, 0) < 0){
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DBG("poll()");
|
DBG("poll()");
|
||||||
@@ -450,25 +392,37 @@ static void *encoderthread2(void _U_ *u){
|
|||||||
double curt = timefromstart();
|
double curt = timefromstart();
|
||||||
if(getdata(&strbuf[i], &msrlast[i])) mtlast[i] = curt;
|
if(getdata(&strbuf[i], &msrlast[i])) mtlast[i] = curt;
|
||||||
if(curt - t0[i] >= Conf.EncoderReqInterval){ // get last records
|
if(curt - t0[i] >= Conf.EncoderReqInterval){ // get last records
|
||||||
DBG("last rec %d, curt=%g, t0=%g, mtlast=%g", i, curt, t0[i], mtlast[i]);
|
//DBG("last rec %d, curt=%g, t0=%g, mtlast=%g", i, curt, t0[i], mtlast[i]);
|
||||||
if(curt - mtlast[i] < 1.5*Conf.EncoderReqInterval){
|
if(curt - mtlast[i] < 1.5*Conf.EncoderReqInterval){
|
||||||
DBG("time OK");
|
//DBG("time OK");
|
||||||
pthread_mutex_lock(&datamutex);
|
pthread_mutex_lock(&datamutex);
|
||||||
double pos = (double)msrlast[i];
|
double pos = (double)msrlast[i];
|
||||||
//DBG("pos[%d]=%g", i, pos);
|
|
||||||
;;
|
|
||||||
//DBG("Got med: %g", pos);
|
|
||||||
if(i == 0){
|
if(i == 0){
|
||||||
mountdata.encXposition.val = Xenc2rad(pos);
|
pos = Xenc2rad(pos);
|
||||||
|
// Kalman filtering
|
||||||
|
kalman3_predict(&kf[i]);
|
||||||
|
kalman3_update(&kf[i], pos);
|
||||||
|
DBG("Got pos=%g, kalman: angle=%g, vel=%g, acc=%g",
|
||||||
|
pos, kf[i].x[0], kf[i].x[1], kf[i].x[2]);
|
||||||
|
mountdata.encXposition.val = kf[i].x[0];
|
||||||
curtime(&mountdata.encXposition.t);
|
curtime(&mountdata.encXposition.t);
|
||||||
/*DBG("msrlast=%ld, Xpos.val=%g, t=%zd; XEzero=%d, SPR=%g",
|
/*DBG("msrlast=%ld, Xpos.val=%g, t=%zd; XEzero=%d, SPR=%g",
|
||||||
msrlast[i], mountdata.encXposition.val, mountdata.encXposition.t.tv_sec,
|
msrlast[i], mountdata.encXposition.val, mountdata.encXposition.t.tv_sec,
|
||||||
X_ENC_ZERO, X_ENC_STEPSPERREV);*/
|
X_ENC_ZERO, X_ENC_STEPSPERREV);*/
|
||||||
getXspeed();
|
//getXspeed();
|
||||||
|
mountdata.encXspeed.val = kf[i].x[1];
|
||||||
|
mountdata.encXspeed.t = mountdata.encXposition.t;
|
||||||
}else{
|
}else{
|
||||||
mountdata.encYposition.val = Yenc2rad(pos);
|
pos = Yenc2rad(pos);
|
||||||
|
kalman3_predict(&kf[i]);
|
||||||
|
kalman3_update(&kf[i], pos);
|
||||||
|
DBG("Got pos=%g, kalman: angle=%g, vel=%g, acc=%g",
|
||||||
|
pos, kf[i].x[0], kf[i].x[1], kf[i].x[2]);
|
||||||
|
mountdata.encYposition.val = kf[i].x[0];
|
||||||
curtime(&mountdata.encYposition.t);
|
curtime(&mountdata.encYposition.t);
|
||||||
getYspeed();
|
//getYspeed();
|
||||||
|
mountdata.encYspeed.val = kf[i].x[1];
|
||||||
|
mountdata.encYspeed.t = mountdata.encYposition.t;
|
||||||
}
|
}
|
||||||
pthread_mutex_unlock(&datamutex);
|
pthread_mutex_unlock(&datamutex);
|
||||||
}
|
}
|
||||||
@@ -860,11 +814,17 @@ static int bincmd(uint8_t *cmd, int len){
|
|||||||
}else{
|
}else{
|
||||||
goto rtn;
|
goto rtn;
|
||||||
}
|
}
|
||||||
data_t d;
|
SSstat ans;
|
||||||
|
data_t d, in;
|
||||||
d.buf = cmd;
|
d.buf = cmd;
|
||||||
d.len = d.maxlen = len;
|
d.len = d.maxlen = len;
|
||||||
ret = wr(&d, NULL, 0);
|
in.buf = (uint8_t*)&ans; in.maxlen = sizeof(SSstat);
|
||||||
|
ret = wr(&d, &in, 0);
|
||||||
DBG("%s", ret ? "SUCCESS" : "FAIL");
|
DBG("%s", ret ? "SUCCESS" : "FAIL");
|
||||||
|
if(ret){
|
||||||
|
DBG("ANS: Xmot/Ymot: %d/%d, Ylast/Ylast: %d/%d",
|
||||||
|
ans.Xmot, ans.Ymot, ans.XLast, ans.YLast);
|
||||||
|
}
|
||||||
rtn:
|
rtn:
|
||||||
pthread_mutex_unlock(&mntmutex);
|
pthread_mutex_unlock(&mntmutex);
|
||||||
return ret;
|
return ret;
|
||||||
|
|||||||
@@ -137,6 +137,7 @@ typedef struct{
|
|||||||
|
|
||||||
typedef enum{
|
typedef enum{
|
||||||
AXIS_STOPPED, // stop
|
AXIS_STOPPED, // stop
|
||||||
|
AXIS_GONNASTOP, // stop command run
|
||||||
AXIS_SLEWING, // go to target with maximal speed
|
AXIS_SLEWING, // go to target with maximal speed
|
||||||
AXIS_POINTING, // axis is in pointing zone, use PID
|
AXIS_POINTING, // axis is in pointing zone, use PID
|
||||||
AXIS_GUIDING, // near target
|
AXIS_GUIDING, // near target
|
||||||
|
|||||||
29
ssii.c
29
ssii.c
@@ -45,27 +45,35 @@ uint16_t SScalcChecksum(uint8_t *buf, int len){
|
|||||||
}
|
}
|
||||||
|
|
||||||
// Next three functions runs under locked mountdata_t mutex and shouldn't call locked it again!!
|
// Next three functions runs under locked mountdata_t mutex and shouldn't call locked it again!!
|
||||||
static void chkstopstat(int32_t *prev, int32_t cur, int *nstopped, axis_status_t *stat){
|
static axis_status_t chkstopstat(int32_t *prev, int32_t cur, int *nstopped, axis_status_t stat){
|
||||||
if(*prev == INT32_MAX){
|
if(*prev == INT32_MAX){
|
||||||
*stat = AXIS_STOPPED;
|
stat = AXIS_STOPPED;
|
||||||
DBG("START");
|
DBG("START");
|
||||||
}else if(*stat != AXIS_STOPPED){
|
}else if(stat == AXIS_GONNASTOP){ // check stop
|
||||||
if(*prev == cur && ++(*nstopped) > MOTOR_STOPPED_CNT){
|
if(*prev == cur){
|
||||||
*stat = AXIS_STOPPED;
|
if(++(*nstopped) > MOTOR_STOPPED_CNT){
|
||||||
DBG("AXIS stopped");
|
stat = AXIS_STOPPED;
|
||||||
}
|
DBG("AXIS stopped");
|
||||||
|
}
|
||||||
|
}else *nstopped = 0;
|
||||||
}else if(*prev != cur){
|
}else if(*prev != cur){
|
||||||
DBG("AXIS moving");
|
DBG("AXIS moving");
|
||||||
*nstopped = 0;
|
*nstopped = 0;
|
||||||
}
|
}
|
||||||
*prev = cur;
|
*prev = cur;
|
||||||
|
return stat;
|
||||||
}
|
}
|
||||||
// check for stopped/pointing states
|
// check for stopped/pointing states
|
||||||
static void ChkStopped(const SSstat *s, mountdata_t *m){
|
static void ChkStopped(const SSstat *s, mountdata_t *m){
|
||||||
static int32_t Xmot_prev = INT32_MAX, Ymot_prev = INT32_MAX; // previous coordinates
|
static int32_t Xmot_prev = INT32_MAX, Ymot_prev = INT32_MAX; // previous coordinates
|
||||||
static int Xnstopped = 0, Ynstopped = 0; // counters to get STOPPED state
|
static int Xnstopped = 0, Ynstopped = 0; // counters to get STOPPED state
|
||||||
chkstopstat(&Xmot_prev, s->Xmot, &Xnstopped, &m->Xstate);
|
axis_status_t Xstat, Ystat;
|
||||||
chkstopstat(&Ymot_prev, s->Ymot, &Ynstopped, &m->Ystate);
|
Xstat = chkstopstat(&Xmot_prev, s->Xmot, &Xnstopped, m->Xstate);
|
||||||
|
Ystat = chkstopstat(&Ymot_prev, s->Ymot, &Ynstopped, m->Ystate);
|
||||||
|
if(Xstat != m->Xstate || Ystat != m->Ystate){
|
||||||
|
DBG("Status changed");
|
||||||
|
setStat(Xstat, Ystat);
|
||||||
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
/**
|
/**
|
||||||
@@ -170,14 +178,17 @@ int SSsetterI(const char *cmd, int32_t ival){
|
|||||||
}
|
}
|
||||||
|
|
||||||
int SSstop(int emerg){
|
int SSstop(int emerg){
|
||||||
|
FNAME();
|
||||||
int i = 0;
|
int i = 0;
|
||||||
const char *cmdx = (emerg) ? CMD_EMSTOPX : CMD_STOPX;
|
const char *cmdx = (emerg) ? CMD_EMSTOPX : CMD_STOPX;
|
||||||
const char *cmdy = (emerg) ? CMD_EMSTOPY : CMD_STOPY;
|
const char *cmdy = (emerg) ? CMD_EMSTOPY : CMD_STOPY;
|
||||||
|
setStat(AXIS_GONNASTOP, AXIS_GONNASTOP);
|
||||||
for(; i < 10; ++i){
|
for(; i < 10; ++i){
|
||||||
if(!SStextcmd(cmdx, NULL)) continue;
|
if(!SStextcmd(cmdx, NULL)) continue;
|
||||||
if(SStextcmd(cmdy, NULL)) break;
|
if(SStextcmd(cmdy, NULL)) break;
|
||||||
}
|
}
|
||||||
if(i == 10) return FALSE;
|
if(i == 10) return FALSE;
|
||||||
|
DBG("Stopped");
|
||||||
return TRUE;
|
return TRUE;
|
||||||
}
|
}
|
||||||
|
|
||||||
|
|||||||
Reference in New Issue
Block a user