Totale script, 2 rotationele joints met middelpunt van swiffer als end-effector die verticaal en horizontaal wordt bestuurd middels EMG-signalen. Automatische kalibratie, boundaries tegen singularity en kapotbreken robot.
Dependencies: HIDScope MODSERIAL QEI biquadFilter mbed
Fork of EMG_controlled_Inv_Kin_PID_Control by
main.cpp
- Committer:
- willem_hoitzing
- Date:
- 2016-11-08
- Revision:
- 7:601703415d80
- Parent:
- 6:ee20fc281e9d
File content as of revision 7:601703415d80:
#include "stdio.h" #include "math.h" #include "mbed.h" #include "QEI.h" #include "MODSERIAL.h" #include "BiQuad.h" #include "HIDScope.h" MODSERIAL pc(USBTX, USBRX); // DEFINE MOTOR + ENCODER QEI wheel_M1 (D13, D12, NC, 32); QEI wheel_M2 (D10, D11, NC, 32); PwmOut pwm_M1 (D6); PwmOut pwm_M2 (D5); DigitalOut dir_M1 (D7); DigitalOut dir_M2 (D4); // DEFINE EMG INPUTS + OUTPUTS + FILTERS AnalogIn emgB(A0); // BICEPS AnalogIn emgT(A1); // TRICEPS AnalogIn emgS(A2); // SWITCH (other biceps?) HIDScope scope(6); BiQuadChain filter1b; BiQuadChain filter2b; BiQuadChain filter1t; BiQuadChain filter2t; BiQuadChain filter1s; BiQuadChain filter2s; // BICEPS FILTER BiQuad bq1b(8.5977e-01, -1.7195e+00, 8.5977e-01, -1.7347e+00, 7.6601e-01); // Notch + HP BiQuad bq2b(1.0000e+00, -1.6182e+00, 1.0000e+00, -1.5933e+00, 9.8217e-01); // Notch + HP BiQuad bq3b(1.0000e+00, -1.6182e+00, 1.0000e+00, -1.6143e+00 , 9.8260e-01); // Notch + HP BiQuad bq4b(3.4604e-04, 6.9208e-04, 3.4604e-04, -1.9467e+00, 9.4808e-01); // LP // TRICEPS FILTER BiQuad bq1t(8.5977e-01, -1.7195e+00, 8.5977e-01, -1.7347e+00, 7.6601e-01); // Notch + HP BiQuad bq2t(1.0000e+00, -1.6182e+00, 1.0000e+00, -1.5933e+00, 9.8217e-01); // Notch + HP BiQuad bq3t(1.0000e+00, -1.6182e+00, 1.0000e+00, -1.6143e+00 , 9.8260e-01); // Notch + HP BiQuad bq4t(3.4604e-04, 6.9208e-04, 3.4604e-04, -1.9467e+00, 9.4808e-01); // LP // SWITCH FILTER BiQuad bq1s(8.5977e-01, -1.7195e+00, 8.5977e-01, -1.7347e+00, 7.6601e-01); // Notch + HP BiQuad bq2s(1.0000e+00, -1.6182e+00, 1.0000e+00, -1.5933e+00, 9.8217e-01); // Notch + HP BiQuad bq3s(1.0000e+00, -1.6182e+00, 1.0000e+00, -1.6143e+00 , 9.8260e-01); // Notch + HP BiQuad bq4s(3.4604e-04, 6.9208e-04, 3.4604e-04, -1.9467e+00, 9.4808e-01); // LP // DEFINE LEDS FOR DigitalOut ledg (LED_GREEN); DigitalOut ledr (LED_RED); DigitalOut ledb (LED_BLUE); InterruptIn knop_biceps(SW2); InterruptIn knop_triceps(SW3); InterruptIn knop_switch(D9); InterruptIn knop_calibrate(PTC12); // DEFINE TICKERS Ticker emgticker; Ticker printer_ticker; Ticker end_calibration_biceps_ticker; Ticker end_calibration_triceps_ticker; Ticker end_calibration_switch_ticker; Ticker PIDcontrol; Ticker switch_activate_ticker; Ticker update_ref_ticker; // DEFINE PARAMETERS/VARIABLES/BOOLEANS-->STATES volatile double bEMG_max = 0; volatile double tEMG_max = 0; volatile double sEMG_max = 0; const double percentage_threshold_biceps = 0.09/0.171536; // 0.171536 is max EMG value const double percentage_threshold_triceps = 0.08/0.203654; // 0.203654 is max EMG value const double percentage_threshold_switch = 0.08/0.171536; // copied, lower for safety of STOP function volatile double threshold_biceps = 0; volatile double threshold_triceps = 0; volatile double threshold_switch = 0; volatile bool calibrate_biceps = false; volatile bool calibrate_triceps = false; volatile bool calibrate_switch = false; volatile bool calibration_finished = false; volatile int n = 0; const double pi = 3.14159265359; volatile double q1 = 0; volatile double q2 = 0; const double l1 = 0.3626; //m const double l2 = 0.435; //m volatile double J_1; volatile double J_2; volatile double J_3; volatile double J_4; volatile double q1_v; volatile double q2_v; volatile double q1_ref = 0; volatile double q2_ref = 0; volatile double q1_ref_prev = 0; volatile double q2_ref_prev = 0; volatile double q1_error = 0; volatile double q2_error = 0; volatile double q1_error_prev = 0; volatile double q2_error_prev = 0; volatile double q1DerivativeError = 0; volatile double q2DerivativeError = 0; volatile double q1IntError = 0; volatile double q2IntError = 0; volatile double q1_total_error= 0; volatile double q2_total_error= 0; double ctrlOutput_M1 = 0; double ctrlOutput_M2 = 0; volatile double vx; volatile double vy; volatile bool translatie_richting = true; // true is vertical, false is horizontal const double TS = 0.009; // sample time, 111 Hz const double MotorGain_M1 = 4.3; // at pwm = 1 (free) motor rotates with 4.3 rad/s -> measured const double MotorGain_M2 = 4.7; // measured volatile bool go_flag_printer = false; volatile bool go_flag_controller = false; volatile bool go_flag_emgsample = false; volatile bool go_flag_update_ref = false; volatile bool PID_ticker_active = false; volatile bool switch_active = true; void flag_printer() { go_flag_printer = true; } void printer() { pc.printf("vx = %f \tvy = %f \tq1_r = %f \tq2_r = %f \tq1 = %f \tq2 = %f \tq1_v = %f \tq2_v = %f\n\r",vx,vy,q1_ref,q2_ref,q1,q2,q1_v,q2_v); } void end_calibration_biceps() { ledr = 1; calibrate_biceps = false; end_calibration_biceps_ticker.detach(); } void end_calibration_triceps() { ledb = 1; calibrate_triceps = false; end_calibration_triceps_ticker.detach(); } void end_calibration_switch() { ledg = 1; calibrate_switch = false; end_calibration_switch_ticker.detach(); calibration_finished = true; } void start_calibration() { calibration_finished = false; n++; if (n == 1) { ledr = 0; bEMG_max = 0; calibrate_biceps = true; end_calibration_biceps_ticker.attach(&end_calibration_biceps, 10); } if (n == 2) { ledb = 0; tEMG_max = 0; calibrate_triceps = true; end_calibration_triceps_ticker.attach(&end_calibration_triceps, 10); } if (n == 3) { ledg = 0; sEMG_max = 0; calibrate_switch = true; end_calibration_switch_ticker.attach(&end_calibration_switch, 5); n = 0; // reset for next calibration } } void flag_controller() { go_flag_controller = true; } void begin_hoeken() { wait(1.5); // wait for arms to have finished moving q1_ref = wheel_M1.getPulses()/(1334.355/2); q2_ref = wheel_M2.getPulses()/(1334.355/2); PID_ticker_active = true; } void initialize() { dir_M1 = 0; //ccw dir_M2 = 1; //cw while ( (q1 < 20*2*pi/360) || (q2 > -45*2*pi/360) ) { q1 = wheel_M1.getPulses()/(1334.355/2); q2 = wheel_M2.getPulses()/(1334.355/2); if (q1 < 20*2*pi/360) { pwm_M1 = 0.05; } else { pwm_M1 = 0; } if (q2 > -45*2*pi/360) { pwm_M2 = 0.06; } else { pwm_M2 = 0; } wait(0.005f); } pwm_M1 = 0; pwm_M2 = 0; begin_hoeken(); } void biceps() { q1_ref_prev = 0; q2_ref_prev = 0; q1IntError = 0; q2IntError = 0; q1_error_prev = 0; q2_error_prev = 0; if (translatie_richting == true) { // vertical / up vx = 0; vy = 0.1; } else { // horizontal / right vx = 0.1; vy = 0; } } void triceps() { q1_ref_prev = 0; q2_ref_prev = 0; q1IntError = 0; q2IntError = 0; q1_error_prev = 0; q2_error_prev = 0; if (translatie_richting == true) { // vertical / down vx = 0; vy = -0.1; } else { // horizontal / left vx = -0.1; vy = 0; } } void switcher() { if ( (vx == 0) && (vy == 0) && (translatie_richting == true) ) { translatie_richting = false; } else if ( (vx == 0) && (vy == 0) && (translatie_richting == false) ) { translatie_richting = true; } else { vx = 0; vy = 0; q1_ref = q1; q2_ref = q2; q1_error = 0; q2_error = 0; q1IntError = 0; q2IntError = 0; q1_error_prev = 0; q2_error_prev = 0; q1_total_error = 0; q2_total_error = 0; } if (translatie_richting == 1) { ledr = 1; // blue - vertical ledg = 1; ledb = 0; } else { ledr = 0; // red - horizontal ledg = 1; ledb = 1; } } void switch_activate() { switch_active = true; } void flag_emgsample() { go_flag_emgsample = true; } void emgsample() { double bEMG_raw = emgB.read(); double bEMG_HPfilt = filter1b.step( bEMG_raw ); double bEMG_rect = abs(bEMG_HPfilt); double bEMG_filt = filter2b.step(bEMG_rect); double tEMG_raw = emgT.read(); double tEMG_HPfilt = filter1t.step( tEMG_raw ); double tEMG_rect = abs(tEMG_HPfilt); double tEMG_filt = filter2t.step(tEMG_rect); double sEMG_raw = emgS.read(); double sEMG_HPfilt = filter1s.step( sEMG_raw ); double sEMG_rect = abs(sEMG_HPfilt); double sEMG_filt = filter2s.step(sEMG_rect); if ((bEMG_filt > bEMG_max) && (calibrate_biceps == true) ) { bEMG_max = bEMG_filt; threshold_biceps = bEMG_max*percentage_threshold_biceps; } if ((tEMG_filt > tEMG_max) && (calibrate_triceps == true) ) { tEMG_max = tEMG_filt; threshold_triceps = tEMG_max*percentage_threshold_triceps; } if ((sEMG_filt > sEMG_max) && (calibrate_switch == true) ) { sEMG_max = sEMG_filt; threshold_switch = sEMG_max*percentage_threshold_switch; } scope.set(0, bEMG_filt); scope.set(1, tEMG_filt); scope.set(2, sEMG_filt); scope.set(3, threshold_biceps); scope.set(4, threshold_triceps); scope.set(5, threshold_switch); scope.send(); // motor control, carry out only when calibration is finished if ( calibration_finished == true ) { if (sEMG_filt > threshold_switch) { if (switch_active == true) { switcher(); switch_active = false; switch_activate_ticker.attach(&switch_activate, 0.5f); } } else if (tEMG_filt > threshold_triceps) { triceps(); } else if (bEMG_filt > threshold_biceps) { biceps(); } } } void flag_update_ref() { go_flag_update_ref = true; } void update_ref() { q1 = wheel_M1.getPulses() / (1334.355/2); // rad q2 = wheel_M2.getPulses() / (1334.355/2); // rad J_1 = -(l2*sin(q1 + q2))/(l2*sin(q1 + q2)*(l2*cos(q1 + q2) + l1*cos(q1)) - l2*cos(q1 + q2)*(l2*sin(q1 + q2) + l1*sin(q1))); J_2 = (l2*cos(q1 + q2))/(l2*sin(q1 + q2)*(l2*cos(q1 + q2) + l1*cos(q1)) - l2*cos(q1 + q2)*(l2*sin(q1 + q2) + l1*sin(q1))); J_3 = (l2*sin(q1 + q2) + l1*sin(q1))/(l2*sin(q1 + q2)*(l2*cos(q1 + q2) + l1*cos(q1)) - l2*cos(q1 + q2)*(l2*sin(q1 + q2) + l1*sin(q1))); J_4 = -(l2*cos(q1 + q2) + l1*cos(q1))/(l2*sin(q1 + q2)*(l2*cos(q1 + q2) + l1*cos(q1)) - l2*cos(q1 + q2)*(l2*sin(q1 + q2) + l1*sin(q1))); q1_v = J_1 * vx + J_2 * vy; q2_v = J_3 * vx + J_4 * vy; if ( (q1 > (135*2*pi/360)) && (q1_v > 0 ) ) { q1_v = 0; q2_v = 0; q1_ref = q1; q2_ref = q2; q1IntError = 0; q2IntError = 0; q1_error_prev = 0; q2_error_prev = 0; pc.printf("BOUNDARY 1\n\r"); } else if ( (q1 < -(135*2*pi/360)) && (q1_v < 0) ) { q1_v = 0; q2_v = 0; q1_ref = q1; q2_ref = q2; q1IntError = 0; q2IntError = 0; q1_error_prev = 0; q2_error_prev = 0; pc.printf("BOUNDARY 2\n\r"); } else if ( (q2 < (-2.6)) && (q2_v < 0) ) { // werkelijke max -2.672452 q1_v = 0; q2_v = 0; q1_ref = q1; q2_ref = q2; q1IntError = 0; q2IntError = 0; q1_error_prev = 0; q2_error_prev = 0; pc.printf("BOUNDARY 3\n\r"); } else if ( (q2 >= -0.05) && (q2_v > 0)) { vx = 0; vy = 0; q1_ref = q1; q2_ref = -0.05; q1_v = 0; q2_v = 0; q1_error = 0; q2_error = 0; q1IntError = 0; q2IntError = 0; q1_error_prev = 0; q2_error_prev = 0; q1_total_error = 0; q2_total_error = 0; pc.printf("BOUNDARY 4\n\r"); } if ( q2 == 0 ) { vx = 0; vy = 0; q1_v = 0; q2_v = 0; q1_ref = q1; q2_ref = -0.05; q1IntError = 0; q2IntError = 0; q1_error_prev = 0; q2_error_prev = 0; pc.printf("BOUNDARY 5\n\r"); //update_ref_ticker.detach(); } double q_v_max = 2; // Boundary making sure the robot doesn't spin out of control if (q1_v > q_v_max) { q1_v = q_v_max; } else if (q1_v < -q_v_max) { q1_v = -q_v_max; } if (q2_v > q_v_max) { q2_v = q_v_max; } else if (q2_v < -q_v_max) { q2_v = -q_v_max; } q1_ref_prev = q1_ref; q2_ref_prev = q2_ref; q1_ref = q1_ref_prev + q1_v*TS; q2_ref = q2_ref_prev + q2_v*TS; } void PID(double q1,double q1_ref,double q2,double q2_ref,double TS,double &ctrlOutput_M1, double &ctrlOutput_M2) { // linear feedback control q1_error = q1_ref - q1; // proportional angular error in radians q2_error = q2_ref - q2; // proportional angular error in radians double Kp = 20; q1IntError = q1IntError + q1_error*TS; // integrated error in radians q2IntError = q2IntError + q2_error*TS; // integrated error in radians double Ki = 2; q1DerivativeError = (q1_error - q1_error_prev)/TS; // derivative of error in radians q2DerivativeError = (q2_error - q2_error_prev)/TS; // derivative of error in radians double Kd = 0; q1_total_error = (q1_error * Kp) + (q1IntError * Ki) + (q1DerivativeError * Kd); //total controller output = motor input q2_total_error = (q2_error * Kp) + (q2IntError * Ki) + (q2DerivativeError * Kd); //total controller output = motor input ctrlOutput_M1 = q1_total_error/MotorGain_M1; ctrlOutput_M2 = q2_total_error/MotorGain_M2; q1_error_prev = q1_error; q2_error_prev = q2_error; } void controller() { PID(q1,q1_ref,q2,q2_ref,TS,ctrlOutput_M1,ctrlOutput_M2); if (ctrlOutput_M1 < 0) { dir_M1 = 1; } else { dir_M1 = 0; } pwm_M1 = abs(ctrlOutput_M1); if (pwm_M1 <= 0) { pwm_M1 = 0; } else { pwm_M1 = pwm_M1 + 0.05; } if (ctrlOutput_M2 < 0) { dir_M2 = 1; } else { dir_M2 = 0; } pwm_M2 = abs(ctrlOutput_M2); if (pwm_M2 <= 0) { pwm_M2 = 0; } else { pwm_M2 = pwm_M2 + 0.05; } } int main() { ledr = 1; ledg = 1; ledb = 1; pc.baud(115200); wheel_M1.reset(); wheel_M2.reset(); filter1b.add(&bq1b).add(&bq2b).add(&bq3b); filter2b.add(&bq4b); filter1t.add(&bq1t).add(&bq2t).add(&bq3t); filter2t.add(&bq4t); filter1s.add(&bq1s).add(&bq2s).add(&bq3s); filter2s.add(&bq4s); knop_biceps.rise(&biceps); knop_triceps.rise(&triceps); knop_switch.rise(&switcher); knop_calibrate.rise(&start_calibration); // initialize -> begin positions to escape singularity initialize(); // flag functions/tickers emgticker.attach(&emgsample, 0.002f); // 500 Hz --> moet kloppen met frequentie gebruikt voor filter coefficienten printer_ticker.attach(&flag_printer, TS); update_ref_ticker.attach(&flag_update_ref, TS); if (PID_ticker_active == true) { PIDcontrol.attach(&flag_controller, TS); } while(1) { // sample EMG if (go_flag_emgsample == true) { go_flag_emgsample = false; emgsample(); } // print variables v, q, q_ref, q_v if (go_flag_printer == true) { go_flag_printer = false; printer(); } // update joint positions/velocities if (go_flag_update_ref == true) { go_flag_update_ref = false; update_ref(); } // controller M1+M2 if (go_flag_controller == true) { go_flag_controller = false; controller(); } } }