DP44/DataPRO/FftSharp.Test/PowerSpectralDensityShould.cs

using NUnit.Framework;
using System;
using System.Collections.Generic;
using System.IO;
using System.Linq;
using System.Text;
using System.Threading.Tasks;

namespace FftSharp.Tests
{
    [TestFixture]
    public class PowerSpectralDensityShould
    {
        #region helper functions
        private void ParseData(string filename, out List<double> vals1, out List<double> vals2)
        {
            vals1 = new List<double>();
            vals2 = new List<double>();

            using (var rawReader = new StreamReader(TestContext.CurrentContext.TestDirectory + "\\" + filename))
            {
                while (!rawReader.EndOfStream)
                {
                    var line = rawReader.ReadLine();
                    var values = line.Split(new[] { ',' }, StringSplitOptions.RemoveEmptyEntries);

                    if (double.TryParse(values[0], out double val1))
                    {
                        vals1.Add(val1);
                    }
                    if (double.TryParse(values[1], out double val2))
                    {
                        vals2.Add(val2);
                    }
                }
            }
        }

        private static bool CloseEnough(double[] val1, double[] val2)
        {
            for (int i = 0; i < val1.Length; i++)
            {
                var exp = Math.Floor(Math.Log10(val1[i]));
                var exp2 = Math.Floor(Math.Log10(val2[i]));
                exp += exp < 0 ? 1 : -1;
                if (exp <= -10 && exp2 <= -10) continue; // under 1e-10? we're in the noise floor, skip

                var diff = Math.Abs(val1[i] - val2[i]);
                var delta = Math.Pow(10, exp);
                if (diff > delta)
                {
                    return false;
                }
            }
            return true;
        }
        #endregion

        const int RawValueLength = 304478;
        const int PSDValueLength = 2049;

        [Test]
        public void BasicWelch_1_RawTestDataShouldParse()
        {
            //Arrange
            List<double> gVals, sVals;
            ParseData("Raw.csv", out sVals, out gVals);
            //Act
            //Assert
            Assert.Multiple(() =>
            {
                Assert.That(gVals.Count, Is.EqualTo(RawValueLength));
                Assert.That(sVals.Count, Is.EqualTo(RawValueLength));
            });
        }
        [Test]
        public void BasicWelch_2_PSDResultsDataShouldParse()
        {
            //Arrange
            List<double> hzVals, g2ovHzVals;
            ParseData("PSD.csv", out hzVals, out g2ovHzVals);
            //Act
            //Assert
            Assert.Multiple(() =>
            {
                Assert.That(g2ovHzVals.Count, Is.EqualTo(PSDValueLength));
                Assert.That(hzVals.Count, Is.EqualTo(PSDValueLength));
            });
        }
        [Test]
        public void BasicWelch_3_FFTSharpFreqShouldMatchPSDResultFreq()
        {
            //Arrange
            List<double> hzVals, g2ovHzVals;
            ParseData("PSD.csv", out hzVals, out g2ovHzVals);
            var sampleRate = 10000;
            //Act
            var freq = FftSharp.Transform.FFTfreq(sampleRate, g2ovHzVals.Count);
            //Assert
            Assert.Multiple(() =>
            {
                Assert.That(hzVals.Count, Is.EqualTo(PSDValueLength));
                Assert.That(freq.Length, Is.EqualTo(PSDValueLength));
                // see if they're close enough
                Assert.That(hzVals.ToArray(), Is.EqualTo(freq).Using<double[]>(CloseEnough));
            });
        }
        [Test]
        public void BasicWelch_4_TestBasicFlatTopNoOverlap4096Width()
        {
            //Arrange
            List<double> gVals, sVals;
            ParseData("Raw.csv", out sVals, out gVals);
            List<double> hzVals, g2ovHzVals;
            ParseData("PSD.csv", out hzVals, out g2ovHzVals);
            var sampleRate = 10000;
            var averagingType = FftSharp.WindowAveragingType.Averaging;
            var windowWidth = 4096;
            var overlappingPct = 0;
            //Act
            FftSharp.WindowType type = WindowType.Rectangular;
            var psd = FftSharp.Transform.PSD_Welch(gVals.ToArray(), sampleRate, type, windowWidth, overlappingPct, averagingType);
            //Assert
            Assert.Multiple(() =>
            {
                Assert.That(g2ovHzVals.Count, Is.EqualTo(PSDValueLength));
                Assert.That(psd.Length, Is.EqualTo(PSDValueLength));
                // see if they're close enough
                Assert.That(g2ovHzVals.ToArray(), Is.EqualTo(psd).Using<double[]>(CloseEnough));
            });
        }
    }
}