#include "ScatterDraw.h" #include namespace Upp { using namespace Eigen; #define Membercall(fun) (this->*fun) double DataSource::Min(Getdatafun getdata, int64& id) { double minVal = -DOUBLE_NULL; for (int64 i = 0; i < GetCount(); ++i) { double d = Membercall(getdata)(i); if (!IsNull(d) && minVal > d) { minVal = d; id = i; } } if (minVal == -DOUBLE_NULL) return Null; return minVal; } double DataSource::Max(Getdatafun getdata, int64& id) { double maxVal = DOUBLE_NULL; for (int64 i = 0; i < GetCount(); ++i) { double d = Membercall(getdata)(i); if (!IsNull(d) && maxVal < d) { maxVal = d; id = i; } } if (maxVal == DOUBLE_NULL) return Null; return maxVal; } double DataSource::Avg(Getdatafun getdata) { double ret = 0; int count = 0; for (int64 i = 0; i < GetCount(); ++i) { double d = Membercall(getdata)(i); if (!IsNull(d)) { ret += d; count++; } } if (count == 0) return Null; return ret/count; } double DataSource::RMS(Getdatafun getdata) { double ret = 0; int count = 0; for (int64 i = 0; i < GetCount(); ++i) { double d = Membercall(getdata)(i); if (!IsNull(d)) { ret += d*d; count++; } } if (count == 0) return Null; return sqrt(ret/count); } double DataSource::IsSorted(Getdatafun getdata) { int64 num = GetCount(); if (num == 0) return false; if (num == 1) return 1; for (int i = 1; i < num; ++i) { if (Membercall(getdata)(i) < Membercall(getdata)(i - 1)) return false; } return true; } double DataSource::Variance(Getdatafun getdata, double avg) { if (IsNull(avg)) avg = Avg(getdata); if (IsNull(avg)) return Null; double ret = 0; int count = 0; for (int64 i = 0; i < GetCount(); ++i) { double d = Membercall(getdata)(i); if (!IsNull(d)) { d -= avg; ret += d*d; count++; } } if (count <= 0) return Null; return ret/(count - 1); } Vector DataSource::Envelope(Getdatafun getdataY, Getdatafun getdataX, double width, bool (*fun)(double a, double b)) { Vector ret; double width_2 = width/2.; for (int i = 0; i < GetCount(); ++i) { double y = Membercall(getdataY)(i); double x = Membercall(getdataX)(i); if (IsNull(x) || IsNull(y)) continue; int numComparisons = 0; for (int j = i-1; j >= 0; --j) { double ynext = Membercall(getdataY)(j); double xnext = Membercall(getdataX)(j); if (IsNull(xnext) || IsNull(ynext)) continue; if ((x - xnext) > width_2) break; if (!fun(y, ynext)) { numComparisons = Null; break; } numComparisons++; } if (IsNull(numComparisons)) continue; for (int j = i+1; j < GetCount(); ++j) { double ynext = Membercall(getdataY)(j); double xnext = Membercall(getdataX)(j); if (IsNull(xnext) || IsNull(ynext)) continue; if ((xnext - x) > width_2) break; if (!fun(y, ynext)) { numComparisons = Null; break; } numComparisons++; } if (IsNull(numComparisons)) continue; if (numComparisons > 2) { if (!ret.IsEmpty()) { int64 prev_i = ret[ret.GetCount() - 1]; if (Membercall(getdataX)(prev_i) != x) ret << i; } else ret << i; } } return ret; } bool GreaterEqualThan(double a, double b) {return a >= b;} bool LowerEqualThan(double a, double b) {return a <= b;} Vector DataSource::UpperEnvelope(Getdatafun getdataY, Getdatafun getdataX, double width) {return Envelope(getdataY, getdataX, width, GreaterEqualThan);} Vector DataSource::LowerEnvelope(Getdatafun getdataY, Getdatafun getdataX, double width) {return Envelope(getdataY, getdataX, width, LowerEqualThan);} Vector DataSource::MovingAverage(Getdatafun getdataY, Getdatafun getdataX, double width) { Vector ret; double width_2 = width/2.; for (int i = 0; i < GetCount(); ++i) { double y = Membercall(getdataY)(i); double x = Membercall(getdataX)(i); if (IsNull(x) || IsNull(y)) continue; int numAvg = 1; double sum = y; int j; for (j = i-1; j >= 0; --j) { double ynext = Membercall(getdataY)(j); double xnext = Membercall(getdataX)(j); if (IsNull(xnext) || IsNull(ynext)) continue; if ((x - xnext) > width_2) break; sum += ynext; numAvg++; } if (j < 0) continue; for (j = i+1; j < GetCount(); ++j) { double ynext = Membercall(getdataY)(j); double xnext = Membercall(getdataX)(j); if (IsNull(xnext)) continue; if ((xnext - x) > width_2) break; if (IsNull(ynext)) continue; sum += ynext; numAvg++; } if (j == GetCount()) continue; ret << Pointf(x, sum/numAvg); } return ret; } Vector DataSource::SectorAverage(Getdatafun getdataY, Getdatafun getdataX, double width) { Vector ret; for (int i = 0; i < GetCount();) { double y = Membercall(getdataY)(i); double x = Membercall(getdataX)(i); if (IsNull(x) || IsNull(y)) continue; int numAvg = 1; double sum = y; double sumX = x; int j; for (j = i+1; j < GetCount(); ++j) { double ynext = Membercall(getdataY)(j); double xnext = Membercall(getdataX)(j); if (IsNull(xnext)) continue; if ((xnext - x) > width) { --j; break; } if (IsNull(ynext)) continue; sumX += xnext; sum += ynext; numAvg++; } ret << Pointf(sumX/numAvg, sum/numAvg); if (j == GetCount()) break; i = j+1; } return ret; } void DataSource::ZeroCrossing(Getdatafun getdataY, Getdatafun getdataX, bool ascending, bool descending, Vector &zeros, Vector &ids) { zeros.Clear(); ids.Clear(); double y_prev, x_prev; int i0; for (i0 = 0; i0 < GetCount(); ++i0) { y_prev = Membercall(getdataY)(i0); x_prev = Membercall(getdataX)(i0); if (!IsNull(x_prev) && !IsNull(y_prev)) break; } for (int i = i0; i < GetCount(); ++i) { double y = Membercall(getdataY)(i); double x = Membercall(getdataX)(i); if (IsNull(x) || IsNull(y)) continue; if (((y >= 0 && y_prev < 0) && ascending) || ((y <= 0 && y_prev > 0) && descending)) { ids << i; zeros << (x_prev - (x - x_prev)*y_prev/(y - y_prev)); } x_prev = x; y_prev = y; } } double DataSource::StdDev(Getdatafun getdata, double avg) { double var = Variance(getdata, avg); return IsNull(var) ? Null : sqrt(var); } double DataSource::SinEstim_Amplitude(double avg) { return sqrt(2.*VarianceY(avg)); } bool DataSource::SinEstim_FreqPhase(double &frequency, double &phase, double avg) { if (GetCount() < 4) return false; if (IsNull(avg)) avg = AvgY(); int64 firstId; for (firstId = 0; firstId < GetCount(); ++firstId) if (!IsNull(x(firstId)) && !IsNull(y(firstId))) break; bool firstIsToPositive = (y(firstId) - avg) < 0; bool isPossitive = !firstIsToPositive; double T = 0; int numT = 0; double lastZero = Null; double firstZero; firstId++; for (int64 id = firstId; id < GetCount(); ++id) { if (IsNull(x(id)) || IsNull(y(id))) continue; if (((y(id) - avg) > 0) != isPossitive) { isPossitive = !isPossitive; double zero = x(id-1) - (y(id-1) - avg)*(x(id) - x(id-1))/(y(id) - y(id-1)); if (IsNull(lastZero)) firstZero = zero; else { T += zero - lastZero; numT++; } lastZero = zero; } } if (T == 0 || numT == 0) return false; T = 2*T/numT; frequency = 2*M_PI/T; phase = -frequency*firstZero; if (!firstIsToPositive) phase += M_PI; return true; } double CArray::znFixed(int n, int64 id) { if (n == 0) return zData[id]; NEVER(); return Null; } Vector DataSource::FFT(Getdatafun getdata, double tSample, bool frequency, int type, bool window) { int numData = int(GetCount()); VectorXd timebuf(numData); int num = 0; for (int i = 0; i < numData; ++i) { double data = Membercall(getdata)(i); if (!IsNull(data)) { timebuf[i] = Membercall(getdata)(i); num++; } } Vector res; if (num < 3) return res; timebuf.resize(num); double windowSum = 0; if (window) { for (int i = 0; i < numData; ++i) { double windowDat = 0.54 - 0.46*cos(2*M_PI*i/numData); windowSum += windowDat; timebuf[i] *= windowDat; // Hamming window } } else windowSum = numData; VectorXcd freqbuf; try { Eigen::FFT fft; fft.SetFlag(fft.HalfSpectrum); fft.fwd(freqbuf, timebuf); } catch(...) { return res; } if (frequency) { for (int i = 0; i < int(freqbuf.size()); ++i) { double xdata = i/(tSample*numData); switch (type) { case T_PHASE: res << Pointf(xdata, std::arg(freqbuf[i])); break; case T_FFT: res << Pointf(xdata, 2*std::abs(freqbuf[i])/windowSum); break; case T_PSD: res << Pointf(xdata, 2*sqr(std::abs(freqbuf[i]))/(windowSum/tSample)); } } } else { for (int i = int(freqbuf.size()) - 1; i > 0; --i) { double xdata = (tSample*numData)/i; switch (type) { case T_PHASE: res << Pointf(xdata, std::arg(freqbuf[i])); break; case T_FFT: res << Pointf(xdata, 2*std::abs(freqbuf[i])/windowSum); break; case T_PSD: res << Pointf(xdata, 2*sqr(std::abs(freqbuf[i]))/(windowSum/tSample)); } } } return res; } bool DataSource::SameX(DataSource &data) { int64 num = GetCount(); if (data.GetCount() != num) return false; for (int64 i = 0; i < num; ++i) { if (data.x(i) != x(i)) return false; } return true; } }