Code om 4 EMG te filteren, thresholds te zetten met kalibratie en met putty te kijken of die thresholds overschreden worden
Dependencies: MovingAverage mbed biquadFilter MODSERIAL
Diff: main.cpp
- Revision:
- 0:c9891e1c62f0
- Child:
- 1:ecd6dc3c839b
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/main.cpp Tue Apr 16 11:03:47 2019 +0000 @@ -0,0 +1,348 @@ +#include "mbed.h" +#include "BiQuad.h" +#include "MODSERIAL.h" +#include <iostream> +#include "MovingAverage.h" +#define NSAMPLE 100 + +DigitalOut led1(LED_GREEN); +DigitalOut led2(LED_RED); +DigitalOut led3(LED_BLUE); +MODSERIAL pc(USBTX, USBRX); + +//MovingAverage +MovingAverage <float>Movag_1(NSAMPLE,0.0); //Make Moving Average, Define NSAMPLE above +MovingAverage <float>Movag_2(NSAMPLE,0.0); //Make Moving Average, Define NSAMPLE above +MovingAverage <float>Movag_3(NSAMPLE,0.0); //Make Moving Average, Define NSAMPLE above +MovingAverage <float>Movag_4(NSAMPLE,0.0); //Make Moving Average, Define NSAMPLE above + +//EMG tickers, these tickers are called in the mainscript with fsample 500Hz, also sends to HIDscope with same fsample +Ticker sample_ticker; //ticker for filtering pref. with 1000Hz, define in tick.attach +Ticker threshold_check_ticker; +Timer t; //timer try out for Astrid +Timer timer_calibration; //timer for EMG calibration + +//Input +AnalogIn emg1( A1 ); +AnalogIn emg2( A2 ); +AnalogIn emg3( A3 ); +AnalogIn emg4( A4 ); + +// GLOBALS EMG +//Filtered EMG signals from the end of the chains +volatile double emg1_filtered, emg2_filtered, emg3_filtered, emg4_filtered; +int i = 0; + +//Define doubles for calibration and ticker +double ts = 0.001; //tijdsstap +double calibration_time = 55; //time EMG calibration should take + +volatile double temp_highest_emg1 = 0; //highest detected value right biceps +volatile double temp_highest_emg2 = 0; +volatile double temp_highest_emg3 = 0; +volatile double temp_highest_emg4 = 0; + +//Doubles for calculation threshold +double duim_p_t = 0.4; //set threshold at percentage of highest value +double bicep_p_t = 0.4; // +double tricep_p_t = 0.4; //set threshold at percentage of highest value +double onderarm_p_t = 0.4; + +volatile double threshold1; +volatile double threshold2; +volatile double threshold3; +volatile double threshold4; + +// thresholdreads bools +int Duim; +int Bicep; +int Tricep; +int Onderarm; + +// EMG OUTPUT +int EMGxplus; +int EMGxmin ; +int EMGyplus; +int EMGymin ; + + +//EMG1!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! +//Highpass +BiQuadChain highp1; +BiQuad highp1_1( 9.21171e-01, -1.84234e+00, 9.21171e-01, -1.88661e+00, 8.90340e-01 ); +BiQuad highp1_2( 1.00000e+00, -2.00000e+00, 1.00000e+00, -1.94922e+00, 9.53070e-01 ); + +//Notch +BiQuadChain notch1; +BiQuad notch1_1( 9.56543e-01, -1.82035e+00, 9.56543e-01, -1.84459e+00, 9.53626e-01 ); +BiQuad notch1_2( 1.00000e+00, -1.90305e+00, 1.00000e+00, -1.87702e+00, 9.59471e-01 ); + +//Lowpass 4th order cutoff 3Hz +BiQuadChain lowp1; +BiQuad lowp1_1( 7.69910e-09, 1.53982e-08, 7.69910e-09, -1.96542e+00, 9.65769e-01 ); +BiQuad lowp1_2( 1.00000e+00, 2.00000e+00, 1.00000e+00, -1.98532e+00, 9.85677e-01 ); + +//EMG2!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! +//Highpass +BiQuadChain highp2; +BiQuad highp2_1( 9.21171e-01, -1.84234e+00, 9.21171e-01, -1.88661e+00, 8.90340e-01 ); +BiQuad highp2_2( 1.00000e+00, -2.00000e+00, 1.00000e+00, -1.94922e+00, 9.53070e-01 ); + +//Notch +BiQuadChain notch2; +BiQuad notch2_1( 9.56543e-01, -1.82035e+00, 9.56543e-01, -1.84459e+00, 9.53626e-01 ); +BiQuad notch2_2( 1.00000e+00, -1.90305e+00, 1.00000e+00, -1.87702e+00, 9.59471e-01 ); + +//Lowpass 4th order cutoff 3Hz +BiQuadChain lowp2; +BiQuad lowp2_1( 7.69910e-09, 1.53982e-08, 7.69910e-09, -1.96542e+00, 9.65769e-01 ); +BiQuad lowp2_2( 1.00000e+00, 2.00000e+00, 1.00000e+00, -1.98532e+00, 9.85677e-01 ); + +//EMG3!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! +//Highpass +BiQuadChain highp3; +BiQuad highp3_1( 9.21171e-01, -1.84234e+00, 9.21171e-01, -1.88661e+00, 8.90340e-01 ); +BiQuad highp3_2( 1.00000e+00, -2.00000e+00, 1.00000e+00, -1.94922e+00, 9.53070e-01 ); + +//Notch +BiQuadChain notch3; +BiQuad notch3_1( 9.56543e-01, -1.82035e+00, 9.56543e-01, -1.84459e+00, 9.53626e-01 ); +BiQuad notch3_2( 1.00000e+00, -1.90305e+00, 1.00000e+00, -1.87702e+00, 9.59471e-01 ); + +//Lowpass 4th order cutoff 3Hz +BiQuadChain lowp3; +BiQuad lowp3_1( 7.69910e-09, 1.53982e-08, 7.69910e-09, -1.96542e+00, 9.65769e-01 ); +BiQuad lowp3_2( 1.00000e+00, 2.00000e+00, 1.00000e+00, -1.98532e+00, 9.85677e-01 ); + +//EMG4!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! +//Highpass +BiQuadChain highp4; +BiQuad highp4_1( 9.21171e-01, -1.84234e+00, 9.21171e-01, -1.88661e+00, 8.90340e-01 ); +BiQuad highp4_2( 1.00000e+00, -2.00000e+00, 1.00000e+00, -1.94922e+00, 9.53070e-01 ); + +//Notch +BiQuadChain notch4; +BiQuad notch4_1( 9.56543e-01, -1.82035e+00, 9.56543e-01, -1.84459e+00, 9.53626e-01 ); +BiQuad notch4_2( 1.00000e+00, -1.90305e+00, 1.00000e+00, -1.87702e+00, 9.59471e-01 ); + +//Lowpass 4th order cutoff 3Hz +BiQuadChain lowp4; +BiQuad lowp4_1( 7.69910e-09, 1.53982e-08, 7.69910e-09, -1.96542e+00, 9.65769e-01 ); +BiQuad lowp4_2( 1.00000e+00, 2.00000e+00, 1.00000e+00, -1.98532e+00, 9.85677e-01 ); + +// ~~~~~~~~~~~~~~~~~~~EMG FUNCTIONS~~~~~~~~~~~~~~~~~~ +void emgsample() +{ + + //All EMG signal through Highpass + double emgread1 = emg1.read(); + double emgread2 = emg2.read(); + double emgread3 = emg3.read(); + double emgread4 = emg4.read(); + + double emg1_highpassed = highp1.step(emgread1); + double emg2_highpassed = highp2.step(emgread2); + double emg3_highpassed = highp3.step(emgread3); + double emg4_highpassed = highp4.step(emgread4); + + //All EMG highpassed through Notch + double emg1_notched = notch1.step(emg1_highpassed); + double emg2_notched = notch2.step(emg2_highpassed); + double emg3_notched = notch3.step(emg3_highpassed); + double emg4_notched = notch4.step(emg4_highpassed); + + //All EMG notched rectify + double emg1_abs = abs(emg1_notched); + double emg2_abs = abs(emg2_notched); + double emg3_abs = abs(emg3_notched); + double emg4_abs = abs(emg4_notched); + + //All EMG abs into lowpass + double emg1_lp = lowp1.step(emg1_abs); + double emg2_lp = lowp2.step(emg2_abs); + double emg3_lp = lowp3.step(emg3_abs); + double emg4_lp = lowp4.step(emg4_abs); + + Movag_1.Insert(emg1_lp); + Movag_2.Insert(emg2_lp); + Movag_3.Insert(emg3_lp); + Movag_4.Insert(emg4_lp); + + emg1_filtered = Movag_1.GetAverage(); + emg2_filtered = Movag_2.GetAverage(); + emg3_filtered = Movag_3.GetAverage(); + emg4_filtered = Movag_4.GetAverage(); + + + +} + +void CalibrationEMG() +{ + //static float samples = calibration_time/ts; + while(timer_calibration<37) { + if(timer_calibration>0 && timer_calibration<7) { + led1=!led1; + if(emg1_filtered>temp_highest_emg1) { + temp_highest_emg1= emg1_filtered; + pc.printf("Temp1 = %f \r\n",temp_highest_emg1); + } + } + if(timer_calibration>7 && timer_calibration<10) { + led1=0; + led2=0; + led3=0; + } + if(timer_calibration>10 && timer_calibration<17) { + led2=!led2; + if(emg2_filtered>temp_highest_emg2) { + temp_highest_emg2= emg2_filtered; + pc.printf("Temp2 = %f \r\n",temp_highest_emg2); + } + } + if(timer_calibration>17 && timer_calibration<20) { + led1=0; + led2=0; + led3=0; + } + if(timer_calibration>20 && timer_calibration<27) { + led3=!led3; + if(emg3_filtered>temp_highest_emg3) { + temp_highest_emg3= emg3_filtered; + pc.printf("Temp3 = %f \r\n",temp_highest_emg3); + } + } + if(timer_calibration>27 && timer_calibration<30) { + led1=0; + led2=0; + led3=0; + } + if(timer_calibration>30 && timer_calibration<37) { + led2=!led2; + led3=!led3; + if(emg4_filtered>temp_highest_emg4) { + temp_highest_emg4= emg4_filtered; + pc.printf("Temp4 = %f \r\n",temp_highest_emg4); + } + } + led1=1; + led2=1; + led3=1; + + + } + + pc.printf("Highest value Duim= %f \r\n", temp_highest_emg1); + pc.printf("Highest value Bicep= %f \r\n", temp_highest_emg2); + pc.printf("Highest value Tricep= %f \r\n", temp_highest_emg3); + pc.printf("Highest value Onderarm= %f \r\n", temp_highest_emg4); + + + threshold1 = temp_highest_emg1*duim_p_t; //Right Biceps + threshold2 = temp_highest_emg2*bicep_p_t; //Right Triceps + threshold3 = temp_highest_emg3*tricep_p_t; //Left Biceps + threshold4 = temp_highest_emg4*onderarm_p_t; //Left Triceps +} + +//Check if emg_filtered has reached their threshold +void threshold_check() +{ + + //EMG1 threshold check + if(emg1_filtered>threshold1) { + Duim = 1; + led1 = !led1; + } else { + Duim= 0; + } + //EMG2 threshold check + if(emg2_filtered>threshold2) { + Bicep = 1; + led2 = !led2; + } else { + Bicep= 0; + } + //EMG3 threshold check + if(emg3_filtered>threshold3) { + Tricep = 1; + led3 = !led3; + } else { + Tricep= 0; + } + //EMG4 threshold check + if(emg4_filtered>threshold4) { + Onderarm = 1; + led1 = !led1; + led2 = !led1; + led3 = !led1; + } else { + Onderarm= 0; + } + + + +} + + +Ticker sample_timer; + + + +void sample() +{ +pc.printf("Duim Right = %i\r\n", Duim); +pc.printf("Bicep Right = %i\r\n",Bicep); +pc.printf("tricep Left = %i\r\n", Tricep); +pc.printf("onderarm Left = %i\r\n", Onderarm); +wait(0.01); + + +} + +int main() +{ + sample_ticker.attach(&emgsample, ts); + pc.baud(115200); + + //BiQuad Chain add + highp1.add( &highp1_1 ).add( &highp1_2 ); + notch1.add( ¬ch1_1 ).add( ¬ch1_2 ); + lowp1.add( &lowp1_1 ).add(&lowp1_2); + + highp2.add( &highp2_1 ).add( &highp2_2 ); + notch2.add( ¬ch2_1 ).add( ¬ch2_2 ); + lowp2.add( &lowp2_1 ).add(&lowp2_2); + + highp3.add( &highp3_1 ).add( &highp3_2 ); + notch3.add( ¬ch3_1 ).add( ¬ch3_2 ); + lowp3.add( &lowp3_1 ).add(&lowp3_2); + + highp4.add( &highp4_1 ).add( &highp4_2 ); + notch4.add( ¬ch4_1 ).add( ¬ch4_2 ); + lowp4.add( &lowp4_1 ).add(&lowp4_2); + + + + temp_highest_emg1 = 0; //highest detected value right biceps + temp_highest_emg2 = 0; + temp_highest_emg3 = 0; + temp_highest_emg4 = 0; + + timer_calibration.reset(); + timer_calibration.start(); + + + CalibrationEMG(); + threshold_check_ticker.attach(threshold_check, 0.1); + sample_timer.attach(&sample, 0.1); + //sample_ticker.detach(); + timer_calibration.stop(); + + + + + /*empty loop, sample() is executed periodically*/ + while(1) { + wait(0.01); + } +} \ No newline at end of file