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Dependencies: mbed
GPA.cpp
- Committer:
- pmic
- Date:
- 2019-05-10
- Revision:
- 4:37df0f6a1bc3
File content as of revision 4:37df0f6a1bc3:
/*
GPA: Frequency point wise gain and phase analyser to measure the frequency respone function (FRF) of a dynamical system, based on the one point DFT
Hint: If the plant has a pole at zero, is unstable or weakly damped the measurement has to be perfomed
in closed loop (this is NOT tfestimate, the algorithm is based on the one point DFT).
Assumption: The system is and remains at the desired steady state of interest when the measurment starts
Instantiate option 0: ("Not a Jedi yet" users, for logarithmic equaly spaced frequency points)
GPA(float fMin, float fMax, int NfexcDes, float Aexc0, float Aexc1, float Ts)
fMin: Minimal desired frequency that should be measured in Hz
fMax: Maximal desired frequency that should be measured in Hz
NfexcDes: Number of logarithmic equaly spaced frequency points between fMin and fMax
Aexc0: Excitation amplitude at fMin
Aexc1: Excitation amplitude at fMax
Ts: Sampling time in sec
Default values are as follows:
int NperMin = 3;
int NmeasMin = (int)ceil(1.0f/Ts);
int NstartMin = (int)ceil(3.0f/Ts);
int NsweepMin = 0;
Instantiate option 1: ("Jedi or Sith Lord", for logarithmic equaly spaced frequency points)
GPA(float fMin, float fMax, int NfexcDes, int NperMin, int NmeasMin, float Ts, float Aexc0, float Aexc1, int NstartMin, int NsweepMin)
fMin: Minimal desired frequency that should be measured in Hz
fMax: Maximal desired frequency that should be measured in Hz
NfexcDes: Number of logarithmic equaly spaced frequency points
NperMin: Minimal number of periods that are used for each frequency point
NmeasMin: Minimal number of samples that are used for each frequency point
Ts: Sampling time in sec
Aexc0: Excitation amplitude at fMin
Aexc1: Excitation amplitude at fMax
NstartMin: Minimal number of samples to sweep to the first frequency point (can be equal 0)
NsweepMin: Minimal number of samples to sweep from freq. point to freq. point (can be equal 0)
Instantiate option 2: (for a second, refined frequency grid measurement)
GPA(float f0, float f1, float *fexcDes, int NfexcDes, int NperMin, int NmeasMin, float Ts, float Aexc0, float Aexc1, int NstartMin, int NsweepMin)
f0: Frequency point for the calculation of Aexc0 in Hz (should be chosen like in the first measurement)
f1: Frequency point for the calculation of Aexc1 in Hz (should be chosen like in the first measurement)
*fexcDes: Sorted frequency point array in Hz
NfexcDes: Length of fexcDes
For the other parameters see above.
Instantiate option 3: (for an arbitary but sorted frequency grid measurement)
GPA(float *fexcDes, int NfexcDes, int NperMin, int NmeasMin, float Ts, float Aexc0, float Aexc1, int NstartMin, int NsweepMin)
*fexcDes: Sorted frequency point array in Hz
Aexc0: Excitation amplitude at fexcDes[0]
Aexc1: Excitation amplitude at fexcDes[NfexcDes-1]
NfexcDes: Length of fexcDes
For the other parameters see above.
Note: The amplitude drops with 1/fexc, if you're using Axc1 = Aexc0/fMax then d/dt exc = const.,
this is recommended if your controller does not have a rolloff. If a desired frequency point
is not measured (could not be reached) try to increase Nmeas.
Block diagram:
w (const.) exc(2) C: controller
| | P: plant
v e v
exc(1) --> o ->| C |--->o------->| P |----------> out (y)
^ - | |
| --> inp (u) | exc (R): excitation signal
| | inp (U): input plant
-------------------------------- out (Y): output plant
Pseudo code for an open loop measurement:
- Measuring the plant P = Gyu = Gyr:
u = w + exc;
... write output u here! it follows exc(k+1) ...
exc = Wobble(exc, y);
Closed loop FRF calculus with a stabilizing controller C:
S = 1/(1 + C*P); % ( exc1 -> e , 1/(1 + C*P) ) contr. error rejection, robustness (1/max|S|)
T = 1 - S; % ( w -> y , C*P/(1 + C*P) ) tracking
CS = C*S; % ( exc1 -> u , C/(1 + C*P) ) disturbance plant output
PS = P*S; % ( exc2 -> y , P/(1 + C*P) ) disturbance plant input
Pseudo code for a closed loop measurement with stabilizing controller C:
Excitation at excitation input (1):
- Measuring the plant P = Gyu and the closed loop tf T = PC/(1 + PC) = Gyr:
u = C(w - y + exc);
... write output u here! it follows exc(k+1) ...
exc = Wobble(u, y);
Closed loop FRF calculus:
S = 1 - T;
PS = P*S;
CS = T/P;
C = C/S;
Excitation at excitation input (2):
- Measuring the plant P = Gyu and the closed loop tf PS = P/(1 + PC) = Gyr:
u = C(w - y) + exc;
... write output u here! it follows exc(k+1) ...
exc = Wobble(u, y);
Closed loop FRF calculus:
S = PS/P;
T = 1 - S;
CS = T/P;
C = C/S;
Usage:
exc(k+1) = myGPA(inp(k), out(k)) does update the internal states of the
gpa at the timestep k and returns the excitation signal for the timestep
k+1. The FRF data are plotted to a terminal (Putty) over a serial
connection and look as follows:
--------------------------------------------------------------------------------
fexc[Hz] |Gyu| deg(Gyu) |Gyr| deg(Gyr) |U| |Y| |R|
--------------------------------------------------------------------------------
5.0000e-02 1.001e+00 -0.309 1.001e+00 -0.309 4.000e-01 4.000e-01 4.005e-01
. . . . . . . .
. . . . . . . .
. . . . . . . .
In Matlab you can use the editor as follows:
data = [... insert measurement data here ...];
gyu = frd(data(:,2).*exp(1i*data(:,3)*pi/180), data(:,1), Ts, 'Units', 'Hz');
gyr = frd(data(:,4).*exp(1i*data(:,5)*pi/180), data(:,1), Ts, 'Units', 'Hz');
If you're evaluating more than one measurement which contain equal frequency points use:
data = [data1; data2];
[~, ind] = unique(data(:,1), 'stable');
data = data(ind,:);
Autor and Copyrigth: 2018 / 2019 / M.E. Peter
*/
#include "GPA.h"
#include "mbed.h"
#include "math.h"
#define pi 3.141592653589793
using namespace std;
// -----------------------------------------------------------------------------
// instantiate
// -----------------------------------------------------------------------------
GPA::GPA(float fMin, float fMax, int NfexcDes, float Aexc0, float Aexc1, float Ts)
{
int NperMin = 3;
int NmeasMin = (int)ceil(1.0f/Ts);
int NstartMin = (int)ceil(3.0f/Ts);
int NsweepMin = 0;
assignParameters(NfexcDes, NperMin, NmeasMin, (double)Ts, NstartMin, NsweepMin);
// calculate logarithmic spaced frequency points
fexcDes = (double*)malloc(NfexcDes*sizeof(double));
fexcDesLogspace((double)fMin, (double)fMax, NfexcDes);
calculateDecreasingAmplitudeCoefficients((double)Aexc0, (double)Aexc1);
initializeConstants((double)Ts);
assignFilterStorage();
reset();
}
GPA::GPA(float fMin, float fMax, int NfexcDes, int NperMin, int NmeasMin, float Ts, float Aexc0, float Aexc1, int NstartMin, int NsweepMin)
{
assignParameters(NfexcDes, NperMin, NmeasMin, (double)Ts, NstartMin, NsweepMin);
// calculate logarithmic spaced frequency points
fexcDes = (double*)malloc(NfexcDes*sizeof(double));
fexcDesLogspace((double)fMin, (double)fMax, NfexcDes);
calculateDecreasingAmplitudeCoefficients((double)Aexc0, (double)Aexc1);
initializeConstants((double)Ts);
assignFilterStorage();
reset();
}
GPA::GPA(float f0, float f1, float *fexcDes, int NfexcDes, int NperMin, int NmeasMin, float Ts, float Aexc0, float Aexc1, int NstartMin, int NsweepMin)
{
assignParameters(NfexcDes, NperMin, NmeasMin, (double)Ts, NstartMin, NsweepMin);
// convert fexcDes from float to double, it is assumed that it is sorted
this->fexcDes = (double*)malloc(NfexcDes*sizeof(double));
for(int i = 0; i < NfexcDes; i++) {
this->fexcDes[i] = (double)fexcDes[i];
}
calculateDecreasingAmplitudeCoefficients((double)Aexc0, (double)Aexc1);
initializeConstants((double)Ts);
assignFilterStorage();
reset();
}
GPA::GPA(float *fexcDes, int NfexcDes, int NperMin, int NmeasMin, float Ts, float Aexc0, float Aexc1, int NstartMin, int NsweepMin)
{
assignParameters(NfexcDes, NperMin, NmeasMin, (double)Ts, NstartMin, NsweepMin);
// convert fexcDes from float to double, it is assumed that it is sorted
this->fexcDes = (double*)malloc(NfexcDes*sizeof(double));
for(int i = 0; i < NfexcDes; i++) {
this->fexcDes[i] = (double)fexcDes[i];
}
calculateDecreasingAmplitudeCoefficients((double)Aexc0, (double)Aexc1);
initializeConstants((double)Ts);
assignFilterStorage();
reset();
}
// -----------------------------------------------------------------------------
// virtual and reset
// -----------------------------------------------------------------------------
GPA::~GPA() {}
void GPA::reset()
{
Nmeas = 0;
Nper = 0;
dfexc = 0.0;
fexc = 0.0;
fexcPast = 0.0;
i = 1; // iterating through desired frequency points
j = 1; // iterating through measurement points w.r.t. reachable frequency
scaleG = 0.0;
cr = 0.0;
ci = 0.0;
for(int i = 0; i < 3; i++) {
sU[i] = 0.0;
sY[i] = 0.0;
}
sinarg = 0.0;
NmeasTotal = 0;
Aexc = 0.0;
pi2Tsfexc = 0.0;
Nsweep = NstartMin;
bfexc = 0.0;
afexc = 0.0;
aAexc = 0.0;
bAexc = 0.0;
AexcOut = 0.0;
}
// -----------------------------------------------------------------------------
// update (operator)
// -----------------------------------------------------------------------------
float GPA::update(double inp, double out)
{
// a new frequency point has been reached
if(j == 1) {
// user info
if(i == 1) {
printLine();
printf(" fexc[Hz] |Gyu| deg(Gyu) |Gyr| deg(Gyr) |U| |Y| |R|\r\n");
printLine();
}
// get a new unique frequency point
while(fexc == fexcPast) {
// measurement finished
if(i > NfexcDes) {
return 0.0f;
}
calcGPAmeasPara(fexcDes[i - 1]);
// secure fexc is not higher or equal to nyquist frequency
if(fexc >= fnyq) {
fexc = fexcPast;
}
// no frequency found
if(fexc == fexcPast) {
i += 1;
} else {
Aexc = aAexcDes/fexc + bAexcDes;
pi2Tsfexc = pi2Ts*fexc;
}
}
// filter scaling
scaleG = 1.0/sqrt((double)Nmeas);
// filter coefficients
cr = cos(pi2Tsfexc);
ci = sin(pi2Tsfexc);
// set filter storage zero
for(int i = 0; i < 3; i++) {
sU[i] = 0.0;
sY[i] = 0.0;
}
// calculate the parameters for the frequency sweep from fexcPast to fexc
if(Nsweep > 0) calcGPAsweepPara();
}
// perfomre the sweep or measure
if(j <= Nsweep) {
dfexc = afexc*(double)j + bfexc;
AexcOut = aAexc*(double)j + bAexc;
} else {
dfexc = fexc;
AexcOut = Aexc;
// one point DFT filter step for signal su
sU[0] = scaleG*inp + 2.0*cr*sU[1] - sU[2];
sU[2] = sU[1];
sU[1] = sU[0];
// one point DFT filter step for signal sy
sY[0] = scaleG*out + 2.0*cr*sY[1] - sY[2];
sY[2] = sY[1];
sY[1] = sY[0];
}
// secure sinarg starts at 0 (numerically maybe not given)
if(j == 1 || j == Nsweep + 1) sinarg = 0.0;
// measurement of frequencypoint is finished
if(j == Nmeas + Nsweep) {
fexcPast = fexc;
AexcPast = Aexc;
Nsweep = NsweepMin;
// calculate the one point dft
double Ureal = 2.0*scaleG*(cr*sU[1] - sU[2]);
double Uimag = 2.0*scaleG*ci*sU[1];
double Yreal = 2.0*scaleG*(cr*sY[1] - sY[2]);
double Yimag = 2.0*scaleG*ci*sY[1];
// calculate magnitude and angle
float Umag = (float)(sqrt(Ureal*Ureal + Uimag*Uimag));
float Ymag = (float)(sqrt(Yreal*Yreal + Yimag*Yimag));
float absGyu = (float)(Ymag/Umag);
float angGyu = (float)wrapAngle(atan2(Yimag, Yreal) - atan2(Uimag, Ureal));
float absGyr = (float)(Ymag/Aexc);
float angGyr = (float)wrapAngle(atan2(Yimag, Yreal) + piDiv2);
// user info
printf("%11.4e %9.3e %8.3f %9.3e %8.3f %9.3e %9.3e %9.3e\r\n", (float)fexc, absGyu, angGyu*rad2deg, absGyr, angGyr*rad2deg, Umag, Ymag, (float)Aexc);
i += 1;
j = 1;
} else {
j += 1;
}
// calculate the excitation
sinarg = fmod(sinarg + pi2Ts*dfexc, pi2);
NmeasTotal += 1;
return (float)(AexcOut*sin(sinarg));
}
// -----------------------------------------------------------------------------
// private functions
// -----------------------------------------------------------------------------
void GPA::assignParameters(int NfexcDes, int NperMin, int NmeasMin, double Ts, int NstartMin, int NsweepMin)
{
this->NfexcDes = NfexcDes;
this->NperMin = NperMin;
this->NmeasMin = NmeasMin;
this->Ts = Ts;
this->NstartMin = NstartMin;
this->NsweepMin = NsweepMin;
}
void GPA::calculateDecreasingAmplitudeCoefficients(double Aexc0, double Aexc1)
{
// calculate coefficients for decreasing amplitude (1/fexc)
this->aAexcDes = (Aexc1 - Aexc0)/(1.0/fexcDes[NfexcDes-1] - 1.0/fexcDes[0]);
this->bAexcDes = Aexc0 - aAexcDes/fexcDes[0];
}
void GPA::initializeConstants(double Ts)
{
fnyq = 1.0/2.0/Ts;
pi2 = 2.0*pi;
pi2Ts = pi2*Ts;
piDiv2 = pi/2.0;
rad2deg = 180.0f/(float)pi;
}
void GPA::assignFilterStorage()
{
sU = (double*)malloc(3*sizeof(double));
sY = (double*)malloc(3*sizeof(double));
}
void GPA::fexcDesLogspace(double fMin, double fMax, int NfexcDes)
{
// calculate logarithmic spaced frequency points
double Gain = log10(fMax/fMin)/((double)NfexcDes - 1.0);
double expon = 0.0;
for(int i = 0; i < NfexcDes; i++) {
fexcDes[i] = fMin*pow(10.0, expon);
expon += Gain;
}
}
void GPA::calcGPAmeasPara(double fexcDes_i)
{
// Nmeas has to be an integer
Nper = NperMin;
Nmeas = (int)floor((double)Nper/fexcDes_i/Ts + 0.5);
// secure that the minimal number of measurements is fullfilled
int Ndelta = NmeasMin - Nmeas;
if(Ndelta > 0) {
Nper = (int)ceil((double)NmeasMin*fexcDes_i*Ts);
Nmeas = (int)floor((double)Nper/fexcDes_i/Ts + 0.5);
}
// evaluating reachable frequency
fexc = (double)Nper/(double)Nmeas/Ts;
}
void GPA::calcGPAsweepPara()
{
// calculate linear frequency sweep parameters
double ksta = ceil(Ts*(double)Nsweep/2.0*(fexc + fexcPast));
Nsweep = (int)floor(2.0*ksta/Ts/(fexc + fexcPast) + 0.5);
bfexc = 2.0*ksta/Ts/(double)Nsweep - fexc;
afexc = (fexc - bfexc)/((double)Nsweep + 1.0);
aAexc = (Aexc - AexcPast)/((double)Nsweep + 1.0);
bAexc = AexcPast;
}
double GPA::wrapAngle(double angle)
{
// wrap angle from (-2pi,2pi) into (-pi,pi)
if(abs(angle) > pi) angle -= copysign(-pi2, angle); // -1*sign(angle)*2*pi + angle;
return angle;
}
void GPA::printLine()
{
printf("--------------------------------------------------------------------------------\r\n");
}
void GPA::printLongLine()
{
printf("-------------------------------------------------------------------------------------------------------\r\n");
}
// -----------------------------------------------------------------------------
// public functions
// -----------------------------------------------------------------------------
void GPA::printGPAfexcDes()
{
printLine();
for(int i = 0; i < NfexcDes; i++) {
printf("%9.4f\r\n", (float)fexcDes[i]);
}
}
void GPA::printGPAmeasPara()
{
printLine();
printf(" fexcDes[Hz] fexc[Hz] Aexc Nmeas Nper Nsweep\r\n");
printLine();
for(int i = 0; i < NfexcDes; i++) {
calcGPAmeasPara(fexcDes[i]);
if(fexc == fexcPast || fexc >= fnyq) {
fexc = 0.0;
Aexc = 0.0;
Nmeas = 0;
Nper = 0;
Nsweep = 0;
afexc = 0.0;
bfexc = 0.0;
aAexc = 0.0;
bAexc = 0.0;
} else {
Aexc = aAexcDes/fexc + bAexcDes;
if(Nsweep > 0) calcGPAsweepPara();
else{
afexc = 0.0;
bfexc = 0.0;
aAexc = 0.0;
bAexc = 0.0;
}
fexcPast = fexc;
AexcPast = Aexc;
}
NmeasTotal += Nmeas;
NmeasTotal += Nsweep;
printf("%11.4e %12.4e %10.3e %7i %6i %7i\r\n", (float)fexcDes[i], (float)fexc, (float)Aexc, Nmeas, Nper, Nsweep);
Nsweep = NsweepMin;
}
printGPAmeasTime();
reset();
}
void GPA::printFullGPAmeasPara()
{
printLongLine();
printf(" fexcDes[Hz] fexc[Hz] Aexc Nmeas Nper Nsweep afexc bfexc aAexc bAexc\r\n");
printLongLine();
for(int i = 0; i < NfexcDes; i++) {
calcGPAmeasPara(fexcDes[i]);
if(fexc == fexcPast || fexc >= fnyq) {
fexc = 0.0;
Aexc = 0.0;
Nmeas = 0;
Nper = 0;
Nsweep = 0;
afexc = 0.0;
bfexc = 0.0;
aAexc = 0.0;
bAexc = 0.0;
} else {
Aexc = aAexcDes/fexc + bAexcDes;
if(Nsweep > 0) calcGPAsweepPara();
else{
afexc = 0.0;
bfexc = 0.0;
aAexc = 0.0;
bAexc = 0.0;
}
fexcPast = fexc;
AexcPast = Aexc;
}
NmeasTotal += Nmeas;
NmeasTotal += Nsweep;
printf("%11.4e %12.4e %10.3e %7i %6i %7i %10.3e %10.3e %10.3e %10.3e\r\n", (float)fexcDes[i], (float)fexc, (float)Aexc, Nmeas, Nper, Nsweep, (float)afexc, (float)bfexc, (float)aAexc, (float)bAexc);
Nsweep = NsweepMin;
}
printGPAmeasTime();
reset();
}
void GPA::printGPAmeasTime()
{
printLine();
printf(" Number of data points : %11i\r\n", NmeasTotal);
printf(" Measurment time in sec: %12.2f\r\n", (float)((double)NmeasTotal*Ts));
}
void GPA::printNfexcDes()
{
printLine();
printf(" Number of frequancy points: %3i\r\n", NfexcDes);
}