Example #1
0
        private void getPxxFx(ComplexArray signal, double samplingRate, out DoubleArray Pxx, out DoubleArray Fx)
        {
            //Implements Matlab's PWelch. Same as [Pxx, Fx] = pwelch(x, w, 0, nfft, Fs), where x = signal, w is calculated below, nfft = signal.count, Fs = samplingRate (hz)
            int          Nx   = signal.Count;
            DoubleArray  w    = DoubleArray.From(hamming(Nx));
            double       std  = w.Std();
            double       mean = w.Mean();
            ComplexArray xw   = signal.ElementMultiply(w);
            int          nfft = Nx;
            ComplexArray X    = FFTComp.FFTComplex(xw);
            DoubleArray  absX = X.Abs();
            DoubleArray  mx   = absX.ElementMultiply(absX);

            DoubleArray wt  = w.Transpose();
            double      res = w.Multiply(wt)[0];

            mx = mx.Divide(res);
            int   numUniquePts = nfft / 2 + 1;
            Slice slice        = new Slice(0, numUniquePts - 1);

            mx = mx.GetSlice(slice);
            double temp1 = mx[0];
            double temp2 = mx[mx.Count - 1];

            mx               = mx.Multiply(2);
            mx[0]            = temp1;
            mx[mx.Count - 1] = temp2;

            Pxx = mx.Divide(samplingRate);
            Fx  = getFx(numUniquePts, samplingRate, nfft);
            w.Dispose();
            absX.Dispose();
            mx.Dispose();
            wt.Dispose();
        }
        private void GetPxxFx(ComplexArray signal, out DoubleArray Pxx, out DoubleArray Fx)
        {
            ComplexArray X = FFTComp.FFTComplex(signal);

            Pxx = X.Abs();
            Fx  = GetFx(signal.Length);
            X.Dispose();
        }