/
simulator.cpp
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/
simulator.cpp
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/*
* simulator.cpp
*
* Created on: 21/05/2014
* Author: yan
*/
#ifndef SIMULATOR_CPP_
#define SIMULATOR_CPP_
#include "inc.h"
#include "util.h"
#include "radar.h"
void write_signal(valarray<complex<double> > &s, vector<double> &sx, string filename)
{
ofstream file(filename.c_str());
file << "#t real imag" << endl;
for(size_t i=0; i< s.size(); i++){
file << sx[i] << ' ' << s[i].real() << ' ' << s[i].imag() << endl;
}
file.close();
}
void write_data_plot(vector< vector<double> > &data, vector<double> &x_axis,
string filename)
{
ofstream file(filename.c_str());
int Mr = data.size();
int Nr = data[0].size();
for(int i = 0; i < Mr; i++ )
{
file << x_axis[i] << ' ';
for(int j = 0; j < Nr; j++)
{
file << data[i][j] << ' ';
}
file << endl;
}
file.close();
}
void write_3d_data_plot(vector< vector<double> > &data, vector<double> &x_axis,
string filename, bool columndata)
{
ofstream file(filename.c_str());
int Mr = data.size();
int Nr = data[0].size();
if(columndata)
{
for(int i = 0; i < Nr; i++ )
{
for(int j = 0; j < Mr; j++)
{
file << i << ' ' << x_axis[j] << ' ' << data[j][i] << '\n';
}
file << endl;
}
} else
{
for(int i = 0; i < Mr; i++ )
{
for(int j = 0; j < Nr; j++)
{
file << i << ' ' << x_axis[j] << ' ' << data[i][j] << '\n';
}
file << endl;
}
}
file.close();
}
void get_a_radar(radar &a_radar)
{
/* form radar chirp pulse */
double T = 10e-6; // pulse length, sec
double W = 10e6; // chirp bandwidth, Hz
double fs = 12e6; // chirp sampling rate, Hz
valarray<complex<double> > s = chirp_signal(T, W, fs/W);
int Np = 20; // 20 pulses
double PRI = 1.0/PRF; // PRI in sec
vector<double> T_0; // relative start times of pulse, in sec
vector<double> g; // gains of pulses
for(int i = 0; i < Np; i++)
{
T_0.push_back(PRI * (double)i);
g.push_back(1.0);
}
vector<double> T_out; // start and end times of range window in sec
T_out.push_back(12e-6);
T_out.push_back(40e-6);
double T_ref = 0.0; //system reference time in usec
double fc = 10e9; // RF frequency in Hz; 10 GHz is x-band
/* compute unambiguous Doppler interval in m/sec
* compute unambiguous range interval in meters
*/
double vua = C*PRF/(2*fc);
double rmin = C*T_out[0]/2;
double rmax = C*T_out[1]/2;
double rua = C/2/PRF;
// int Ntargets = 4;
// double del_R = (C/2.0) * (1.0/fs)/1e3;
cout << "the unambiguous velocity interval is " << vua << "m/s" << endl;
cout << "the range window starts at " << rmin/1e3 << "km" << endl;
cout << "the range window ends at " << rmax/1e3 << "km" << endl;
cout << "the unambiguous range interval is " << rua/1e3 << "km" << endl;
vector<double> ranges, SNR, vels;
ranges.push_back(2e3); SNR.push_back(-3); vels.push_back(-0.4*vua); //target 1
ranges.push_back(3.8e3); SNR.push_back(5); vels.push_back(-0.2*vua); //target 2
ranges.push_back(4.4e3); SNR.push_back(10); vels.push_back(0.2*vua); //target 3
ranges.push_back(4.4e3); SNR.push_back(7); vels.push_back(0.4*vua); //target 4
/* compute relative RCS using the idea that SNR is proportional to
* RCS/R^4
*/
vector<double> rel_RCS;
double max_rcs = 0.0;
for(size_t i = 0; i < SNR.size(); i++)
{
double val = pow(10, SNR[i]/10) * pow(ranges[i], 4);
if(val > max_rcs)
{
max_rcs = val;
}
rel_RCS.push_back(val);
}
// convert to power
for(size_t i = 0; i < rel_RCS.size(); i++)
{
double temp = rel_RCS[i];
rel_RCS[i] = db(temp/max_rcs, "power");
}
a_radar.setup(s, fs, T_0, g, T_out, T_ref, fc, ranges, SNR, vels);
}
void get_radar_signal(radar &a_radar, vector< valarray<complex<double> > > &y)
{
y = a_radar.simulate();
/* output the data for plots */
vector<double> x_axis;
for(size_t i = 0; i < y.size(); i++)
{
double val = ((double)C/2.0) * ((i * (1.0/a_radar.fs)) + a_radar.T_out[0]) / (double)1e3;
x_axis.push_back(val);
}
int My = y.size();
int Ny = y[0].size();
vector< vector<double> > ydB, ydBscaled;
double ydBmax = 0.0;
for(int i = 0; i < My; i++)
{
vector<double> ydbi;
vector<double> ydbscaledi;
ydbi.clear();
ydbscaledi.clear();
for(int j = 0; j < Ny; j++)
{
ydbi.push_back(db(y[i][j], "voltage"));
double val = abs(y[i][j]);
if(val > ydBmax)
ydBmax = val;
ydbscaledi.push_back(val);
}
ydB.push_back(ydbi);
ydBscaled.push_back(ydbscaledi);
}
write_data_plot(ydB, x_axis, "y.dat");
for(int i = 0; i < My; i++)
{
for(int j = 0; j < Ny; j++)
{
ydBscaled[i][j] = db(ydBscaled[i][j]/ydBmax, "voltage");
}
}
write_3d_data_plot(ydBscaled, x_axis, "ydb.dat", true);
}
void doppler_process(vector<valarray<complex<double> > > &y,
vector<valarray<complex<double> > > &yp, vector<double> &w, int Lfft)
{
// vector<valarray<complex<double> > > yp;
int My = y.size();
int Ny = y[0].size();
int N = (Lfft <= Ny) ? Ny : Lfft;
for(int i = 0; i < My; i++)
{
valarray<complex<double> > in(N);
vector<double> YdBi;
YdBi.clear();
for(int j = 0; j < Ny; j++)
{
in[j] = conj(y[i][j]) * w[j];
}
fft(in, IsPowerofTwo(N));
in = in * in.apply(std::conj);
yp.push_back(in);
}
git_rotate(yp, Lfft/2);
}
void range_doppler_plot(vector<valarray<complex<double> > > &y,
vector<double> &range, int Lfft, string filename )
{
// int My = y.size();
int Ny = y[0].size();
vector<double> w = hamming(Ny);
vector<valarray<complex<double> > > yp;
vector< vector<double> > YdB;
doppler_process(y, yp, w, Lfft);
int M = yp.size();
int N = yp[0].size();
cout << yp.size() << " " << yp[0].size() << endl;
double maxdb = 0.0;
for(int i = 0; i < M; i++)
{
vector<double> YdBi;
for(int j = 0; j < N; j++)
{
double val = db(yp[i][j], "power");
if(val > maxdb)
maxdb = val;
YdBi.push_back(val);
}
YdB.push_back(YdBi);
}
cout << filename << ": " << maxdb << endl;
write_3d_data_plot(YdB, range, filename, false);
}
void range_plot(vector<valarray<complex<double> > > &y,
vector<double> &range, int Lfft, string filename )
{
int M = y.size();
int N = y[0].size();
cout << y.size() << " " << y[0].size() << endl;
vector< vector<double> > YdB;
double maxdb = 0.0;
for(int i = 0; i < M; i++)
{
vector<double> YdBi;
for(int j = 0; j < N; j++)
{
double val = db(y[i][j], "power");
if(val > maxdb)
maxdb = val;
YdBi.push_back(val);
}
YdB.push_back(YdBi);
}
cout << filename << ": " << maxdb << endl;
write_3d_data_plot(YdB, range, filename, true);
}
void process_radar_signal(radar &a_radar, vector< valarray<complex<double> > > &y)
{
vector<double> sx;
for(size_t i = 0; i < a_radar.x.size(); i++)
{
double val = ((double)1e6/a_radar.fs)*i;
sx.push_back(val);
}
#if PLOT
write_signal(a_radar.x, sx, "chirp.dat");
#endif
// double PRI = 1.0/PRF;
//compute unambiguous Doppler interval in m/sec
//compute unambiguous Dopper range interval in meters
double vua = (-1) * C*PRF/(2*a_radar.fc);
// double rmin = C*a_radar.T_out[0]/2;
// double rmax = C*a_radar.T_out[1]/2;
// double rua = C/2/PRF;
//convert range samples to absolute range units
int My = y.size();
int Ny = y[0].size();
vector<double> range;
for(int i = 0; i < My; i++)
{
double val = (double(C)/2.0)* ((double)i*(1.0/a_radar.fs) + a_radar.T_out[0])/1e3;
range.push_back(val);
}
vector<int> pulses;
for(int i = 0; i < Ny; i++)
{
pulses.push_back(i);
}
//force oversize FFT, and compute doppler scale factor
int p = nextpow2(Ny);
int Lfft = pow(2.0, p+3);
vector<double> doppler;
for(int i = 0; i < Lfft; i++)
{
double val = ((double)i/(double)Lfft - 0.5) * vua;
doppler.push_back(val);
}
/* dopper process and square-law detect the whole
* unprocessed array
* using Hamming window throughout*/
#if PLOT
range_doppler_plot(y, doppler, Lfft, "doppler_range.dat");
#endif
/* processing the data
* 1. pulse compression
* using time-domain hamming weighting of the
* impulse response for range sidelobe control */
int Ls = a_radar.x.size();
vector<double> hw = hamming(Ls);
valarray<complex<double> > h1(Ls);
for(int i = 0; i < Ls; i++)
{
h1[i] = conj(a_radar.x[Ls-1-i]) * hw[i];
}
int Myp = My + Ls -1;
int Nyp = Ny;
vector< valarray<complex<double> > > yp;
initVector(Myp, Nyp, yp);
conv(h1, y, yp, false);
vector<double> rangep;
for(int i = 0; i < Myp; i++)
{
double rval = (C/2.0)*((double(i)-(Ls-1))*(1.0/a_radar.fs) + a_radar.T_out[0])/1e3;
rangep.push_back(rval);
}
#if PLOT
range_doppler_plot(yp, doppler, Lfft, "doppler_range_compressed.dat");
#endif
/* 2. apply three-pulse canceller in each range bin to raw data */
valarray<complex<double> > h2(3);
h2[0] = complex<double>(1, 0); h2[1] = complex<double>(-2, 0);
h2[2] = complex<double>(1, 0);
vector< valarray<complex<double> > > ypm;
int Nyp2 = Nyp + h2.size() - 1;
initVector(Myp, Nyp2, ypm);
conv(h2, yp, ypm, true);
vector< valarray<complex<double> > > YPM;
vector<double> w = hamming(Ny);
doppler_process(ypm, YPM, w, Lfft);
#if PLOT
range_doppler_plot(ypm, doppler, Lfft, "doppler_range_canceller.dat");
#endif
/*3. search for the range bins with targets
* first noncoherently integrate across the frequency bins*/
int Mypm = YPM.size();
// int Nypm = YPM[0].size();
valarray<double> YPMrange(Mypm);
vector<double> ranges_sort;
for(int i = 0; i < Mypm; i++)
{
double sumr = YPM[i].sum().real();
YPMrange[i] = sumr;
ranges_sort.push_back(sumr);
}
sort(ranges_sort.begin(), ranges_sort.end());
/* median of YPMrange */
int md_ind = (Mypm%2) ? Mypm/2 : (Mypm/2+1);
double Nrange = ranges_sort[md_ind];
/* threshold 8x (9DB) above noise estimate */
double Trange = 8*Nrange;
/* loop identifies which range bins have local peaks above
* the threshold. It also set up a vector */
vector<pair<int, double> > spikesr;
for(int i = 2; i < Mypm-1; i++)
{
if( (YPMrange[i] > YPMrange[i+1]) && (YPMrange[i]>YPMrange[i-1])
&& (YPMrange[i] > Trange) )
{
spikesr.push_back(make_pair(i, YPMrange[i]));
}
}
vector<vector<double> > targets;
/* 4. find the Doppler peak(s) for each range bin having a target(s). Keep
adjoining Doppler values as well to support subsequent interpolation
*/
int Mspikesr = spikesr.size();
for(int i = 0; i < Mspikesr; i++)
{
vector<vector<double> > spikesd_bin;
spikesd_bin.clear();
int rb = spikesr[i].first;
for(int k = 0; k < Lfft; k++)
{
int km1 = k == 0 ? Lfft-1 : k-1;
int kp1 = k == Lfft-1? 0 : k+1;
if( YPM[rb][k].real() > YPM[rb][kp1].real() &&
YPM[rb][k].real() > YPM[rb][km1].real() &&
YPM[rb][k].real() > (double)Nrange/2.0 )
{
vector<double> spikesd;
vector<double> obj;
spikesd.clear();
obj.clear();
// cout << k << " " <<YPM[rb][km1].real()<<" "<<YPM[rb][k].real()
// << " " << YPM[rb][kp1].real() << endl;
spikesd.push_back(k);
spikesd.push_back(YPM[rb][km1].real());
spikesd.push_back(YPM[rb][k].real());
spikesd.push_back(YPM[rb][kp1].real());
double amp, del_k;
double z1 = sqrt(spikesd[1]);
double z2 = sqrt(spikesd[2]);
double z3 = sqrt(spikesd[3]);
peakinterp(amp, del_k, z1, z2, z3);
obj.push_back(amp);
obj.push_back(rangep[rb]);
double vel = ((spikesd[0] + del_k - 1)/Lfft -0.5)*vua;
obj.push_back(vel);
spikesd_bin.push_back(spikesd);
targets.push_back(obj);
}
}
}
cout << "detected targets are:" << endl;
int Mtargets = targets.size();
int Ntargets = targets[0].size();
for(int i = 0; i < Mtargets; i++)
{
for(int j = 0 ; j < Ntargets; j++)
{
cout <<" " << targets[i][j];
}
cout << endl;
}
}
int main()
{
vector< valarray<complex<double> > > y;
radar a_radar;
get_a_radar(a_radar);
get_radar_signal(a_radar, y);
process_radar_signal(a_radar, y);
}
#endif /* SIMULATOR_CPP_ */