From 0bf911473dbbc1617308a60d61c13a17404c4177 Mon Sep 17 00:00:00 2001 From: Zach Danaceau <100874533+zdanaceau@users.noreply.github.com> Date: Wed, 3 Aug 2022 11:21:57 -0500 Subject: [PATCH 01/14] [WIP] Began setting up basic methods for min/max finding --- FCWTAPI/MinMaxIdentification.cs | 12 ++++++++ TestFCWTAPI/MinMaxIdentificationTest.cs | 37 +++++++++++++++++++++++++ 2 files changed, 49 insertions(+) create mode 100644 FCWTAPI/MinMaxIdentification.cs create mode 100644 TestFCWTAPI/MinMaxIdentificationTest.cs diff --git a/FCWTAPI/MinMaxIdentification.cs b/FCWTAPI/MinMaxIdentification.cs new file mode 100644 index 0000000..5e52a1f --- /dev/null +++ b/FCWTAPI/MinMaxIdentification.cs @@ -0,0 +1,12 @@ +using System; +using System.Collections.Generic; +using System.Linq; +using System.Text; +using System.Threading.Tasks; + +namespace fCWT.NET +{ + public class MinMaxIdentification + { + } +} diff --git a/TestFCWTAPI/MinMaxIdentificationTest.cs b/TestFCWTAPI/MinMaxIdentificationTest.cs new file mode 100644 index 0000000..01a7236 --- /dev/null +++ b/TestFCWTAPI/MinMaxIdentificationTest.cs @@ -0,0 +1,37 @@ +using System; +using System.Collections.Generic; +using System.Linq; +using System.Text; +using System.Threading.Tasks; +using FCWTNET; +using System.IO; +using NUnit.Framework; + +namespace TestFCWTAPI +{ + public class MinMaxIdentificationTest + { + [OneTimeSetUp] + public static void TestDataSetup() + { + // Create test data from real transients + string myoZ13TransientPath = Path.Combine(TestContext.CurrentContext.TestDirectory, "TestDataFiles", "SampleTransient_Myo_z13.csv"); + TransientData myoZ13Transient = new(myoZ13TransientPath); + myoZ13Transient.ImportTransientData(200000); + string testPath = Path.Combine(TestContext.CurrentContext.TestDirectory, "TestDataFiles"); + var myoZ13CWT = new CWTObject(myoZ13Transient.Data, 2, 3, 100, (float)(2 * Math.Tau), 4, false, myoZ13Transient.SamplingRate, testPath); + myoZ13CWT.PerformCWT(); + myoZ13CWT.CalculateTimeAxis(); + myoZ13CWT.CalculateFrequencyAxis(); + + // Plot modulus and real heatmap for basic visualization + myoZ13CWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "myoZ13_modulus.pdf", "myo z13"); + myoZ13CWT.GenerateHeatMap(CWTObject.CWTFeatures.Real, "myoZ13_Real.pdf", "myo z13"); + } + [Test] + public static void DummyTest() + { + int dummy = 3; + } + } +} From 1eda8e35eb41de4d8d84dd594e084ec3f4a2f57e Mon Sep 17 00:00:00 2001 From: zdanaceau Date: Thu, 4 Aug 2022 14:10:48 -0500 Subject: [PATCH 02/14] Added_complexTransientData --- ...ComplexTransient_protein_mixture_512ms.csv | 2048002 ++++++++++++++ TestFCWTAPI/TestFCWTAPI.csproj | 3 + 2 files changed, 2048005 insertions(+) create mode 100644 TestFCWTAPI/TestDataFiles/ComplexTransient_protein_mixture_512ms.csv diff --git a/TestFCWTAPI/TestDataFiles/ComplexTransient_protein_mixture_512ms.csv b/TestFCWTAPI/TestDataFiles/ComplexTransient_protein_mixture_512ms.csv new file mode 100644 index 0000000..41163c9 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+5951.889728669364 +-2511.217018436839 +-17201.42363958361 +-15636.263893895208 +-14898.898994776597 +-5256.52277725816 +12400.456415020768 +17717.185529861807 +14243.581917206728 +524.0803153883876 +-4090.0829670127314 +-13510.04041575114 +-15572.397870676596 +-4526.277964833604 +4950.125776801791 +13692.099378065901 +14616.115990369328 +2750.822337013361 +-11567.756165830113 +-18983.620945571434 +-13748.550350841535 +-5374.426913129063 +4645.341143727874 +15147.055211100103 +22365.324051094794 +10727.414805979193 +-3328.5555071492954 +-17305.728656574465 +-18211.670592962117 diff --git a/TestFCWTAPI/TestFCWTAPI.csproj b/TestFCWTAPI/TestFCWTAPI.csproj index c55f122..1e8c8b1 100644 --- a/TestFCWTAPI/TestFCWTAPI.csproj +++ b/TestFCWTAPI/TestFCWTAPI.csproj @@ -24,6 +24,9 @@ Always + + Always + Always From e4677b6619664e454453dfdff5f462361ecddd9c Mon Sep 17 00:00:00 2001 From: zdanaceau Date: Thu, 4 Aug 2022 16:19:16 -0500 Subject: [PATCH 03/14] Added 1D Gaussian smoothing and created setup method for testing --- FCWTAPI/GaussianSmoothing.cs | 30 ++++++++++++++++++++++++ FCWTAPI/MinMaxIdentification.cs | 1 + TestFCWTAPI/GaussianSmoothingTests.cs | 31 +++++++++++++++++++++---- TestFCWTAPI/MinMaxIdentificationTest.cs | 26 ++++++++++++++------- 4 files changed, 75 insertions(+), 13 deletions(-) diff --git a/FCWTAPI/GaussianSmoothing.cs b/FCWTAPI/GaussianSmoothing.cs index a8df6ab..19fac1b 100644 --- a/FCWTAPI/GaussianSmoothing.cs +++ b/FCWTAPI/GaussianSmoothing.cs @@ -70,6 +70,7 @@ public class GaussianSmoothing } return normalizedMatrix; } + /// /// Performs the 2D Gaussian smoothing on a given 2D array /// Applies the smoothing operation in x then y with 1D Kernels @@ -137,5 +138,34 @@ public static double ProcessPoint(double[,] matrix, int x, int y, double[,] kern } return processedPoint; } + public static double[] GaussianSmoothing1D(double[] inputData, double deviation) + { + if (inputData.Length < (deviation * 6 + 1)) + { + throw new ArgumentException("inputData may not be smaller than the convoluting Gaussian kernel", nameof(inputData)); + } + double[,] kernel = CalculateNormalized1DSampleKernel(deviation); + double[] smoothedData = new double[inputData.Length]; + for (int i = 0; i < inputData.GetLength(0); i++) + { + smoothedData[i] = ProcessPoint1D(inputData, i, kernel); + } + return smoothedData; + } + private static double ProcessPoint1D(double[] inputData, int x, double[,] kernel) + { + double processedPoint = 0; + int half = kernel.GetLength(0) / 2; + + for (int i = 0; i < kernel.GetLength(0); i++) + { + int influencePoint = x + i - half; + if (influencePoint >= 0 && influencePoint < inputData.Length) + { + processedPoint += inputData[influencePoint] * kernel[i, 0]; + } + } + return processedPoint; + } } } diff --git a/FCWTAPI/MinMaxIdentification.cs b/FCWTAPI/MinMaxIdentification.cs index 5e52a1f..d4d4970 100644 --- a/FCWTAPI/MinMaxIdentification.cs +++ b/FCWTAPI/MinMaxIdentification.cs @@ -8,5 +8,6 @@ namespace fCWT.NET { public class MinMaxIdentification { + } } diff --git a/TestFCWTAPI/GaussianSmoothingTests.cs b/TestFCWTAPI/GaussianSmoothingTests.cs index 63d9efa..7523609 100644 --- a/TestFCWTAPI/GaussianSmoothingTests.cs +++ b/TestFCWTAPI/GaussianSmoothingTests.cs @@ -130,7 +130,7 @@ public void TestGaussianConvolution() Assert.Throws(() => GaussianSmoothing.GaussianConvolution(invalid2DArray, 1)); double[,] test2DArray = new double[51, 51]; // List of points to add to a test array - var pointArray = new (int, int, double)[] + var pointArray = new (int, int, double)[] { (8, 8, 1), // Generic point (27, 8, -1), // Sample point with a negative value @@ -167,7 +167,7 @@ public void TestGaussianConvolution() } // Deviation of our test 2D Gaussian - double testDeviation = 1; + double testDeviation = 1; // Calculates expected value of a point at the center of the 2D Gaussian double centerPoint = 1 / (2 * Math.PI * testDeviation); // Calculates expected value of a point 1 unit off from the center of the 2D Gaussian in any direction @@ -175,7 +175,7 @@ public void TestGaussianConvolution() // Calculates expected value of a point 1 unit off from the center in in x and y direction double diagonalPoint = 1 / (2 * Math.PI * testDeviation) * Math.Exp(-2 / (2 * testDeviation * testDeviation)); // Calculats the Gaussian convolution of our test 2D Gaussian with tesd2DArray - double[,] testBlurredArray = GaussianSmoothing.GaussianConvolution(test2DArray, testDeviation); + double[,] testBlurredArray = GaussianSmoothing.GaussianConvolution(test2DArray, testDeviation); for (int p = 0; p < 4; p++) { // Checks all the center point values for correctness @@ -183,7 +183,7 @@ public void TestGaussianConvolution() // Checks all the adjacent point values for correctness Assert.AreEqual(adjacentPoint * pointArray[p].Item3, testBlurredArray[adjacentArray[p].Item1, adjacentArray[p].Item2], 0.001); // Checks all the diagonal point values for correctness - Assert.AreEqual(diagonalPoint * pointArray[p].Item3, testBlurredArray[diagonalArray[p].Item1, diagonalArray[p].Item2], 0.001); + Assert.AreEqual(diagonalPoint * pointArray[p].Item3, testBlurredArray[diagonalArray[p].Item1, diagonalArray[p].Item2], 0.001); } /* * Note: this guassian smoothing function does not preserve the the total "intensity" @@ -193,5 +193,26 @@ public void TestGaussianConvolution() */ } - } + [Test] + public static void TestGaussianSmoothing1D() + { + double[] invalidArray = { 1, 2, 3, 4, 5 }; + Assert.Throws(() => GaussianSmoothing.GaussianSmoothing1D(invalidArray, 1)); + double[] testArray = new double[50]; + testArray[2] = 1; + testArray[20] = 1; + testArray[49] = 1; + double testDeviation = 1; + double[] smoothedArray = GaussianSmoothing.GaussianSmoothing1D(testArray, 1); + double centerPoint = 1 / Math.Sqrt(2 * Math.PI * testDeviation); + double adjacentPoint = 1 / Math.Sqrt(2 * Math.PI * testDeviation) * Math.Exp(-(1 * 1) / (2 * testDeviation * testDeviation)); + double sum = 0; + Assert.AreEqual(centerPoint, smoothedArray[2], 0.001); + Assert.AreEqual(centerPoint, smoothedArray[20], 0.001); + Assert.AreEqual(centerPoint, smoothedArray[49], 0.001); + Assert.AreEqual(adjacentPoint, smoothedArray[1], 0.001); + Assert.AreEqual(adjacentPoint, smoothedArray[21], 0.001); + Assert.AreEqual(adjacentPoint, smoothedArray[48], 0.001); + } + } } \ No newline at end of file diff --git a/TestFCWTAPI/MinMaxIdentificationTest.cs b/TestFCWTAPI/MinMaxIdentificationTest.cs index 01a7236..a43bb99 100644 --- a/TestFCWTAPI/MinMaxIdentificationTest.cs +++ b/TestFCWTAPI/MinMaxIdentificationTest.cs @@ -11,27 +11,37 @@ namespace TestFCWTAPI { public class MinMaxIdentificationTest { + public CWTObject MyoglobinTestCWT { get; set; } + public CWTObject ComplexTestCWT { get; set; } [OneTimeSetUp] - public static void TestDataSetup() + public void TestDataSetup() { // Create test data from real transients string myoZ13TransientPath = Path.Combine(TestContext.CurrentContext.TestDirectory, "TestDataFiles", "SampleTransient_Myo_z13.csv"); TransientData myoZ13Transient = new(myoZ13TransientPath); - myoZ13Transient.ImportTransientData(200000); + myoZ13Transient.ImportTransientData(800000); string testPath = Path.Combine(TestContext.CurrentContext.TestDirectory, "TestDataFiles"); - var myoZ13CWT = new CWTObject(myoZ13Transient.Data, 2, 3, 100, (float)(2 * Math.Tau), 4, false, myoZ13Transient.SamplingRate, testPath); + var myoZ13CWT = new CWTObject(myoZ13Transient.Data, 2, 3, 100, (float)(2 * Math.Tau), 4, false, myoZ13Transient.SamplingRate, myoZ13Transient.CalibrationFactor, testPath); myoZ13CWT.PerformCWT(); myoZ13CWT.CalculateTimeAxis(); myoZ13CWT.CalculateFrequencyAxis(); - + MyoglobinTestCWT = myoZ13CWT; // Plot modulus and real heatmap for basic visualization - myoZ13CWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "myoZ13_modulus.pdf", "myo z13"); - myoZ13CWT.GenerateHeatMap(CWTObject.CWTFeatures.Real, "myoZ13_Real.pdf", "myo z13"); + string complexTransientPath = Path.Combine(TestContext.CurrentContext.TestDirectory, "TestDataFiles", "ComplexTransient_protein_mixture_512ms.csv"); + TransientData complexTransient = new(complexTransientPath); + complexTransient.ImportTransientData(700000); + var complexTransientCWT = new CWTObject(complexTransient.Data, 2, 3, 100, (float)(15 * Math.Tau), 4, false, complexTransient.SamplingRate, complexTransient.CalibrationFactor, testPath); + complexTransientCWT.PerformCWT(); + complexTransientCWT.CalculateTimeAxis(); + complexTransientCWT.CalculateFrequencyAxis(); + ComplexTestCWT = complexTransientCWT; } [Test] - public static void DummyTest() + public void PlotGeneration() { - int dummy = 3; + MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "myoZ13_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13"); + MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Real, "myoZ13_Real.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13"); + ComplexTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "complexTransient_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "complexTransient"); } } } From 67d591d3996585d9336b7acc065ab286bfdef85f Mon Sep 17 00:00:00 2001 From: zdanaceau Date: Fri, 5 Aug 2022 14:40:45 -0500 Subject: [PATCH 04/14] Added zooming functions to CWTObject plotting functions. --- FCWTAPI/CWTExtensions.cs | 31 ++++++++ FCWTAPI/CWTFrequencies.cs | 18 +++++ FCWTAPI/CWTObject.cs | 100 ++++++++++++++++-------- TestFCWTAPI/CWTExtensionsTests.cs | 22 ++++++ TestFCWTAPI/CWTObjectTests.cs | 13 ++- TestFCWTAPI/MinMaxIdentificationTest.cs | 11 ++- TestFCWTAPI/TestCWTFrequencies.cs | 35 +++++++++ 7 files changed, 193 insertions(+), 37 deletions(-) diff --git a/FCWTAPI/CWTExtensions.cs b/FCWTAPI/CWTExtensions.cs index 95ec489..56e1509 100644 --- a/FCWTAPI/CWTExtensions.cs +++ b/FCWTAPI/CWTExtensions.cs @@ -91,5 +91,36 @@ public static void TimeAxisCompression(double[] data, out double[] compressedDat } compressedData[compressedData.Length - 1] = finalPointSum / finalPointCount; } + public static void TimeWindowing(double startTime, double endTime, double[] timeAxis, double[,] data, + out double[] windowedTimeAxis, out double[,] windowedData) + { + if (startTime > endTime) + { + throw new ArgumentException("endTime must be greater than startTime", nameof(startTime)); + } + if (startTime < timeAxis[0] || endTime > timeAxis[^1]) + { + throw new ArgumentOutOfRangeException("Start and end times must be within the time range of the data"); + } + if (data.GetLength(1) != timeAxis.Length) + { + throw new ArgumentException("timeAxis length must match the number of columns in the data", nameof(timeAxis)); + } + int rawStartIndex = Array.BinarySearch(timeAxis, startTime); + int rawEndIndex = Array.BinarySearch(timeAxis, endTime); + int startIndex = rawStartIndex < 0 ? -rawStartIndex - 1 : rawStartIndex; + int endIndex = rawEndIndex < 0 ? -rawEndIndex - 1 : rawEndIndex; + int indexDifference = endIndex - startIndex; + windowedData = new double[data.GetLength(0), indexDifference + 1]; + windowedTimeAxis = new double[indexDifference + 1]; + for (int j = 0; j < indexDifference + 1; j++) + { + for (int i = 0; i < data.GetLength(0); i++) + { + windowedData[i, j] = data[i, startIndex + j]; + } + windowedTimeAxis[j] = timeAxis[startIndex + j]; + } + } } } diff --git a/FCWTAPI/CWTFrequencies.cs b/FCWTAPI/CWTFrequencies.cs index 700aa16..527f29a 100644 --- a/FCWTAPI/CWTFrequencies.cs +++ b/FCWTAPI/CWTFrequencies.cs @@ -182,6 +182,24 @@ public void CalculateTrueFrequencies() } return CalculateIndicesForFrequencyRange(startFrequency, endFrequency); } + + public void FrequencyWindowing(double startFrequency, double endFrequency, double[] plotFrequencyAxis, + double[,] data, FrequencyUnits frequencyUnits, out double[] windowedFrequencyAxis, out double[,] windowedData) + { + var frequencyIndexRange = CalculateIndicesForFrequencyRange(startFrequency, endFrequency, frequencyUnits); + int indexDifference = frequencyIndexRange.Item2 - frequencyIndexRange.Item1; + windowedData = new double[indexDifference + 1, data.GetLength(1)]; + windowedFrequencyAxis = new double[indexDifference + 1]; + + for (int i = 0; i < indexDifference + 1; i++) + { + for (int j = 0; j < data.GetLength(1); j++) + { + windowedData[i, j] = data[frequencyIndexRange.Item1 + i, j]; + } + windowedFrequencyAxis[i] = plotFrequencyAxis[frequencyIndexRange.Item1 + i]; + } + } public enum FrequencyUnits { WaveletFrequency, diff --git a/FCWTAPI/CWTObject.cs b/FCWTAPI/CWTObject.cs index c6a1333..17a3140 100644 --- a/FCWTAPI/CWTObject.cs +++ b/FCWTAPI/CWTObject.cs @@ -136,8 +136,9 @@ public enum CWTFeatures /// Optional name of the data to pass into the title of the plot /// /// - public void GenerateHeatMap(CWTFeatures cwtFeature, string fileName, CWTFrequencies.FrequencyUnits - frequencyAxisUnits, string? dataName = null) + public void GenerateHeatMap(CWTFeatures cwtFeature, string fileName, CWTFrequencies.FrequencyUnits frequencyAxisUnits, + string? dataName = null, double? startTime = null, double? endTime = null, double? startFrequency = null, double? endFrequency = null) + { if (TimeAxis == null) { @@ -177,29 +178,52 @@ public void GenerateHeatMap(CWTFeatures cwtFeature, string fileName, CWTFrequenc plotFrequencyAxis = FrequencyAxis.WaveletCenterFrequencies; break; } + double[,] data; - if (cwtFeature == CWTFeatures.Imaginary) + switch (cwtFeature) { - data = OutputCWT.ImagArray; + case CWTFeatures.Imaginary: + data = OutputCWT.ImagArray; + break; + case CWTFeatures.Real: + data = OutputCWT.RealArray; + break; + case CWTFeatures.Modulus: + data = OutputCWT.ModulusCalculation(); + break; + default: + data = OutputCWT.PhaseCalculation(); + break; } - else if (cwtFeature == CWTFeatures.Real) + // Section to compress time axis for large data plotting + double[] finalTimeAxis; + if (startTime.HasValue && endTime.HasValue) { - data = OutputCWT.RealArray; + double[,] timeWindowedData; + CWTExtensions.TimeWindowing((double)startTime, (double)endTime, TimeAxis, data, out finalTimeAxis, out timeWindowedData); + data = timeWindowedData; } - else if (cwtFeature == CWTFeatures.Modulus) + else { - data = OutputCWT.ModulusCalculation(); + finalTimeAxis = TimeAxis; } - else + if (startFrequency.HasValue && endFrequency.HasValue) { - data = OutputCWT.PhaseCalculation(); + double[] windowedFrequencyAxis; + double[,] freqWindowedData; + FrequencyAxis.FrequencyWindowing((double)startFrequency, (double)endFrequency, plotFrequencyAxis, data, + frequencyAxisUnits, out windowedFrequencyAxis, out freqWindowedData); + data = freqWindowedData; + plotFrequencyAxis = windowedFrequencyAxis; } - // Section to compress time axis for large data plotting int maxColumns = 100000; double[,] finalData; if (data.GetLength(1) >= maxColumns) { + double[] compressedTimeAxis; CWTExtensions.Time2DArrayCompression(data, out finalData, maxColumns); + CWTExtensions.TimeAxisCompression(finalTimeAxis, out compressedTimeAxis, maxColumns); + finalTimeAxis = compressedTimeAxis; } else { @@ -227,7 +251,7 @@ public void GenerateHeatMap(CWTFeatures cwtFeature, string fileName, CWTFrequenc xyReflectedData[j, i] = finalData[i, j]; } } - PlotModel cwtPlot = PlottingUtils.GenerateCWTHeatMap(xyReflectedData, title, TimeAxis, plotFrequencyAxis); + PlotModel cwtPlot = PlottingUtils.GenerateCWTHeatMap(xyReflectedData, title, finalTimeAxis, plotFrequencyAxis); string filePath = Path.Combine(WorkingPath, fileName); PlottingUtils.ExportPlotPDF(cwtPlot, filePath); } @@ -246,7 +270,7 @@ public void GenerateHeatMap(CWTFeatures cwtFeature, string fileName, CWTFrequenc /// /// public void GenerateXYPlot(CWTFeatures cwtFeature, string fileName, PlottingUtils.XYPlotOptions plotMode, CWTFrequencies.FrequencyUnits frequencyAxisUnits, - double startValue, double ? endValue = null, int? sampleNumber = null, string? dataName = null) + double startValue, double ? endValue = null, int? sampleNumber = null, string? dataName = null, double? startTime = null, double? endTime = null) { if (TimeAxis == null) { @@ -291,21 +315,20 @@ public void GenerateXYPlot(CWTFeatures cwtFeature, string fileName, PlottingUtil break; } double[,] data; - if (cwtFeature == CWTFeatures.Imaginary) + switch (cwtFeature) { - data = OutputCWT.ImagArray; - } - else if (cwtFeature == CWTFeatures.Real) - { - data = OutputCWT.RealArray; - } - else if (cwtFeature == CWTFeatures.Modulus) - { - data = OutputCWT.ModulusCalculation(); - } - else - { - data = OutputCWT.PhaseCalculation(); + case CWTFeatures.Imaginary: + data = OutputCWT.ImagArray; + break; + case CWTFeatures.Real: + data = OutputCWT.RealArray; + break; + case CWTFeatures.Modulus: + data = OutputCWT.ModulusCalculation(); + break; + default: + data = OutputCWT.PhaseCalculation(); + break; } string title; if (cwtFeature == CWTFeatures.Imaginary || cwtFeature == CWTFeatures.Real) @@ -378,22 +401,31 @@ public void GenerateXYPlot(CWTFeatures cwtFeature, string fileName, PlottingUtil break; } int rawFrequencyIndex = Array.BinarySearch(FrequencyAxis.WaveletCenterFrequencies, singleFrequency); - int frequencyIndex = rawFrequencyIndex < 0 ? -rawFrequencyIndex + 1 : rawFrequencyIndex; + int frequencyIndex = rawFrequencyIndex < 0 ? -rawFrequencyIndex - 1 : rawFrequencyIndex; indFrequencies = new int[] {frequencyIndex}; } - int maxColumns = 100000; - double[,] finalData; double[] finalTimeAxis; - if (data.GetLength(1) >= maxColumns) + if (startTime.HasValue && endTime.HasValue) { - CWTExtensions.Time2DArrayCompression(data, out finalData, maxColumns); - CWTExtensions.TimeAxisCompression(TimeAxis, out finalTimeAxis, maxColumns); + double[,] timeWindowedData; + CWTExtensions.TimeWindowing((double)startTime, (double)endTime, TimeAxis, data, out finalTimeAxis, out timeWindowedData); + data = timeWindowedData; } else { - finalData = data; finalTimeAxis = TimeAxis; } + int maxColumns = 100000; + + if (data.GetLength(1) >= maxColumns) + { + double[,] compressedData; + double[] compressedTimeAxis; + CWTExtensions.Time2DArrayCompression(data, out compressedData, maxColumns); + CWTExtensions.TimeAxisCompression(finalTimeAxis, out compressedTimeAxis, maxColumns); + data = compressedData; + finalTimeAxis = compressedTimeAxis; + } double[,] xyReflectedData = new double[data.GetLength(1), data.GetLength(0)]; for (int i = 0; i < data.GetLength(0); i++) { diff --git a/TestFCWTAPI/CWTExtensionsTests.cs b/TestFCWTAPI/CWTExtensionsTests.cs index e500cf7..fb94aa1 100644 --- a/TestFCWTAPI/CWTExtensionsTests.cs +++ b/TestFCWTAPI/CWTExtensionsTests.cs @@ -51,5 +51,27 @@ public static void TestTimeAxisCompression() Assert.AreEqual(rem2DivTestEdgePoint, compressedRem2Axis[2]); } + [Test] + public static void TestTimeWindowing() + { + double[,] testData = new double[,] + { + {1, 2, 3, 4, 5, 6}, + {7, 8, 9, 10, 11, 12}, + {13, 14, 15, 16, 17, 18} + }; + double[] testTimeAxis = new double[] { 0.1, 0.2, 0.3, 0.4, 0.5, 0.6 }; + double[,] windowedData; + double[] windowedTimeAxis; + CWTExtensions.TimeWindowing(0.2, 0.38, testTimeAxis, testData, out windowedTimeAxis, out windowedData); + Assert.AreEqual(testData[1, 3], windowedData[1, 2]); + Assert.AreEqual(3, windowedData.GetLength(1)); + Assert.AreEqual(3, windowedTimeAxis.Length); + Assert.Throws(() => CWTExtensions.TimeWindowing(0.42, 0.2, testTimeAxis, testData, out windowedTimeAxis, out windowedData)); + Assert.Throws(() => CWTExtensions.TimeWindowing(0.01, 0.2, testTimeAxis, testData, out windowedTimeAxis, out windowedData)); + Assert.Throws(() => CWTExtensions.TimeWindowing(0.2, 0.9, testTimeAxis, testData, out windowedTimeAxis, out windowedData)); + double[] badTimeAxis = new double[] { 0.1, 0.2, 0.3, 0.4, 0.5 }; + Assert.Throws(() => CWTExtensions.TimeWindowing(0.2, 0.5, badTimeAxis, testData, out windowedTimeAxis, out windowedData)); + } } } diff --git a/TestFCWTAPI/CWTObjectTests.cs b/TestFCWTAPI/CWTObjectTests.cs index e740604..875f69e 100644 --- a/TestFCWTAPI/CWTObjectTests.cs +++ b/TestFCWTAPI/CWTObjectTests.cs @@ -73,7 +73,7 @@ public void TestGenerateHeatMapCWTObject() .Select(i => FunctionGenerator.GenerateCosineWave((double)i * 0.08 * Math.PI)) .ToArray(); string testWorkingPath = Path.Combine(TestContext.CurrentContext.TestDirectory, "TestDataFiles"); - CWTObject cosCWT = new(cosine, 1, 6, 200, 50, 4, false, 100000, 7.5e12, workingPath: testWorkingPath); + CWTObject cosCWT = new(cosine, 1, 6, 200, 50, 4, false, 1000, 7.5e12, workingPath: testWorkingPath); string testDataName = "TestCos"; Assert.Throws(() => cosCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "xyReflectedHeatmapc0-0.001.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, testDataName)); cosCWT.PerformCWT(); @@ -86,7 +86,16 @@ public void TestGenerateHeatMapCWTObject() cosCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "cosTestCWTHeatmap.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, testDataName); cosCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "cosTestCWTHeatmapTrueFreq.pdf", CWTFrequencies.FrequencyUnits.TrueFrequency, testDataName); cosCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "cosTestCWTHeatmapMZVals.pdf", CWTFrequencies.FrequencyUnits.MZValues, testDataName); + cosCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "cosTestCWTHeatmapWindowed.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, testDataName, 0.1, 0.3, 1.5, 2.5); Assert.Throws(() => cosCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "xyReflectedHeatmapc0-0.001.xlsx", CWTFrequencies.FrequencyUnits.WaveletFrequency, testDataName)); + double[] longCosine = Enumerable.Range(1, 150000) + .Select(i => FunctionGenerator.GenerateCosineWave((double)i * 0.08 * Math.PI)) + .ToArray(); + CWTObject longCosCWT = new(longCosine, 1, 6, 200, 50, 4, false, 1000, 7.5e12, workingPath: testWorkingPath); + longCosCWT.PerformCWT(); + longCosCWT.CalculateTimeAxis(); + longCosCWT.CalculateFrequencyAxis(); + longCosCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "longCosTestCWTHeatmap.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, testDataName); } @@ -112,6 +121,8 @@ public void TestGenerateXYPlotCWTObject() cosCWT.FrequencyAxis.CalculateMZValues(); cosCWT.GenerateXYPlot(CWTObject.CWTFeatures.Modulus, "testcosCWTEvolution.pdf", PlottingUtils.XYPlotOptions.Evolution, CWTFrequencies.FrequencyUnits.WaveletFrequency, 1.8, 2.4, 10, testDataName); + cosCWT.GenerateXYPlot(CWTObject.CWTFeatures.Modulus, "testcosCWTEvolutionTimeWindowed.pdf", PlottingUtils.XYPlotOptions.Evolution, + CWTFrequencies.FrequencyUnits.WaveletFrequency, 1.8, 2.4, 10, testDataName, 0.003, 0.007); // Tests composite summing a limited number of steps cosCWT.GenerateXYPlot(CWTObject.CWTFeatures.Modulus, "testcosCWTComposite_10Steps.pdf", PlottingUtils.XYPlotOptions.Composite, CWTFrequencies.FrequencyUnits.WaveletFrequency, 1.8, 2.4, 10, testDataName); diff --git a/TestFCWTAPI/MinMaxIdentificationTest.cs b/TestFCWTAPI/MinMaxIdentificationTest.cs index a43bb99..1682817 100644 --- a/TestFCWTAPI/MinMaxIdentificationTest.cs +++ b/TestFCWTAPI/MinMaxIdentificationTest.cs @@ -21,7 +21,7 @@ public void TestDataSetup() TransientData myoZ13Transient = new(myoZ13TransientPath); myoZ13Transient.ImportTransientData(800000); string testPath = Path.Combine(TestContext.CurrentContext.TestDirectory, "TestDataFiles"); - var myoZ13CWT = new CWTObject(myoZ13Transient.Data, 2, 3, 100, (float)(2 * Math.Tau), 4, false, myoZ13Transient.SamplingRate, myoZ13Transient.CalibrationFactor, testPath); + var myoZ13CWT = new CWTObject(myoZ13Transient.Data, 2, 3, 125, (float)(2 * Math.Tau), 4, false, myoZ13Transient.SamplingRate, myoZ13Transient.CalibrationFactor, testPath); myoZ13CWT.PerformCWT(); myoZ13CWT.CalculateTimeAxis(); myoZ13CWT.CalculateFrequencyAxis(); @@ -30,18 +30,25 @@ public void TestDataSetup() string complexTransientPath = Path.Combine(TestContext.CurrentContext.TestDirectory, "TestDataFiles", "ComplexTransient_protein_mixture_512ms.csv"); TransientData complexTransient = new(complexTransientPath); complexTransient.ImportTransientData(700000); - var complexTransientCWT = new CWTObject(complexTransient.Data, 2, 3, 100, (float)(15 * Math.Tau), 4, false, complexTransient.SamplingRate, complexTransient.CalibrationFactor, testPath); + var complexTransientCWT = new CWTObject(complexTransient.Data, 2, 3, 125, (float)(15 * Math.Tau), 4, false, complexTransient.SamplingRate, complexTransient.CalibrationFactor, testPath); complexTransientCWT.PerformCWT(); complexTransientCWT.CalculateTimeAxis(); complexTransientCWT.CalculateFrequencyAxis(); ComplexTestCWT = complexTransientCWT; } [Test] + // Test method for generating plots to carefully examine the CWT of the sample MS transient data public void PlotGeneration() { MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "myoZ13_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13"); + MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "myoZ13_modulus_Zoomed.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13", 0.075, 0.095, 2.1, 3); + MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "myoZ13_modulus_HiZoom.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13", 0.082, 0.083, 2.4, 2.5); MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Real, "myoZ13_Real.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13"); ComplexTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "complexTransient_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "complexTransient"); + ComplexTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "zoomed_Band2complexTransient_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "complexTransient", 0.06, 0.08, 19, 30); + ComplexTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "zoomed_Band1complexTransient_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "complexTransient", 0.02, 0.04, 19, 30); + + } } } diff --git a/TestFCWTAPI/TestCWTFrequencies.cs b/TestFCWTAPI/TestCWTFrequencies.cs index 3cc225b..d4cfdf6 100644 --- a/TestFCWTAPI/TestCWTFrequencies.cs +++ b/TestFCWTAPI/TestCWTFrequencies.cs @@ -133,5 +133,40 @@ public static void TestMZValueToWaveletFreq() double waveletFrequency = cwtFrequencies.TrueFreqToWaveletFreq(testTrueFrequency); Assert.AreEqual(waveletFrequency, testWaveletFrequency); } + [Test] + public static void TestFrequencyWindowing() + { + double[] testValues = new double[1000]; + double constant = 1D / 1000D * 2D * Math.PI; + for (int i = 0; i < 1000; i++) + { + double val = (double)i * constant; + testValues[i] = val; + } + double[] cosine = FunctionGenerator.TransformValues(testValues, FunctionGenerator.GenerateCosineWave); + CWTObject cosCWT = new(cosine, 1, 6, 200, (float)(2 * Math.PI), 4, false, 100000, 7.5e12); + cosCWT.PerformCWT(); + cosCWT.CalculateFrequencyAxis(); + cosCWT.FrequencyAxis.CalculateTrueFrequencies(); + cosCWT.FrequencyAxis.CalculateMZValues(); + double[] testPlotFrequencyAxis = cosCWT.FrequencyAxis.WaveletCenterFrequencies; + double[,] testCWTData = cosCWT.OutputCWT.ModulusCalculation(); + double[,] testFreqWindowedData; + double[] testWindowedFreqAxis; + cosCWT.FrequencyAxis.FrequencyWindowing(0.04909, 0.06278, testPlotFrequencyAxis, testCWTData, + CWTFrequencies.FrequencyUnits.WaveletFrequency, out testWindowedFreqAxis, out testFreqWindowedData); + Assert.AreEqual(72, testFreqWindowedData.GetLength(0)); + Assert.AreEqual(testCWTData[70, 5], testFreqWindowedData[70, 5]); + Assert.AreEqual(72, testWindowedFreqAxis.Length); + double[] testEndWindowedFreqAxis; + double[,] testEndFreqWindowedData; + cosCWT.FrequencyAxis.FrequencyWindowing(3.1199, 3.13, testPlotFrequencyAxis, testCWTData, + CWTFrequencies.FrequencyUnits.WaveletFrequency, out testEndWindowedFreqAxis, out testEndFreqWindowedData); + Assert.AreEqual(testCWTData[1199, 5], testEndFreqWindowedData[1, 5]); + Assert.AreEqual(2, testEndWindowedFreqAxis.Length); + Assert.AreEqual(testPlotFrequencyAxis[1198], testEndWindowedFreqAxis[0]); + Assert.AreEqual(testPlotFrequencyAxis[1199], testEndWindowedFreqAxis[1]); + + } } } \ No newline at end of file From 8a46b2074a45545c1e06f591c719c0efd7e7e5f4 Mon Sep 17 00:00:00 2001 From: zdanaceau Date: Mon, 8 Aug 2022 17:05:34 -0500 Subject: [PATCH 05/14] Added a function to smooth CWT data asymmetrically. --- FCWTAPI/GaussianSmoothing.cs | 28 ++++++++++++++++++++++++- TestFCWTAPI/MinMaxIdentificationTest.cs | 20 +++++++++++------- 2 files changed, 40 insertions(+), 8 deletions(-) diff --git a/FCWTAPI/GaussianSmoothing.cs b/FCWTAPI/GaussianSmoothing.cs index 19fac1b..1994f6d 100644 --- a/FCWTAPI/GaussianSmoothing.cs +++ b/FCWTAPI/GaussianSmoothing.cs @@ -70,7 +70,6 @@ public class GaussianSmoothing } return normalizedMatrix; } - /// /// Performs the 2D Gaussian smoothing on a given 2D array /// Applies the smoothing operation in x then y with 1D Kernels @@ -105,6 +104,33 @@ public class GaussianSmoothing } return dim2Smoothing; } + public static double[,] AsymmetricGaussianConvolution(double[,] inputData, double frequencyDeviation, double timeDeviation) + { + if (inputData.GetLength(0) < (frequencyDeviation * 6 + 1) || inputData.GetLength(1) < (timeDeviation * 6 + 1)) + { + throw new ArgumentException("Matrix may not be smaller than the convoluting Gaussian kernel"); + } + double[,] frequencyKernel = CalculateNormalized1DSampleKernel(frequencyDeviation); + double[,] timeKernel = CalculateNormalized1DSampleKernel(timeDeviation); + // Calculates the 1D kernel to be used for smoothing + double[,] frequencySmoothing = new double[inputData.GetLength(0), inputData.GetLength(1)]; + double[,] timeSmoothing = new double[inputData.GetLength(0), inputData.GetLength(1)]; + // x-direction smoothing + for (int i = 0; i < inputData.GetLength(0); i++) + { + // Calculates each point in the x direction + for (int j = 0; j < inputData.GetLength(1); j++) + frequencySmoothing[i, j] = ProcessPoint(inputData, i, j, frequencyKernel, 0); + } + //y-direction smoothing + for (int i = 0; i < inputData.GetLength(0); i++) + { + //Calculates each point in the y direction from the x smoothed array res 1 + for (int j = 0; j < inputData.GetLength(1); j++) + timeSmoothing[i, j] = ProcessPoint(frequencySmoothing, i, j, timeKernel, 1); + } + return timeSmoothing; + } /// /// Method to process each individual point of a given double[,] array /// diff --git a/TestFCWTAPI/MinMaxIdentificationTest.cs b/TestFCWTAPI/MinMaxIdentificationTest.cs index 1682817..c1b8af7 100644 --- a/TestFCWTAPI/MinMaxIdentificationTest.cs +++ b/TestFCWTAPI/MinMaxIdentificationTest.cs @@ -6,6 +6,7 @@ using FCWTNET; using System.IO; using NUnit.Framework; +using OxyPlot; namespace TestFCWTAPI { @@ -40,13 +41,18 @@ public void TestDataSetup() // Test method for generating plots to carefully examine the CWT of the sample MS transient data public void PlotGeneration() { - MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "myoZ13_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13"); - MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "myoZ13_modulus_Zoomed.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13", 0.075, 0.095, 2.1, 3); - MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "myoZ13_modulus_HiZoom.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13", 0.082, 0.083, 2.4, 2.5); - MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Real, "myoZ13_Real.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13"); - ComplexTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "complexTransient_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "complexTransient"); - ComplexTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "zoomed_Band2complexTransient_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "complexTransient", 0.06, 0.08, 19, 30); - ComplexTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "zoomed_Band1complexTransient_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "complexTransient", 0.02, 0.04, 19, 30); + //MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "myoZ13_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13"); + //MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "myoZ13_modulus_Zoomed.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13", 0.075, 0.095, 2.1, 3); + //MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "myoZ13_modulus_HiZoom.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13", 0.082, 0.083, 2.4, 2.5); + //MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Real, "myoZ13_Real.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13"); + //ComplexTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "complexTransient_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "complexTransient"); + //ComplexTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "zoomed_Band2complexTransient_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "complexTransient", 0.06, 0.08, 19, 30); + //ComplexTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "zoomed_Band1complexTransient_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "complexTransient", 0.02, 0.04, 19, 30); + double[,] testRawModulus = ComplexTestCWT.OutputCWT.ModulusCalculation(); + double[,] testSmoothedModulus = GaussianSmoothing.AsymmetricGaussianConvolution(testRawModulus, 1, 1100); + PlotModel smoothedPlot = PlottingUtils.GenerateCWTHeatMap(testSmoothedModulus, "Assymetric Smoothing"); + string smoothPlotPath = Path.Combine(ComplexTestCWT.WorkingPath, "SmoothedPlot.pdf"); + PlottingUtils.ExportPlotPDF(smoothedPlot, smoothPlotPath); } From bde2f012d7f57bdd655a256a0f813738ed04d097 Mon Sep 17 00:00:00 2001 From: zdanaceau Date: Wed, 10 Aug 2022 14:51:49 -0500 Subject: [PATCH 06/14] Completed unit testing for EllipticalGaussianSmoothing --- FCWTAPI/GaussianSmoothing.cs | 2 +- TestFCWTAPI/GaussianSmoothingTests.cs | 86 +++++++++++++++++++++++-- TestFCWTAPI/MinMaxIdentificationTest.cs | 21 ++---- 3 files changed, 90 insertions(+), 19 deletions(-) diff --git a/FCWTAPI/GaussianSmoothing.cs b/FCWTAPI/GaussianSmoothing.cs index 1994f6d..15f1f19 100644 --- a/FCWTAPI/GaussianSmoothing.cs +++ b/FCWTAPI/GaussianSmoothing.cs @@ -104,7 +104,7 @@ public class GaussianSmoothing } return dim2Smoothing; } - public static double[,] AsymmetricGaussianConvolution(double[,] inputData, double frequencyDeviation, double timeDeviation) + public static double[,] EllipticGaussianConvolution(double[,] inputData, double frequencyDeviation, double timeDeviation) { if (inputData.GetLength(0) < (frequencyDeviation * 6 + 1) || inputData.GetLength(1) < (timeDeviation * 6 + 1)) { diff --git a/TestFCWTAPI/GaussianSmoothingTests.cs b/TestFCWTAPI/GaussianSmoothingTests.cs index 7523609..070043b 100644 --- a/TestFCWTAPI/GaussianSmoothingTests.cs +++ b/TestFCWTAPI/GaussianSmoothingTests.cs @@ -119,7 +119,7 @@ public void TestProcessPoint() } } [Test] - public void TestGaussianConvolution() + public static void TestGaussianConvolution() { double[,] invalid2DArray = new double[,] { @@ -169,11 +169,11 @@ public void TestGaussianConvolution() // Deviation of our test 2D Gaussian double testDeviation = 1; // Calculates expected value of a point at the center of the 2D Gaussian - double centerPoint = 1 / (2 * Math.PI * testDeviation); + double centerPoint = 1 / (2 * Math.PI * Math.Pow(testDeviation, 2)); // Calculates expected value of a point 1 unit off from the center of the 2D Gaussian in any direction - double adjacentPoint = 1 / (2 * Math.PI * testDeviation) * Math.Exp(-(1 * 1) / (2 * testDeviation * testDeviation)); + double adjacentPoint = 1 / (2 * Math.PI * Math.Pow(testDeviation, 2)) * Math.Exp(-(1 * 1) / (2 * testDeviation * testDeviation)); // Calculates expected value of a point 1 unit off from the center in in x and y direction - double diagonalPoint = 1 / (2 * Math.PI * testDeviation) * Math.Exp(-2 / (2 * testDeviation * testDeviation)); + double diagonalPoint = 1 / (2 * Math.PI * Math.Pow(testDeviation, 2)) * Math.Exp(-2 / (2 * testDeviation * testDeviation)); // Calculats the Gaussian convolution of our test 2D Gaussian with tesd2DArray double[,] testBlurredArray = GaussianSmoothing.GaussianConvolution(test2DArray, testDeviation); for (int p = 0; p < 4; p++) @@ -194,6 +194,84 @@ public void TestGaussianConvolution() } [Test] + public static void TestEllipticGaussianConvolution() + { + double[,] invalid2DArray = new double[,] + { + {1, 2, 3, 4, 5 }, + {4, 5, 6, 7, 8 }, + {9, 10, 11, 12, 13 }, + }; + Assert.Throws(() => GaussianSmoothing.GaussianConvolution(invalid2DArray, 1)); + double testDim1Deviation = 1; + double testDim2Deviation = 2; + double[,] test2DArray = new double[51, 51]; + // List of points to add to a test array + var pointArray = new (int, int, double)[] + { + (13, 13, 1), // Generic point + (27, 13, -1), // Sample point with a negative value + (2, 43, 1), // Sample point next to an edge + (50, 50, 1) // Sample point in a corner + }; + double centerPoint = 1 / (2 * Math.PI * testDim1Deviation * testDim2Deviation); + // Generates a 2D array containing all points from pointArray + for (int i = 0; i < 51; i++) + { + for (int j = 0; j < 51; j++) + { + for (int t = 0; t < 4; t++) + if (i == pointArray[t].Item1 && j == pointArray[t].Item2) + { + test2DArray[i, j] = pointArray[t].Item3; + } + } + } + + // Generates a list of coordinates to points adjacent to the points in pointArray off by 1 unit in the higher dimension + var adjacentDim1Array = new (int, int, double)[] + { + (12, 13, 1), + (28, 13, -1), + (3, 43, 1), + (49, 50, 1) + }; + double dim1AdjacentPoint = 1 / (2 * Math.PI * testDim1Deviation * testDim2Deviation) * Math.Exp(-1 / (2 * Math.Pow(testDim1Deviation, 2))); + + // Generates a list of coordinates to points adjacent to the points in pointArray off by 1 unit in the lower dimension + var adjacentDim2Array = new (int, int, double)[] + { + (13, 14, 1), + (27, 12, -1), + (2, 42, 1), + (50, 49, 1) + + }; + double dim2AdjacentPoint = 1 / (2 * Math.PI * testDim1Deviation * testDim2Deviation) * Math.Exp(-1 / (2 * Math.Pow(testDim2Deviation, 2))); + + // Generates a list of coordinates to points diagonal to the points in pointArray + var diagonalArray = new (int, int, double)[] + { + (14, 14, 1), + (26, 14, -1), + (1, 42, 1), + (49, 49, 1) + }; + double diagonalPoint = 1 / (2 * Math.PI * testDim1Deviation * testDim2Deviation) * Math.Exp(-1 * ((1 / (2 * Math.Pow(testDim1Deviation, 2))) + (1 / (2* Math.Pow(testDim2Deviation, 2))))); + double[,] testAsymmetricalBlurArray = GaussianSmoothing.EllipticGaussianConvolution(test2DArray, testDim1Deviation, testDim2Deviation); + for(int p = 0; p < 4; p++) + { + // Checks all the center point values for correctness + Assert.AreEqual(centerPoint * pointArray[p].Item3, testAsymmetricalBlurArray[pointArray[p].Item1, pointArray[p].Item2], 0.001); + // Checks all the adjacent dim1 point values for correctness + Assert.AreEqual(dim1AdjacentPoint * pointArray[p].Item3, testAsymmetricalBlurArray[adjacentDim1Array[p].Item1, adjacentDim1Array[p].Item2], 0.001); + // Checks all the adjacent dim2 point values for correctness + Assert.AreEqual(dim2AdjacentPoint * pointArray[p].Item3, testAsymmetricalBlurArray[adjacentDim2Array[p].Item1, adjacentDim2Array[p].Item2], 0.001); + // Checks all the diagonal point values for correctness + Assert.AreEqual(diagonalPoint * pointArray[p].Item3, testAsymmetricalBlurArray[diagonalArray[p].Item1, diagonalArray[p].Item2], 0.001); + } + } + [Test] public static void TestGaussianSmoothing1D() { double[] invalidArray = { 1, 2, 3, 4, 5 }; diff --git a/TestFCWTAPI/MinMaxIdentificationTest.cs b/TestFCWTAPI/MinMaxIdentificationTest.cs index c1b8af7..2087719 100644 --- a/TestFCWTAPI/MinMaxIdentificationTest.cs +++ b/TestFCWTAPI/MinMaxIdentificationTest.cs @@ -41,20 +41,13 @@ public void TestDataSetup() // Test method for generating plots to carefully examine the CWT of the sample MS transient data public void PlotGeneration() { - //MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "myoZ13_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13"); - //MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "myoZ13_modulus_Zoomed.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13", 0.075, 0.095, 2.1, 3); - //MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "myoZ13_modulus_HiZoom.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13", 0.082, 0.083, 2.4, 2.5); - //MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Real, "myoZ13_Real.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13"); - //ComplexTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "complexTransient_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "complexTransient"); - //ComplexTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "zoomed_Band2complexTransient_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "complexTransient", 0.06, 0.08, 19, 30); - //ComplexTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "zoomed_Band1complexTransient_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "complexTransient", 0.02, 0.04, 19, 30); - double[,] testRawModulus = ComplexTestCWT.OutputCWT.ModulusCalculation(); - double[,] testSmoothedModulus = GaussianSmoothing.AsymmetricGaussianConvolution(testRawModulus, 1, 1100); - PlotModel smoothedPlot = PlottingUtils.GenerateCWTHeatMap(testSmoothedModulus, "Assymetric Smoothing"); - string smoothPlotPath = Path.Combine(ComplexTestCWT.WorkingPath, "SmoothedPlot.pdf"); - PlottingUtils.ExportPlotPDF(smoothedPlot, smoothPlotPath); - - + MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "myoZ13_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13"); + MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "myoZ13_modulus_Zoomed.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13", 0.075, 0.095, 2.1, 3); + MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "myoZ13_modulus_HiZoom.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13", 0.082, 0.083, 2.4, 2.5); + MyoglobinTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Real, "myoZ13_Real.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "myo z13"); + ComplexTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "complexTransient_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "complexTransient"); + ComplexTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "zoomed_Band2complexTransient_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "complexTransient", 0.06, 0.08, 19, 30); + ComplexTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "zoomed_Band1complexTransient_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "complexTransient", 0.02, 0.04, 19, 30); } } } From 46b89f99e81e1180b7961321ee737d0d2217ccbc Mon Sep 17 00:00:00 2001 From: zdanaceau Date: Wed, 10 Aug 2022 15:04:18 -0500 Subject: [PATCH 07/14] Cleaned up code and fixed unit tests --- TestFCWTAPI/GaussianSmoothingTests.cs | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/TestFCWTAPI/GaussianSmoothingTests.cs b/TestFCWTAPI/GaussianSmoothingTests.cs index 070043b..bb4f40f 100644 --- a/TestFCWTAPI/GaussianSmoothingTests.cs +++ b/TestFCWTAPI/GaussianSmoothingTests.cs @@ -202,7 +202,7 @@ public static void TestEllipticGaussianConvolution() {4, 5, 6, 7, 8 }, {9, 10, 11, 12, 13 }, }; - Assert.Throws(() => GaussianSmoothing.GaussianConvolution(invalid2DArray, 1)); + Assert.Throws(() => GaussianSmoothing.EllipticGaussianConvolution(invalid2DArray, 1, 2)); double testDim1Deviation = 1; double testDim2Deviation = 2; double[,] test2DArray = new double[51, 51]; From 4bc5259225a23d696a8d22fb129cafb3437a52ac Mon Sep 17 00:00:00 2001 From: zdanaceau Date: Wed, 10 Aug 2022 15:07:00 -0500 Subject: [PATCH 08/14] Fixed branch name --- TestFCWTAPI/GaussianSmoothingTests.cs | 1 - 1 file changed, 1 deletion(-) diff --git a/TestFCWTAPI/GaussianSmoothingTests.cs b/TestFCWTAPI/GaussianSmoothingTests.cs index bb4f40f..e76d90e 100644 --- a/TestFCWTAPI/GaussianSmoothingTests.cs +++ b/TestFCWTAPI/GaussianSmoothingTests.cs @@ -284,7 +284,6 @@ public static void TestGaussianSmoothing1D() double[] smoothedArray = GaussianSmoothing.GaussianSmoothing1D(testArray, 1); double centerPoint = 1 / Math.Sqrt(2 * Math.PI * testDeviation); double adjacentPoint = 1 / Math.Sqrt(2 * Math.PI * testDeviation) * Math.Exp(-(1 * 1) / (2 * testDeviation * testDeviation)); - double sum = 0; Assert.AreEqual(centerPoint, smoothedArray[2], 0.001); Assert.AreEqual(centerPoint, smoothedArray[20], 0.001); Assert.AreEqual(centerPoint, smoothedArray[49], 0.001); From 48f42e0a29d7b12e9a683dcdfcbc9d17c0157522 Mon Sep 17 00:00:00 2001 From: zdanaceau Date: Fri, 12 Aug 2022 16:38:15 -0500 Subject: [PATCH 09/14] Fixed bugs in PlottingUtils and added functionality for slice wise gaussian smoothing. --- FCWTAPI/GaussianSmoothing.cs | 65 ++++++++++++++++++++++ FCWTAPI/MinMaxIdentification.cs | 17 +++++- FCWTAPI/PlottingUtils.cs | 39 ++++++++++--- TestFCWTAPI/GaussianSmoothingTests.cs | 73 ++++++++++++++++++++++++- TestFCWTAPI/MinMaxIdentificationTest.cs | 38 ++++++++++++- TestFCWTAPI/PlotingTests.cs | 7 ++- 6 files changed, 227 insertions(+), 12 deletions(-) diff --git a/FCWTAPI/GaussianSmoothing.cs b/FCWTAPI/GaussianSmoothing.cs index c5f877c..c32df96 100644 --- a/FCWTAPI/GaussianSmoothing.cs +++ b/FCWTAPI/GaussianSmoothing.cs @@ -105,6 +105,14 @@ public class GaussianSmoothing } return dim2Smoothing; } + /// + /// Performs 2D Gaussian smoothing using + /// + /// + /// + /// + /// + /// public static double[,] EllipticGaussianConvolution(double[,] inputData, double frequencyDeviation, double timeDeviation) { if (inputData.GetLength(0) < (frequencyDeviation * 6 + 1) || inputData.GetLength(1) < (timeDeviation * 6 + 1)) @@ -132,6 +140,63 @@ public class GaussianSmoothing } return timeSmoothing; } + public static double[] SliceEllipticGaussianConvolution(double[,] inputData, double frequencyDeviation, double timeDeviation, int sliceIndex, int dimension) + { + if (inputData.GetLength(0) < (frequencyDeviation * 6 + 1) || inputData.GetLength(1) < (timeDeviation * 6 + 1)) + { + throw new ArgumentException("Matrix may not be smaller than the convoluting Gaussian kernel"); + } + if (dimension != 0 && dimension != 1) + { + throw new ArgumentException("Dimension can only be 0 and 1", nameof(dimension)); + } + double[,] frequencyKernel = CalculateNormalized1DSampleKernel(frequencyDeviation); + double[,] timeKernel = CalculateNormalized1DSampleKernel(timeDeviation); + double[,] sliceDirectionSmoothing;// = new double[inputData.GetLength(0), inputData.GetLength(1)]; + double[] smoothedSlice;// = new double[inputData.GetLength(0), inputData.GetLength(1)]; + // Calculates the 1D kernel to be used for smoothing + if (dimension == 0) + { + // Calculates each point in the x direction + int freqSize = (int)Math.Ceiling(frequencyDeviation * 3) * 2 + 1; + sliceDirectionSmoothing = new double[freqSize, inputData.GetLength(1)]; + smoothedSlice = new double[inputData.GetLength(1)]; + for (int i = 0; i < freqSize; i++) + { + int dataIndex = sliceIndex + i - freqSize / 2; + for (int j = 0; j < inputData.GetLength(1); j++) + { + sliceDirectionSmoothing[i, j] = ProcessPoint(inputData, dataIndex, j, frequencyKernel, 0); + } + } + for (int j = 0; j < inputData.GetLength(1); j++) + { + smoothedSlice[j] = ProcessPoint(sliceDirectionSmoothing, freqSize / 2, j, timeKernel, 1); + } + return smoothedSlice; + } + else + { + // Calculates each point in the x direction + int timeSize = (int)Math.Ceiling(timeDeviation * 3) * 2 + 1; + sliceDirectionSmoothing = new double[inputData.GetLength(0), timeSize]; + smoothedSlice = new double[inputData.GetLength(0)]; + for (int i = 0; i < inputData.GetLength(0); i++) + { + for (int j = 0; j < timeSize; j++) + { + int dataIndex = sliceIndex + j - timeSize / 2; + sliceDirectionSmoothing[i, j] = ProcessPoint(inputData, i, dataIndex, frequencyKernel, 0); + } + } + for (int i = 0; i < inputData.GetLength(0); i++) + { + smoothedSlice[i] = ProcessPoint(sliceDirectionSmoothing, i, timeSize / 2, timeKernel, 1); + } + return smoothedSlice; + } + } + /// /// Method to process each individual point of a given double[,] array /// diff --git a/FCWTAPI/MinMaxIdentification.cs b/FCWTAPI/MinMaxIdentification.cs index d4d4970..cbba729 100644 --- a/FCWTAPI/MinMaxIdentification.cs +++ b/FCWTAPI/MinMaxIdentification.cs @@ -3,11 +3,26 @@ using System.Linq; using System.Text; using System.Threading.Tasks; +using FCWTNET; namespace fCWT.NET { public class MinMaxIdentification { - + public double[,] InputData; + public double FrequencySmoothingWidth; + public double TimeSmoothingWidth; + //public double MinFrequencyWidth; + //public int? RowSpacings; + public int TimeDerivativeDistance; + //public double IntensityThreshold; + public string WorkingPath; + public MinMaxIdentification(double[,] inputData, int timeDerivativeDistance, string workingPath) + { + InputData = inputData; + TimeDerivativeDistance = timeDerivativeDistance; + WorkingPath = workingPath; + } + //public static void } } diff --git a/FCWTAPI/PlottingUtils.cs b/FCWTAPI/PlottingUtils.cs index b2589d7..e5ca7e7 100644 --- a/FCWTAPI/PlottingUtils.cs +++ b/FCWTAPI/PlottingUtils.cs @@ -58,8 +58,16 @@ public static PlotModel GenerateCWTHeatMap(double[,] data, string plotTitle, dou } public static PlotModel GenerateCWTHeatMap(double[,] data, string plotTitle) { - double[] defaultTimeAxis = new double[data.GetLength(1)]; - double[] defaultFrequencyAxis = new double[data.GetLength(0)]; + double[] defaultTimeAxis = new double[data.GetLength(0)]; + double[] defaultFrequencyAxis = new double[data.GetLength(1)]; + for (int i = 0; i < data.GetLength(1); i++) + { + defaultFrequencyAxis[i] = Math.Pow(2, 1 + (0.001* i)); + } + for (int i = 0; i < data.GetLength(0); i++) + { + defaultTimeAxis[i] = i; + } return GenerateCWTHeatMap(data, plotTitle, defaultTimeAxis, defaultFrequencyAxis); } /// @@ -101,11 +109,18 @@ public static PlotModel GenerateCWTContourPlot(double[,] data, string plotTitle, } public static PlotModel GenerateCWTContourPlot(double[,] data, string plotTitle) { - double[] defaultTimeAxis = new double[data.GetLength(1)]; - double[] defaultFrequencyAxis = new double[data.GetLength(0)]; + double[] defaultTimeAxis = new double[data.GetLength(0)]; + double[] defaultFrequencyAxis = new double[data.GetLength(1)]; + for (int i = 0; i < data.GetLength(1); i++) + { + defaultFrequencyAxis[i] = Math.Pow(2, 1 + (0.001 * i)); + } + for (int i = 0; i < data.GetLength(0); i++) + { + defaultTimeAxis[i] = i; + } return GenerateCWTContourPlot(data, plotTitle, defaultTimeAxis, defaultFrequencyAxis); } - public static PlotModel GenerateXYPlotCWT(double[,] data, int[] rowIndices, double[] timeAxis, double[] freqAxis, PlotTitles plotTitle, XYPlotOptions mode, string? customTitle = null) { string actualTitle; @@ -211,9 +226,17 @@ public static PlotModel GenerateXYPlotCWT(double[,] data, int[] rowIndices, doub } public static PlotModel GenerateXYPlotCWT(double[,] data, int[] rowIndices, PlotTitles plotTitle, XYPlotOptions mode, string? customTitle = null) { - double[] defaultTimeAxis = new double[data.GetLength(1)]; - double[] defaultFrequencyAxis = new double[data.GetLength(0)]; - return GenerateXYPlotCWT(data, rowIndices, defaultTimeAxis, defaultFrequencyAxis, plotTitle, mode); + double[] defaultTimeAxis = new double[data.GetLength(0)]; + double[] defaultFrequencyAxis = new double[data.GetLength(1)]; + for (int i = 0; i < data.GetLength(1); i++) + { + defaultFrequencyAxis[i] = Math.Pow(2, 1 + (0.001 * i)); + } + for (int i = 0; i < data.GetLength(0); i++) + { + defaultTimeAxis[i] = i; + } + return GenerateXYPlotCWT(data, rowIndices, defaultTimeAxis, defaultFrequencyAxis, plotTitle, mode, customTitle); } /// /// Exports generated plots to PDF files diff --git a/TestFCWTAPI/GaussianSmoothingTests.cs b/TestFCWTAPI/GaussianSmoothingTests.cs index e76d90e..fb36aa7 100644 --- a/TestFCWTAPI/GaussianSmoothingTests.cs +++ b/TestFCWTAPI/GaussianSmoothingTests.cs @@ -191,7 +191,6 @@ public static void TestGaussianConvolution() * fixed later. The unit test for this new function should include a module to ensure * that the sum of the original array equals the sum of the blurred array */ - } [Test] public static void TestEllipticGaussianConvolution() @@ -271,6 +270,77 @@ public static void TestEllipticGaussianConvolution() Assert.AreEqual(diagonalPoint * pointArray[p].Item3, testAsymmetricalBlurArray[diagonalArray[p].Item1, diagonalArray[p].Item2], 0.001); } } + + [Test] + public static void TestSliceEllipticGaussianConvolution() + { + double[,] invalid2DArray = new double[,] + { + {1, 2, 3, 4, 5 }, + {4, 5, 6, 7, 8 }, + {9, 10, 11, 12, 13 }, + }; + Assert.Throws(() => GaussianSmoothing.SliceEllipticGaussianConvolution(invalid2DArray, 1, 2, 1, 0)); + double testDim1Deviation = 1; + double testDim2Deviation = 2; + double[,] test2DArray = new double[51, 51]; + // List of points to add to a test array + var pointArray = new (int, int, double)[] + { + (20, 20, 1), // Generic middle point + (20, 2, 1), // Sample point next to a dim 2 edge + (21, 46, 1), // Off slice point for dim 1 smoothing + (3, 46, 1), // Off slice point next to a dim 1 edge for dim 1 smoothing + (2, 20, 1), // Sample point next to a dim 1 edge + (46, 19, 1), // Off slice point for dim 2 smoothing + (46, 3, 1) // off slice point next to a dim 2 edge for dim 2 smoothing + }; + double centerPoint = 1 / (2 * Math.PI * testDim1Deviation * testDim2Deviation); + double dim1AdjacentPoint = 1 / (2 * Math.PI * testDim1Deviation * testDim2Deviation) * Math.Exp(-1 / (2 * Math.Pow(testDim1Deviation, 2))); + double dim2AdjacentPoint = 1 / (2 * Math.PI * testDim1Deviation * testDim2Deviation) * Math.Exp(-1 / (2 * Math.Pow(testDim2Deviation, 2))); + double diagonalPoint = 1 / (2 * Math.PI * testDim1Deviation * testDim2Deviation) * Math.Exp(-1 * ((1 / (2 * Math.Pow(testDim1Deviation, 2))) + (1 / (2 * Math.Pow(testDim2Deviation, 2))))); + // Generates a 2D array containing all points from pointArray + for (int i = 0; i < 51; i++) + { + for (int j = 0; j < 51; j++) + { + for (int t = 0; t < pointArray.Length; t++) + if (i == pointArray[t].Item1 && j == pointArray[t].Item2) + { + test2DArray[i, j] = pointArray[t].Item3; + } + } + } + double[] centerDim1Smoothing = GaussianSmoothing.SliceEllipticGaussianConvolution(test2DArray, testDim1Deviation, testDim2Deviation, 20, 0); + Assert.AreEqual(centerPoint, centerDim1Smoothing[2], 0.001); + Assert.AreEqual(centerPoint, centerDim1Smoothing[20], 0.001); + Assert.AreEqual(dim2AdjacentPoint, centerDim1Smoothing[3], 0.001); + Assert.AreEqual(dim2AdjacentPoint, centerDim1Smoothing[19], 0.001); + Assert.AreEqual(dim1AdjacentPoint, centerDim1Smoothing[46], 0.001); + Assert.AreEqual(diagonalPoint, centerDim1Smoothing[45], 0.001); + + double[] edgeDim1Smoothing = GaussianSmoothing.SliceEllipticGaussianConvolution(test2DArray, testDim1Deviation, testDim2Deviation, 2, 0); + Assert.AreEqual(centerPoint, edgeDim1Smoothing[20], 0.001); + Assert.AreEqual(dim2AdjacentPoint, edgeDim1Smoothing[21], 0.001); + Assert.AreEqual(dim1AdjacentPoint, edgeDim1Smoothing[46], 0.001); + Assert.AreEqual(diagonalPoint, edgeDim1Smoothing[45], 0.001); + + + double[] centerDim2Smoothing = GaussianSmoothing.SliceEllipticGaussianConvolution(test2DArray, testDim1Deviation, testDim2Deviation, 20, 1); + Assert.AreEqual(centerPoint, centerDim2Smoothing[2], 0.001); + Assert.AreEqual(centerPoint, centerDim2Smoothing[20], 0.001); + Assert.AreEqual(dim1AdjacentPoint, centerDim2Smoothing[3], 0.001); + Assert.AreEqual(dim1AdjacentPoint, centerDim2Smoothing[21], 0.001); + Assert.AreEqual(dim2AdjacentPoint, centerDim2Smoothing[46], 0.001); + Assert.AreEqual(diagonalPoint, centerDim2Smoothing[45], 0.001); + + double[] edgeDim2Smoothing = GaussianSmoothing.SliceEllipticGaussianConvolution(test2DArray, testDim1Deviation, testDim2Deviation, 2, 1); + Assert.AreEqual(centerPoint, edgeDim2Smoothing[20], 0.001); + Assert.AreEqual(dim1AdjacentPoint, edgeDim2Smoothing[21], 0.001); + Assert.AreEqual(dim2AdjacentPoint, edgeDim2Smoothing[46], 0.001); + Assert.AreEqual(diagonalPoint, edgeDim2Smoothing[45], 0.001); + + } [Test] public static void TestGaussianSmoothing1D() { @@ -290,6 +360,7 @@ public static void TestGaussianSmoothing1D() Assert.AreEqual(adjacentPoint, smoothedArray[1], 0.001); Assert.AreEqual(adjacentPoint, smoothedArray[21], 0.001); Assert.AreEqual(adjacentPoint, smoothedArray[48], 0.001); + } } } \ No newline at end of file diff --git a/TestFCWTAPI/MinMaxIdentificationTest.cs b/TestFCWTAPI/MinMaxIdentificationTest.cs index 1682817..d218196 100644 --- a/TestFCWTAPI/MinMaxIdentificationTest.cs +++ b/TestFCWTAPI/MinMaxIdentificationTest.cs @@ -36,6 +36,7 @@ public void TestDataSetup() complexTransientCWT.CalculateFrequencyAxis(); ComplexTestCWT = complexTransientCWT; } + [Ignore("Long test time")] [Test] // Test method for generating plots to carefully examine the CWT of the sample MS transient data public void PlotGeneration() @@ -47,7 +48,42 @@ public void PlotGeneration() ComplexTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "complexTransient_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "complexTransient"); ComplexTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "zoomed_Band2complexTransient_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "complexTransient", 0.06, 0.08, 19, 30); ComplexTestCWT.GenerateHeatMap(CWTObject.CWTFeatures.Modulus, "zoomed_Band1complexTransient_modulus.pdf", CWTFrequencies.FrequencyUnits.WaveletFrequency, "complexTransient", 0.02, 0.04, 19, 30); - + } + [Ignore("Long test time")] + [Test] + // Test method to play around with smoothing + public void SmoothingTests() + { + double[,] data = ComplexTestCWT.OutputCWT.ModulusCalculation(); + double[,] timeWindowedData; + double[] dummyTimeAx; + CWTExtensions.TimeWindowing(0.06, 0.08, ComplexTestCWT.TimeAxis, data, out dummyTimeAx, out timeWindowedData); + data = timeWindowedData; + double[,] freqWindowedData; + double[] windowedFreqAxis; + ComplexTestCWT.FrequencyAxis.FrequencyWindowing(21, 23.5, ComplexTestCWT.FrequencyAxis.WaveletCenterFrequencies, data, CWTFrequencies.FrequencyUnits.WaveletFrequency, out windowedFreqAxis, out freqWindowedData); + data = freqWindowedData; + double[,] smoothedData = GaussianSmoothing.EllipticGaussianConvolution(data, 1, 700); + //double[,] smoothedData = data; + double[,] xyReflectedData = new double[smoothedData.GetLength(1), smoothedData.GetLength(0)]; + for (int i = 0; i < smoothedData.GetLength(0); i++) + { + for (int j = 0; j < smoothedData.GetLength(1); j++) + { + xyReflectedData[j, i] = smoothedData[i, j]; + } + } + var smoothedHeatMap = PlottingUtils.GenerateCWTHeatMap(xyReflectedData, "SmoothedBand2"); + string heatMapFilePath = Path.Combine(ComplexTestCWT.WorkingPath, "smoothedHeatMap1freq700time.pdf"); + PlottingUtils.ExportPlotPDF(smoothedHeatMap, heatMapFilePath); + string beatInBeatFilePath = Path.Combine(ComplexTestCWT.WorkingPath, "beatinbeatSlice1f700t.pdf"); + int[] targetBeatInBeatIndex = new int[] { -1 * Array.BinarySearch(windowedFreqAxis, 22.2) - 1 }; + var xyPlotBeatInBeat = PlottingUtils.GenerateXYPlotCWT(xyReflectedData, targetBeatInBeatIndex, PlottingUtils.PlotTitles.Custom, PlottingUtils.XYPlotOptions.Single, "Slice at 22.2"); + PlottingUtils.ExportPlotPDF(xyPlotBeatInBeat, beatInBeatFilePath); + string beatStdBeatFilePath = Path.Combine(ComplexTestCWT.WorkingPath, "standardBeatSlice1f700t.pdf"); + int[] targetStandardBeatIndex = new int[] { -1 * Array.BinarySearch(windowedFreqAxis, 22.6) - 1 }; + var xyPlotStandardBeat = PlottingUtils.GenerateXYPlotCWT(xyReflectedData, targetStandardBeatIndex, PlottingUtils.PlotTitles.Custom, PlottingUtils.XYPlotOptions.Single, "Slice at 22.6"); + PlottingUtils.ExportPlotPDF(xyPlotStandardBeat, beatStdBeatFilePath); } } diff --git a/TestFCWTAPI/PlotingTests.cs b/TestFCWTAPI/PlotingTests.cs index 06e2bbc..4b83e2c 100644 --- a/TestFCWTAPI/PlotingTests.cs +++ b/TestFCWTAPI/PlotingTests.cs @@ -65,6 +65,8 @@ public void TestGenerateCWTHeatMap() } var testHeatMap = PlottingUtils.GenerateCWTHeatMap(testData, "Test Heatmap", timeAxis, freqAxis); PlottingUtils.ExportPlotPDF(testHeatMap, "testCWTheatmap.pdf"); + var noAxesHeatMap = PlottingUtils.GenerateCWTHeatMap(testData, "Test Heatmap"); + PlottingUtils.ExportPlotPDF(noAxesHeatMap, "testNoAxesCWTheatmap.pdf"); } [Test] public void TestGenerateCWTContourPlot() @@ -79,6 +81,8 @@ public void TestGenerateCWTContourPlot() } var testContour = PlottingUtils.GenerateCWTContourPlot(testData, "Test Contour", timeAxis, freqAxis); PlottingUtils.ExportPlotPDF(testContour, "testCWTcontour.pdf"); + var noAxesContourMap = PlottingUtils.GenerateCWTContourPlot(testData, "Test Contour"); + PlottingUtils.ExportPlotPDF(testContour, "testNoAxesCWTcontour.pdf"); } [Test] public void TestGenerateXYPlotCWT() @@ -97,6 +101,7 @@ public void TestGenerateXYPlotCWT() var testEvolutionPlot = PlottingUtils.GenerateXYPlotCWT(testData, testMultiple, timeAxis, freqAxis, PlottingUtils.PlotTitles.Evolution, PlottingUtils.XYPlotOptions.Evolution); var testSinglePlot = PlottingUtils.GenerateXYPlotCWT(testData, testSingle, timeAxis, freqAxis, PlottingUtils.PlotTitles.Single, PlottingUtils.XYPlotOptions.Evolution); var testCustomTitle = PlottingUtils.GenerateXYPlotCWT(testData, testSingle, timeAxis, freqAxis, PlottingUtils.PlotTitles.Custom, PlottingUtils.XYPlotOptions.Single, "Custom Title"); + var testNoAxesEvolution = PlottingUtils.GenerateXYPlotCWT(testData, testMultiple, PlottingUtils.PlotTitles.Custom, PlottingUtils.XYPlotOptions.Evolution, "NoAxesEvolution"); Assert.Throws(() => PlottingUtils.GenerateXYPlotCWT(testData, testSingle, timeAxis, freqAxis, PlottingUtils.PlotTitles.Custom, PlottingUtils.XYPlotOptions.Single)); double[] badTimeAxis = new double[980]; double[] badFreqAxis = new double[980]; @@ -106,7 +111,7 @@ public void TestGenerateXYPlotCWT() PlottingUtils.ExportPlotPDF(testEvolutionPlot, "testevolutionCWT.pdf"); PlottingUtils.ExportPlotPDF(testSinglePlot, "testsingleCWT.pdf"); PlottingUtils.ExportPlotPDF(testCustomTitle, "customtitleCWT.pdf"); - + PlottingUtils.ExportPlotPDF(testNoAxesEvolution, "No_Axes_XY_Plot.pdf"); } } From dce3a86aa2c5ff0f3c42e286083081aadef3a0fe Mon Sep 17 00:00:00 2001 From: zdanaceau Date: Mon, 15 Aug 2022 10:32:04 -0500 Subject: [PATCH 10/14] Added new method descriptions. --- FCWTAPI/GaussianSmoothing.cs | 19 ++++++++++++++----- 1 file changed, 14 insertions(+), 5 deletions(-) diff --git a/FCWTAPI/GaussianSmoothing.cs b/FCWTAPI/GaussianSmoothing.cs index c32df96..8f7c1b1 100644 --- a/FCWTAPI/GaussianSmoothing.cs +++ b/FCWTAPI/GaussianSmoothing.cs @@ -106,11 +106,11 @@ public class GaussianSmoothing return dim2Smoothing; } /// - /// Performs 2D Gaussian smoothing using + /// Performs 2D Gaussian smoothing using an elliptic Gaussian kernel /// /// - /// - /// + /// Deviation of the convolving Gaussian in the frequency axis + /// Deviation of the convolving Gaussian in the time axis /// /// public static double[,] EllipticGaussianConvolution(double[,] inputData, double frequencyDeviation, double timeDeviation) @@ -140,6 +140,15 @@ public class GaussianSmoothing } return timeSmoothing; } + /// + /// Performs Elliptic Gaussian smoothing on individual rows or columns of an array + /// + /// + /// + /// Deviation of the convolving Gaussian in the frequency axis + /// Deviation of the convolving Gaussian in the time axis + /// + /// public static double[] SliceEllipticGaussianConvolution(double[,] inputData, double frequencyDeviation, double timeDeviation, int sliceIndex, int dimension) { if (inputData.GetLength(0) < (frequencyDeviation * 6 + 1) || inputData.GetLength(1) < (timeDeviation * 6 + 1)) @@ -152,8 +161,8 @@ public static double[] SliceEllipticGaussianConvolution(double[,] inputData, dou } double[,] frequencyKernel = CalculateNormalized1DSampleKernel(frequencyDeviation); double[,] timeKernel = CalculateNormalized1DSampleKernel(timeDeviation); - double[,] sliceDirectionSmoothing;// = new double[inputData.GetLength(0), inputData.GetLength(1)]; - double[] smoothedSlice;// = new double[inputData.GetLength(0), inputData.GetLength(1)]; + double[,] sliceDirectionSmoothing; + double[] smoothedSlice; // Calculates the 1D kernel to be used for smoothing if (dimension == 0) { From 64d76669bc8b6fb2229a4dcddb13b4b82e7be503 Mon Sep 17 00:00:00 2001 From: zdanaceau Date: Tue, 16 Aug 2022 15:34:53 -0500 Subject: [PATCH 11/14] Very much a WIP, this commit is to save only --- FCWTAPI/MinMaxIdentification.cs | 149 +++++++++++++++++++++++- FCWTAPI/PlottingUtils.cs | 69 +++++++++++ TestFCWTAPI/MinMaxIdentificationTest.cs | 87 +++++++++++++- 3 files changed, 302 insertions(+), 3 deletions(-) diff --git a/FCWTAPI/MinMaxIdentification.cs b/FCWTAPI/MinMaxIdentification.cs index cbba729..1d0a88f 100644 --- a/FCWTAPI/MinMaxIdentification.cs +++ b/FCWTAPI/MinMaxIdentification.cs @@ -5,7 +5,7 @@ using System.Threading.Tasks; using FCWTNET; -namespace fCWT.NET +namespace FCWTNET { public class MinMaxIdentification { @@ -23,6 +23,151 @@ public MinMaxIdentification(double[,] inputData, int timeDerivativeDistance, str TimeDerivativeDistance = timeDerivativeDistance; WorkingPath = workingPath; } - //public static void + public static double[] StandardSliceDerivative(double[] inputSlice, int derivativeDistance) + { + double[] outputArray = new double[inputSlice.Length]; + for (int i = 0; i < inputSlice.Length; i++) + { + double intensityDifference; + double axisDifference; + + if ( i - derivativeDistance < 0) + { + intensityDifference = inputSlice[i + derivativeDistance] - inputSlice[0]; + axisDifference = i + derivativeDistance; + } + else if(i + derivativeDistance >= inputSlice.Length) + { + intensityDifference = inputSlice[^1] - inputSlice[i - derivativeDistance]; + axisDifference = inputSlice.Length - i + derivativeDistance - 1; + } + else + { + intensityDifference = inputSlice[i + derivativeDistance] - inputSlice[i - derivativeDistance]; + axisDifference = 2 * derivativeDistance; + } + outputArray[i] = intensityDifference / axisDifference; + } + return outputArray; + } + // This method is likely not parallelizable + // A parallelizable implementation may exist, but it seems to me that its not really feasable + public static SortedDictionary DownsampledSliceDerivitive(SortedDictionary filteredData, int derivativeDistance) + { + int prevIndex = -1; + int counter = -1; + SortedDictionary derivitivePoints = new SortedDictionary(); + foreach (var point in filteredData) + { + if (prevIndex == -1 || prevIndex == point.Key - 1) + { + counter++; + prevIndex = point.Key; + if (counter % (2 * derivativeDistance + 1) == 2 * derivativeDistance) + { + double startValue = filteredData[point.Key - (2 * derivativeDistance)]; + double endValue = point.Value; + double derivitiveValue = (endValue - startValue) / (2 * derivativeDistance); + int derivitiveIndex = point.Key - derivativeDistance; + derivitivePoints.Add(derivitiveIndex, derivitiveValue); + } + } + else + { + prevIndex = -1; + counter = -1; + } + } + return derivitivePoints; + } + public static SortedDictionary StandardDerivative(SortedDictionary inputData, int derivativeDistance, int? originalDerivativeDistance = null) + { + int prevIndex = -1; + int counter = -1; + SortedDictionary derivitivePoints = new SortedDictionary(); + int indexSpacing; + if (!originalDerivativeDistance.HasValue) + { + indexSpacing = 1; + } + else + { + indexSpacing = (originalDerivativeDistance.Value * 2) + 1; + } + foreach(var point in inputData) + { + if (prevIndex == -1 || prevIndex == point.Key - indexSpacing) + { + + } + } + + } + public static SortedDictionary DownsampledDerivitiveSmoothing(SortedDictionary downsampledDerivative, double derivativeSmoothingDeviation, int derivativeDistance) + { + int prevIndex = -1; + SortedDictionary smoothedDerivativePoints = new SortedDictionary(); + List clusterIndexList = new List(); + List clusterValueList = new List(); + foreach(var point in downsampledDerivative) + { + if ((prevIndex == -1 || prevIndex == point.Key - (2 * derivativeDistance + 1)) && point.Key != downsampledDerivative.Keys.Last()) + { + clusterIndexList.Add(point.Key); + clusterValueList.Add(point.Value); + prevIndex = point.Key; + } + else + { + if(clusterIndexList.Count > (6 * (derivativeSmoothingDeviation/ (1 + 2 * (double)derivativeDistance))) + 1) + { + double[] derivitiveArray = clusterValueList.ToArray(); + double[] smoothedDerivative = GaussianSmoothing.GaussianSmoothing1D(derivitiveArray, derivativeSmoothingDeviation/(1 + 2 * (double)derivativeDistance)); + for (int i = 0; i < smoothedDerivative.Length; i++) + { + smoothedDerivativePoints.Add(clusterIndexList[i], smoothedDerivative[i]); + } + } + else + { + for(int i = 0; i < clusterIndexList.Count; i++) + { + smoothedDerivativePoints.Add(clusterIndexList[i], clusterValueList[i]); + } + } + clusterIndexList = new List(); + clusterValueList = new List(); + prevIndex = -1; + } + } + return smoothedDerivativePoints; + } + public int[] FrequencySliceMaxIdentification(double[] inputSlice, int derivativeDistance, double derivativeSmoothingDeviation, int peakWidth, double intensityThreshold) + { + throw new NotImplementedException(); + //double[] derivativeSlice = StandardSliceDerivative(inputSlice, derivativeDistance); + //double[] smoothedDerivative = GaussianSmoothing.GaussianSmoothing1D(derivativeSlice, derivativeSmoothingDeviation); + //for (int i = 0; i < inputSlice.Length - 1; i++) + //{ + // if (smoothedDerivative[i] > 0 && smoothedDerivative[i + 1] < 0 && inputSlice[i] > minIntensity) + // { + + // } + //} + + } + public static SortedDictionary IndexLinkedIntensityFiltering(double[] inputSlice, double intensityThreshold) + { + double minIntensity = inputSlice.Max() * intensityThreshold; + SortedDictionary intensityFilteredData = new SortedDictionary(); + for (int i = 0; i < inputSlice.Length; i++) + { + if(inputSlice[i] > minIntensity) + { + intensityFilteredData.Add(i, inputSlice[i]); + } + } + return intensityFilteredData; + } } } diff --git a/FCWTAPI/PlottingUtils.cs b/FCWTAPI/PlottingUtils.cs index e5ca7e7..962a5ca 100644 --- a/FCWTAPI/PlottingUtils.cs +++ b/FCWTAPI/PlottingUtils.cs @@ -238,6 +238,74 @@ public static PlotModel GenerateXYPlotCWT(double[,] data, int[] rowIndices, Plot } return GenerateXYPlotCWT(data, rowIndices, defaultTimeAxis, defaultFrequencyAxis, plotTitle, mode, customTitle); } + public static PlotModel Plot1DArray(double[] data) + { + var plotModel = new PlotModel(); + plotModel.Axes.Add(new LinearAxis + { + Position = AxisPosition.Bottom, + MinimumPadding = 0.05, + MaximumPadding = 0.05, + Title = "Index", + FontSize = 14, + TitleFontSize = 16, + AxisTitleDistance = 10, + Minimum = 0, + Maximum = data.Length - 1, + }); + plotModel.Axes.Add(new LinearAxis + { + Position = AxisPosition.Left, + MinimumPadding = 0.05, + MaximumPadding = 0.05, + Title = "Intensity", + FontSize = 14, + TitleFontSize = 16, + AxisTitleDistance = 10 + }); + LineSeries dataSeries = new LineSeries(); + for (int i = 0; i < data.Length; i++) + { + dataSeries.Points.Add(new DataPoint(i, data[i])); + } + plotModel.Series.Add(dataSeries); + return plotModel; + + } + public static PlotModel PlotSortedPointDictionary(SortedDictionary data) + { + var plotModel = new PlotModel(); + plotModel.Axes.Add(new LinearAxis + { + Position = AxisPosition.Bottom, + MinimumPadding = 0.05, + MaximumPadding = 0.05, + Title = "Index", + FontSize = 14, + TitleFontSize = 16, + AxisTitleDistance = 10, + Minimum = data.Keys.First(), + Maximum = data.Keys.Last() - 1, + }); + plotModel.Axes.Add(new LinearAxis + { + Position = AxisPosition.Left, + MinimumPadding = 0.05, + MaximumPadding = 0.05, + Title = "Intensity", + FontSize = 14, + TitleFontSize = 16, + AxisTitleDistance = 10 + }); + LineSeries dataSeries = new LineSeries(); + foreach(var point in data) + { + dataSeries.Points.Add(new DataPoint(point.Key, point.Value)); + } + plotModel.Series.Add(dataSeries); + return plotModel; + } + /// /// Exports generated plots to PDF files /// Expansion to this method should include options for other file formats @@ -247,6 +315,7 @@ public static PlotModel GenerateXYPlotCWT(double[,] data, int[] rowIndices, Plot /// Width of the plot /// Height of the plot /// + public static void ExportPlotPDF(PlotModel plotModel, string filePath, int plotWidth = 700, int plotHeight = 600) { if (Path.GetExtension(filePath) == null) diff --git a/TestFCWTAPI/MinMaxIdentificationTest.cs b/TestFCWTAPI/MinMaxIdentificationTest.cs index d218196..d98b94d 100644 --- a/TestFCWTAPI/MinMaxIdentificationTest.cs +++ b/TestFCWTAPI/MinMaxIdentificationTest.cs @@ -57,7 +57,7 @@ public void SmoothingTests() double[,] data = ComplexTestCWT.OutputCWT.ModulusCalculation(); double[,] timeWindowedData; double[] dummyTimeAx; - CWTExtensions.TimeWindowing(0.06, 0.08, ComplexTestCWT.TimeAxis, data, out dummyTimeAx, out timeWindowedData); + CWTExtensions.TimeWindowing(0.05, 0.09, ComplexTestCWT.TimeAxis, data, out dummyTimeAx, out timeWindowedData); data = timeWindowedData; double[,] freqWindowedData; double[] windowedFreqAxis; @@ -86,5 +86,90 @@ public void SmoothingTests() PlottingUtils.ExportPlotPDF(xyPlotStandardBeat, beatStdBeatFilePath); } + [Test] + public void SlicePlottingTest() + { + double[,] data = ComplexTestCWT.OutputCWT.ModulusCalculation(); + double[,] timeWindowedData; + double[] dummyTimeAx; + CWTExtensions.TimeWindowing(0.04, 0.11, ComplexTestCWT.TimeAxis, data, out dummyTimeAx, out timeWindowedData); + data = timeWindowedData; + double[,] freqWindowedData; + double[] windowedFreqAxis; + ComplexTestCWT.FrequencyAxis.FrequencyWindowing(21, 23.5, ComplexTestCWT.FrequencyAxis.WaveletCenterFrequencies, data, CWTFrequencies.FrequencyUnits.WaveletFrequency, out windowedFreqAxis, out freqWindowedData); + data = freqWindowedData; + int targetBeatInBeatIndex = -1 * Array.BinarySearch(windowedFreqAxis, 22.2) - 1; + int targetStandardBeatIndex = -1 * Array.BinarySearch(windowedFreqAxis, 22.6) - 1; + double[] rawBeatingSlice = new double[data.GetLength(1)]; + double[] rawStandardSlice = new double[data.GetLength(1)]; + for (int i = 0; i < data.GetLength(1); i++) + { + rawStandardSlice[i] = data[targetStandardBeatIndex, i]; + rawBeatingSlice[i] = data[targetBeatInBeatIndex, i]; + } + double[] smoothedBeatingSlice = GaussianSmoothing.SliceEllipticGaussianConvolution(data, 1, 700, targetBeatInBeatIndex, 0); + double[] smoothedStandardSlice = GaussianSmoothing.SliceEllipticGaussianConvolution(data, 1, 700, targetStandardBeatIndex, 0); + var smoothedBeatingSlicePlot = PlottingUtils.Plot1DArray(smoothedBeatingSlice); + var smoothedStandardSlicePlot = PlottingUtils.Plot1DArray(smoothedStandardSlice); + string beatingSmoothSliceFilePath = Path.Combine(ComplexTestCWT.WorkingPath, "beatingSliceSmoothed.pdf"); + string standardSmoothSliceFilePath = Path.Combine(ComplexTestCWT.WorkingPath, "standardSliceSmoothed.pdf"); + PlottingUtils.ExportPlotPDF(smoothedStandardSlicePlot, standardSmoothSliceFilePath); + PlottingUtils.ExportPlotPDF(smoothedBeatingSlicePlot, beatingSmoothSliceFilePath); + + double[] beatingSliceDeriv = MinMaxIdentification.StandardSliceDerivative(smoothedBeatingSlice, 5); + var beatingSliceDerivPlot = PlottingUtils.Plot1DArray(beatingSliceDeriv); + string beatingSliceDerivFilePath = Path.Combine(ComplexTestCWT.WorkingPath, "beatingSliceDeriv5dist.pdf"); + PlottingUtils.ExportPlotPDF(beatingSliceDerivPlot, beatingSliceDerivFilePath); + + double[] standardSliceDeriv = MinMaxIdentification.StandardSliceDerivative(smoothedStandardSlice, 5); + var standardSliceDerivPlot = PlottingUtils.Plot1DArray(standardSliceDeriv); + string standardSliceDerivFilePath = Path.Combine(ComplexTestCWT.WorkingPath, "standardSliceDeriv5dist.pdf"); + PlottingUtils.ExportPlotPDF(standardSliceDerivPlot, standardSliceDerivFilePath); + double[] smoothStdSliceDeriv = GaussianSmoothing.GaussianSmoothing1D(standardSliceDeriv, 1000); + var stdSmoothSliceDerivPlot = PlottingUtils.Plot1DArray(smoothStdSliceDeriv); + string smoothStdSliceDerivPath = Path.Combine(ComplexTestCWT.WorkingPath, "smooth1000StDSliceDeriv5dist.pdf"); + PlottingUtils.ExportPlotPDF(stdSmoothSliceDerivPlot, smoothStdSliceDerivPath); + + } + [Test] + public void TestIntensityFiltering() + { + double[,] data = ComplexTestCWT.OutputCWT.ModulusCalculation(); + double[,] timeWindowedData; + double[] dummyTimeAx; + CWTExtensions.TimeWindowing(0.04, 0.11, ComplexTestCWT.TimeAxis, data, out dummyTimeAx, out timeWindowedData); + data = timeWindowedData; + double[,] freqWindowedData; + double[] windowedFreqAxis; + ComplexTestCWT.FrequencyAxis.FrequencyWindowing(21, 23.5, ComplexTestCWT.FrequencyAxis.WaveletCenterFrequencies, data, CWTFrequencies.FrequencyUnits.WaveletFrequency, out windowedFreqAxis, out freqWindowedData); + data = freqWindowedData; + int targetBeatInBeatIndex = -1 * Array.BinarySearch(windowedFreqAxis, 22.2) - 1; + int targetStandardBeatIndex = -1 * Array.BinarySearch(windowedFreqAxis, 22.6) - 1; + double[] rawBeatingSlice = new double[data.GetLength(1)]; + double[] rawStandardSlice = new double[data.GetLength(1)]; + for (int i = 0; i < data.GetLength(1); i++) + { + rawStandardSlice[i] = data[targetStandardBeatIndex, i]; + rawBeatingSlice[i] = data[targetBeatInBeatIndex, i]; + } + double[] smoothedStandardSlice = GaussianSmoothing.SliceEllipticGaussianConvolution(data, 1, 700, targetStandardBeatIndex, 0); + var intFilteredStandardSlice = MinMaxIdentification.IndexLinkedIntensityFiltering(smoothedStandardSlice, 0.2); + var intFiltStdPlot = PlottingUtils.PlotSortedPointDictionary(intFilteredStandardSlice); + string standardSliceFilePath = Path.Combine(ComplexTestCWT.WorkingPath, "intFiltStdSlicePlot.pdf"); + PlottingUtils.ExportPlotPDF(intFiltStdPlot, standardSliceFilePath); + var downsampledStdDeriv = MinMaxIdentification.DownsampledSliceDerivitive(intFilteredStandardSlice, 200); + var dsampledDerivPlot = PlottingUtils.PlotSortedPointDictionary(downsampledStdDeriv); + string standardDerivFilePath = Path.Combine(ComplexTestCWT.WorkingPath, "StdSliceDownsampledDeriv200Deriv.pdf"); + PlottingUtils.ExportPlotPDF(dsampledDerivPlot, standardDerivFilePath); + var smoothedStdDeriv = MinMaxIdentification.DownsampledDerivitiveSmoothing(downsampledStdDeriv, 1000, 200); + var smoothedDerivPlot = PlottingUtils.PlotSortedPointDictionary(smoothedStdDeriv); + var smoothedStdDerivFile = Path.Combine(ComplexTestCWT.WorkingPath, "smoothed1000dsampled200derivStd.pdf"); + PlottingUtils.ExportPlotPDF(smoothedDerivPlot, smoothedStdDerivFile); + var secondStdDeriv = MinMaxIdentification.DownsampledSliceDerivitive(smoothedStdDeriv, 4); + var secondDerivPlot = PlottingUtils.PlotSortedPointDictionary(secondStdDeriv); + var secondDerivFile = Path.Combine(ComplexTestCWT.WorkingPath, "smoothed1000ds200secondDeriv.pdf"); + PlottingUtils.ExportPlotPDF(secondDerivPlot, secondDerivFile); + + } } } From 1bce046fa5e17e12e420b56e2a45578cfb9123ca Mon Sep 17 00:00:00 2001 From: zdanaceau Date: Tue, 16 Aug 2022 17:21:45 -0500 Subject: [PATCH 12/14] All derivitive modules implemented, cleanup and unit testing is still required --- FCWTAPI/MinMaxIdentification.cs | 22 +++++++++++++++++++--- TestFCWTAPI/MinMaxIdentificationTest.cs | 9 ++++----- 2 files changed, 23 insertions(+), 8 deletions(-) diff --git a/FCWTAPI/MinMaxIdentification.cs b/FCWTAPI/MinMaxIdentification.cs index 1d0a88f..aa0616a 100644 --- a/FCWTAPI/MinMaxIdentification.cs +++ b/FCWTAPI/MinMaxIdentification.cs @@ -80,12 +80,13 @@ public static SortedDictionary DownsampledSliceDerivitive(SortedDic } return derivitivePoints; } - public static SortedDictionary StandardDerivative(SortedDictionary inputData, int derivativeDistance, int? originalDerivativeDistance = null) + public static SortedDictionary StandardDerivative(SortedDictionary inputData, int? originalDerivativeDistance = null) { int prevIndex = -1; - int counter = -1; SortedDictionary derivitivePoints = new SortedDictionary(); int indexSpacing; + KeyValuePair oneEarlierPoint = new KeyValuePair(-1, 0); + KeyValuePair twoEarlierPoint = new KeyValuePair(-1, 0); if (!originalDerivativeDistance.HasValue) { indexSpacing = 1; @@ -96,11 +97,26 @@ public static SortedDictionary StandardDerivative(SortedDictionary< } foreach(var point in inputData) { + // Checks that we're still in the same packet if (prevIndex == -1 || prevIndex == point.Key - indexSpacing) { - + if (oneEarlierPoint.Key != -1 && twoEarlierPoint.Key != -1) + { + double derivitiveValue = (point.Value - twoEarlierPoint.Value) / (point.Key - twoEarlierPoint.Key); + int derivitiveIndex = oneEarlierPoint.Key; + derivitivePoints.Add(derivitiveIndex, derivitiveValue); + } + oneEarlierPoint = point; + twoEarlierPoint = oneEarlierPoint; + } + else + { + prevIndex = -1; + oneEarlierPoint = new KeyValuePair(-1, 0); + twoEarlierPoint = new KeyValuePair(-1, 0); } } + return derivitivePoints; } public static SortedDictionary DownsampledDerivitiveSmoothing(SortedDictionary downsampledDerivative, double derivativeSmoothingDeviation, int derivativeDistance) diff --git a/TestFCWTAPI/MinMaxIdentificationTest.cs b/TestFCWTAPI/MinMaxIdentificationTest.cs index d98b94d..3faca87 100644 --- a/TestFCWTAPI/MinMaxIdentificationTest.cs +++ b/TestFCWTAPI/MinMaxIdentificationTest.cs @@ -132,7 +132,7 @@ public void SlicePlottingTest() } [Test] - public void TestIntensityFiltering() + public void TestDerivitiveAnalysis() { double[,] data = ComplexTestCWT.OutputCWT.ModulusCalculation(); double[,] timeWindowedData; @@ -165,11 +165,10 @@ public void TestIntensityFiltering() var smoothedDerivPlot = PlottingUtils.PlotSortedPointDictionary(smoothedStdDeriv); var smoothedStdDerivFile = Path.Combine(ComplexTestCWT.WorkingPath, "smoothed1000dsampled200derivStd.pdf"); PlottingUtils.ExportPlotPDF(smoothedDerivPlot, smoothedStdDerivFile); - var secondStdDeriv = MinMaxIdentification.DownsampledSliceDerivitive(smoothedStdDeriv, 4); + var secondStdDeriv = MinMaxIdentification.StandardDerivative(smoothedStdDeriv, 200); var secondDerivPlot = PlottingUtils.PlotSortedPointDictionary(secondStdDeriv); - var secondDerivFile = Path.Combine(ComplexTestCWT.WorkingPath, "smoothed1000ds200secondDeriv.pdf"); - PlottingUtils.ExportPlotPDF(secondDerivPlot, secondDerivFile); - + var secondDerivFile = Path.Combine(ComplexTestCWT.WorkingPath, "smoothedDerivandsecondderiv.pdf"); + PlottingUtils.ExportPlotPDF(secondDerivPlot, secondDerivFile); } } } From b7f00000913937362accd3865785dbabc7be192c Mon Sep 17 00:00:00 2001 From: zdanaceau Date: Wed, 17 Aug 2022 13:05:12 -0500 Subject: [PATCH 13/14] WIP Writing unit test for derivitive analysis and separated MinMaxIdentification unit testing --- FCWTAPI/MinMaxIdentification.cs | 116 ++++++++++++++---- ...s => MinMaxIdentificationFullDataTests.cs} | 10 +- .../MinMaxIdentificationSmallDataTests.cs | 70 +++++++++++ 3 files changed, 169 insertions(+), 27 deletions(-) rename TestFCWTAPI/{MinMaxIdentificationTest.cs => MinMaxIdentificationFullDataTests.cs} (97%) create mode 100644 TestFCWTAPI/MinMaxIdentificationSmallDataTests.cs diff --git a/FCWTAPI/MinMaxIdentification.cs b/FCWTAPI/MinMaxIdentification.cs index aa0616a..946f57f 100644 --- a/FCWTAPI/MinMaxIdentification.cs +++ b/FCWTAPI/MinMaxIdentification.cs @@ -23,24 +23,36 @@ public MinMaxIdentification(double[,] inputData, int timeDerivativeDistance, str TimeDerivativeDistance = timeDerivativeDistance; WorkingPath = workingPath; } - public static double[] StandardSliceDerivative(double[] inputSlice, int derivativeDistance) + /// + /// Method to take derivatives of a 1D array with Δx based on the index + /// + /// input 1D array + /// distance on each side of the target point to select initial and final points + /// + public static double[] StandardArrayDerivative(double[] inputSlice, int derivativeDistance) { + if (inputSlice.Length / 2 < derivativeDistance) + { + throw new ArgumentException("derivativeDistance must be at least less than half the length of inputSlice", nameof(derivativeDistance)); + } double[] outputArray = new double[inputSlice.Length]; for (int i = 0; i < inputSlice.Length; i++) { double intensityDifference; double axisDifference; - + // Edge case where the target point is closer than 1 derivativeDistance to the left edge if ( i - derivativeDistance < 0) { intensityDifference = inputSlice[i + derivativeDistance] - inputSlice[0]; axisDifference = i + derivativeDistance; } - else if(i + derivativeDistance >= inputSlice.Length) + // Edge case where the target point is closer than 1 derivativeDistance to the right edge + else if (i + derivativeDistance >= inputSlice.Length) { intensityDifference = inputSlice[^1] - inputSlice[i - derivativeDistance]; axisDifference = inputSlice.Length - i + derivativeDistance - 1; } + // Standard case else { intensityDifference = inputSlice[i + derivativeDistance] - inputSlice[i - derivativeDistance]; @@ -50,13 +62,23 @@ public static double[] StandardSliceDerivative(double[] inputSlice, int derivati } return outputArray; } - // This method is likely not parallelizable - // A parallelizable implementation may exist, but it seems to me that its not really feasable - public static SortedDictionary DownsampledSliceDerivitive(SortedDictionary filteredData, int derivativeDistance) + + /// + /// Method for taking a downsampled derivative of data in the SortedDictionary format + /// This takes a derivative at 1 point for every 2 * derivativeDistance Points + /// Do not use this method multiple times in a row to take higher derivatives, + /// use it once if downsampling is required, then use StandardDerivative + /// This method is likely not parallelizable + /// + /// + /// distance on each side of the target point to select initial and final points + /// + /// + public static SortedDictionary DownsampledSliceDerivative(SortedDictionary filteredData, int derivativeDistance) { int prevIndex = -1; int counter = -1; - SortedDictionary derivitivePoints = new SortedDictionary(); + SortedDictionary derivativePoints = new SortedDictionary(); foreach (var point in filteredData) { if (prevIndex == -1 || prevIndex == point.Key - 1) @@ -67,9 +89,9 @@ public static SortedDictionary DownsampledSliceDerivitive(SortedDic { double startValue = filteredData[point.Key - (2 * derivativeDistance)]; double endValue = point.Value; - double derivitiveValue = (endValue - startValue) / (2 * derivativeDistance); - int derivitiveIndex = point.Key - derivativeDistance; - derivitivePoints.Add(derivitiveIndex, derivitiveValue); + double derivativeValue = (endValue - startValue) / (2 * derivativeDistance); + int derivativeIndex = point.Key - derivativeDistance; + derivativePoints.Add(derivativeIndex, derivativeValue); } } else @@ -78,12 +100,24 @@ public static SortedDictionary DownsampledSliceDerivitive(SortedDic counter = -1; } } - return derivitivePoints; + if (derivativePoints.Count == 0) + { + throw new Exception("No derivative points could be calculated, derivativeDistance may be too large relative to the data"); + } + return derivativePoints; } + /// + /// Method to take a derivative of data in the SortedDictionary format without downsampling. + /// This loses a single point at the edge of each coherent packet which may need to be fixed + /// however, it won't cause problems for the application of peak identification. + /// + /// + /// If the data was previously downsampled during differentiation, the derivativeDistance used must be given here + /// public static SortedDictionary StandardDerivative(SortedDictionary inputData, int? originalDerivativeDistance = null) { int prevIndex = -1; - SortedDictionary derivitivePoints = new SortedDictionary(); + SortedDictionary derivativePoints = new SortedDictionary(); int indexSpacing; KeyValuePair oneEarlierPoint = new KeyValuePair(-1, 0); KeyValuePair twoEarlierPoint = new KeyValuePair(-1, 0); @@ -97,34 +131,53 @@ public static SortedDictionary StandardDerivative(SortedDictionary< } foreach(var point in inputData) { - // Checks that we're still in the same packet + // Checks that we're in a packet of evenly spaced data with the anticipated spacing between indices if (prevIndex == -1 || prevIndex == point.Key - indexSpacing) { + prevIndex = point.Key; + // Checks that there is a point to the left and right of oneEarlierPoint + // the point which we are taking the derivative at. if (oneEarlierPoint.Key != -1 && twoEarlierPoint.Key != -1) { - double derivitiveValue = (point.Value - twoEarlierPoint.Value) / (point.Key - twoEarlierPoint.Key); - int derivitiveIndex = oneEarlierPoint.Key; - derivitivePoints.Add(derivitiveIndex, derivitiveValue); + double derivativeValue = (point.Value - twoEarlierPoint.Value) / (point.Key - twoEarlierPoint.Key); + int derivativeIndex = oneEarlierPoint.Key; + derivativePoints.Add(derivativeIndex, derivativeValue); } + // Updates oneEarlierPoint and twoEarlierPoint oneEarlierPoint = point; twoEarlierPoint = oneEarlierPoint; } + // If we're not in a packet of evenly spaced data, resets to begin identifying a new packet else { prevIndex = -1; oneEarlierPoint = new KeyValuePair(-1, 0); twoEarlierPoint = new KeyValuePair(-1, 0); } + if (derivativePoints.Count == 0) + { + throw new ArgumentException("No regions of properly spaced data were identified, originalDerivativeDistance is likely incorrect", nameof(originalDerivativeDistance)); + } } - return derivitivePoints; + return derivativePoints; } - public static SortedDictionary DownsampledDerivitiveSmoothing(SortedDictionary downsampledDerivative, double derivativeSmoothingDeviation, int derivativeDistance) + /// + /// Smooths a downsampledDerivative using a smoothing deviation scaled with that downsampling + /// This method is designed to work with downsampled and intensity filtered data + /// If a sequential region does not have enough points for the Gaussian smoothing, it is not smoothed and is left alone. + /// + /// Input downsampled derivative + /// Deviation of the Gaussian kernel used to smooth in terms of the original size of the data + /// Derivitative distance used when calculating the downsampled derivative + /// + public static SortedDictionary DownsampledDerivativeSmoothing(SortedDictionary downsampledDerivative, double derivativeSmoothingDeviation, int derivativeDistance) { int prevIndex = -1; SortedDictionary smoothedDerivativePoints = new SortedDictionary(); List clusterIndexList = new List(); List clusterValueList = new List(); + bool smoothingAppliedOnce = false; foreach(var point in downsampledDerivative) { if ((prevIndex == -1 || prevIndex == point.Key - (2 * derivativeDistance + 1)) && point.Key != downsampledDerivative.Keys.Last()) @@ -137,12 +190,17 @@ public static SortedDictionary DownsampledDerivitiveSmoothing(Sorte { if(clusterIndexList.Count > (6 * (derivativeSmoothingDeviation/ (1 + 2 * (double)derivativeDistance))) + 1) { - double[] derivitiveArray = clusterValueList.ToArray(); - double[] smoothedDerivative = GaussianSmoothing.GaussianSmoothing1D(derivitiveArray, derivativeSmoothingDeviation/(1 + 2 * (double)derivativeDistance)); + double[] derivativeArray = clusterValueList.ToArray(); + double[] smoothedDerivative = GaussianSmoothing.GaussianSmoothing1D(derivativeArray, derivativeSmoothingDeviation/(1 + 2 * (double)derivativeDistance)); for (int i = 0; i < smoothedDerivative.Length; i++) { smoothedDerivativePoints.Add(clusterIndexList[i], smoothedDerivative[i]); } + if (!smoothingAppliedOnce) + { + smoothingAppliedOnce = true; + } + } else { @@ -156,6 +214,14 @@ public static SortedDictionary DownsampledDerivitiveSmoothing(Sorte prevIndex = -1; } } + if (smoothedDerivativePoints.Count == 0) + { + throw new ArgumentException("No regions of properly spaced data were identified, derivativeDistance is likely incorrect", nameof(derivativeDistance)); + } + if (!smoothingAppliedOnce) + { + throw new ArgumentException("No sequential regions exist large enough for smoothing to be applied. Smoothing Kernel is too big", nameof(derivativeSmoothingDeviation)); + } return smoothedDerivativePoints; } public int[] FrequencySliceMaxIdentification(double[] inputSlice, int derivativeDistance, double derivativeSmoothingDeviation, int peakWidth, double intensityThreshold) @@ -174,11 +240,17 @@ public int[] FrequencySliceMaxIdentification(double[] inputSlice, int derivative } public static SortedDictionary IndexLinkedIntensityFiltering(double[] inputSlice, double intensityThreshold) { - double minIntensity = inputSlice.Max() * intensityThreshold; + if(intensityThreshold > 1 || intensityThreshold < 0) + { + throw new ArgumentException("intensityThreshold must be greater than 0 and less than or equal to 1", nameof(intensityThreshold)); + } + double maxValue = inputSlice.Max(); + double minValue = inputSlice.Min(); + double minIntensity = Math.Abs(maxValue) > Math.Abs(minValue) ? Math.Abs(maxValue) * intensityThreshold: Math.Abs(minValue) * intensityThreshold; SortedDictionary intensityFilteredData = new SortedDictionary(); for (int i = 0; i < inputSlice.Length; i++) { - if(inputSlice[i] > minIntensity) + if(Math.Abs(inputSlice[i]) > minIntensity) { intensityFilteredData.Add(i, inputSlice[i]); } diff --git a/TestFCWTAPI/MinMaxIdentificationTest.cs b/TestFCWTAPI/MinMaxIdentificationFullDataTests.cs similarity index 97% rename from TestFCWTAPI/MinMaxIdentificationTest.cs rename to TestFCWTAPI/MinMaxIdentificationFullDataTests.cs index 3faca87..319f4c0 100644 --- a/TestFCWTAPI/MinMaxIdentificationTest.cs +++ b/TestFCWTAPI/MinMaxIdentificationFullDataTests.cs @@ -9,7 +9,7 @@ namespace TestFCWTAPI { - public class MinMaxIdentificationTest + public class MinMaxIdentificationFullDataTests { public CWTObject MyoglobinTestCWT { get; set; } public CWTObject ComplexTestCWT { get; set; } @@ -116,12 +116,12 @@ public void SlicePlottingTest() PlottingUtils.ExportPlotPDF(smoothedStandardSlicePlot, standardSmoothSliceFilePath); PlottingUtils.ExportPlotPDF(smoothedBeatingSlicePlot, beatingSmoothSliceFilePath); - double[] beatingSliceDeriv = MinMaxIdentification.StandardSliceDerivative(smoothedBeatingSlice, 5); + double[] beatingSliceDeriv = MinMaxIdentification.StandardArrayDerivative(smoothedBeatingSlice, 5); var beatingSliceDerivPlot = PlottingUtils.Plot1DArray(beatingSliceDeriv); string beatingSliceDerivFilePath = Path.Combine(ComplexTestCWT.WorkingPath, "beatingSliceDeriv5dist.pdf"); PlottingUtils.ExportPlotPDF(beatingSliceDerivPlot, beatingSliceDerivFilePath); - double[] standardSliceDeriv = MinMaxIdentification.StandardSliceDerivative(smoothedStandardSlice, 5); + double[] standardSliceDeriv = MinMaxIdentification.StandardArrayDerivative(smoothedStandardSlice, 5); var standardSliceDerivPlot = PlottingUtils.Plot1DArray(standardSliceDeriv); string standardSliceDerivFilePath = Path.Combine(ComplexTestCWT.WorkingPath, "standardSliceDeriv5dist.pdf"); PlottingUtils.ExportPlotPDF(standardSliceDerivPlot, standardSliceDerivFilePath); @@ -157,11 +157,11 @@ public void TestDerivitiveAnalysis() var intFiltStdPlot = PlottingUtils.PlotSortedPointDictionary(intFilteredStandardSlice); string standardSliceFilePath = Path.Combine(ComplexTestCWT.WorkingPath, "intFiltStdSlicePlot.pdf"); PlottingUtils.ExportPlotPDF(intFiltStdPlot, standardSliceFilePath); - var downsampledStdDeriv = MinMaxIdentification.DownsampledSliceDerivitive(intFilteredStandardSlice, 200); + var downsampledStdDeriv = MinMaxIdentification.DownsampledSliceDerivative(intFilteredStandardSlice, 200); var dsampledDerivPlot = PlottingUtils.PlotSortedPointDictionary(downsampledStdDeriv); string standardDerivFilePath = Path.Combine(ComplexTestCWT.WorkingPath, "StdSliceDownsampledDeriv200Deriv.pdf"); PlottingUtils.ExportPlotPDF(dsampledDerivPlot, standardDerivFilePath); - var smoothedStdDeriv = MinMaxIdentification.DownsampledDerivitiveSmoothing(downsampledStdDeriv, 1000, 200); + var smoothedStdDeriv = MinMaxIdentification.DownsampledDerivativeSmoothing(downsampledStdDeriv, 1000, 200); var smoothedDerivPlot = PlottingUtils.PlotSortedPointDictionary(smoothedStdDeriv); var smoothedStdDerivFile = Path.Combine(ComplexTestCWT.WorkingPath, "smoothed1000dsampled200derivStd.pdf"); PlottingUtils.ExportPlotPDF(smoothedDerivPlot, smoothedStdDerivFile); diff --git a/TestFCWTAPI/MinMaxIdentificationSmallDataTests.cs b/TestFCWTAPI/MinMaxIdentificationSmallDataTests.cs new file mode 100644 index 0000000..c937a46 --- /dev/null +++ b/TestFCWTAPI/MinMaxIdentificationSmallDataTests.cs @@ -0,0 +1,70 @@ +using System; +using System.Collections.Generic; +using System.Linq; +using System.Text; +using System.Threading.Tasks; +using FCWTNET; +using System.IO; +using NUnit.Framework; + +namespace TestFCWTAPI +{ + public class MinMaxIdentificationSmallDataTests + { + [Test] + public static void StandardArrayDerivative() + { + double[] testArray = new double[15]; + for (int i = 1; i <= testArray.Length; i++) + { + testArray[i - 1] = i * i; + } + double[] testDerivative = MinMaxIdentification.StandardArrayDerivative(testArray, 2); + Assert.AreEqual(12, testDerivative[5]); + Assert.AreEqual(5, testDerivative[1]); + Assert.AreEqual(28, testDerivative[14]); + Assert.Throws(() => MinMaxIdentification.StandardArrayDerivative(testArray, 9)); + } + [Test] + public static void TestIndexLinkedIntensityFiltering() + { + double[] testArray = new double[16]; + for (int i = 0; i < testArray.Length; i++) + { + testArray[i] = Math.Sin(Math.PI * i / 8); + } + SortedDictionary testIntensityFiltering = MinMaxIdentification.IndexLinkedIntensityFiltering(testArray, 0.5); + foreach(var pair in testIntensityFiltering) + { + Assert.IsTrue(Math.Abs(pair.Value) >= 0.5); + Assert.AreEqual(testArray[pair.Key], pair.Value); + } + Assert.Throws(() => MinMaxIdentification.IndexLinkedIntensityFiltering(testArray, -1)); + Assert.Throws(() => MinMaxIdentification.IndexLinkedIntensityFiltering(testArray, 2)); + } + [Test] + public static void TestDownsampledSliceDerivative() + { + double[] testArray = new double[32]; + for (int i = 0; i < testArray.Length; i++) + { + testArray[i] = Math.Sin(Math.PI * i / 16); + } + SortedDictionary filteredPointSet = MinMaxIdentification.IndexLinkedIntensityFiltering(testArray, 0.2); + int testDerivativeDistance = 1; + SortedDictionary downsampledDeriv = MinMaxIdentification.DownsampledSliceDerivative(filteredPointSet, testDerivativeDistance); + Assert.AreEqual(filteredPointSet.Count / (2 * testDerivativeDistance + 1), downsampledDeriv.Count); + foreach(var point in downsampledDeriv) + { + double expectedDeriv = (double)(filteredPointSet[point.Key + 1] - filteredPointSet[point.Key - 1]) / 2; + Assert.AreEqual(expectedDeriv, point.Value, 0.001); + } + Assert.Throws(() => MinMaxIdentification.DownsampledSliceDerivative(filteredPointSet, 33)); + } + public static void TestDownsampledDerivativeSmoothing() + { + + } + + } +} From 2cf6c0388a42572ef4d3c16d0050f37ccabd857b Mon Sep 17 00:00:00 2001 From: zdanaceau Date: Wed, 17 Aug 2022 16:44:09 -0500 Subject: [PATCH 14/14] Finished unit tests, fixed MinMaxIdentification methods and cleaned up code. --- FCWTAPI/MinMaxIdentification.cs | 43 +++++---- .../MinMaxIdentificationFullDataTests.cs | 2 + .../MinMaxIdentificationSmallDataTests.cs | 91 +++++++++++++++++++ 3 files changed, 114 insertions(+), 22 deletions(-) diff --git a/FCWTAPI/MinMaxIdentification.cs b/FCWTAPI/MinMaxIdentification.cs index 946f57f..8859e2c 100644 --- a/FCWTAPI/MinMaxIdentification.cs +++ b/FCWTAPI/MinMaxIdentification.cs @@ -9,6 +9,7 @@ namespace FCWTNET { public class MinMaxIdentification { + // This constructor is a WIP I'll fix it when I start finding relative maxima public double[,] InputData; public double FrequencySmoothingWidth; public double TimeSmoothingWidth; @@ -25,9 +26,10 @@ public MinMaxIdentification(double[,] inputData, int timeDerivativeDistance, str } /// /// Method to take derivatives of a 1D array with Δx based on the index + /// This method exists entirely for testing purposes /// - /// input 1D array - /// distance on each side of the target point to select initial and final points + /// Input 1D array + /// Distance on each side of the target point to select initial and final points /// public static double[] StandardArrayDerivative(double[] inputSlice, int derivativeDistance) { @@ -71,7 +73,7 @@ public static double[] StandardArrayDerivative(double[] inputSlice, int derivati /// This method is likely not parallelizable /// /// - /// distance on each side of the target point to select initial and final points + /// Distance on each side of the target point to select initial and final points /// /// public static SortedDictionary DownsampledSliceDerivative(SortedDictionary filteredData, int derivativeDistance) @@ -97,7 +99,7 @@ public static SortedDictionary DownsampledSliceDerivative(SortedDic else { prevIndex = -1; - counter = -1; + counter = 0; } } if (derivativePoints.Count == 0) @@ -144,20 +146,21 @@ public static SortedDictionary StandardDerivative(SortedDictionary< derivativePoints.Add(derivativeIndex, derivativeValue); } // Updates oneEarlierPoint and twoEarlierPoint - oneEarlierPoint = point; twoEarlierPoint = oneEarlierPoint; + oneEarlierPoint = point; + } // If we're not in a packet of evenly spaced data, resets to begin identifying a new packet else { prevIndex = -1; - oneEarlierPoint = new KeyValuePair(-1, 0); + oneEarlierPoint = point; twoEarlierPoint = new KeyValuePair(-1, 0); } + } if (derivativePoints.Count == 0) - { - throw new ArgumentException("No regions of properly spaced data were identified, originalDerivativeDistance is likely incorrect", nameof(originalDerivativeDistance)); - } + { + throw new ArgumentException("No regions of properly spaced data were identified, originalDerivativeDistance is likely incorrect", nameof(originalDerivativeDistance)); } return derivativePoints; @@ -169,7 +172,7 @@ public static SortedDictionary StandardDerivative(SortedDictionary< /// /// Input downsampled derivative /// Deviation of the Gaussian kernel used to smooth in terms of the original size of the data - /// Derivitative distance used when calculating the downsampled derivative + /// Derivative distance used when calculating the downsampled derivative /// public static SortedDictionary DownsampledDerivativeSmoothing(SortedDictionary downsampledDerivative, double derivativeSmoothingDeviation, int derivativeDistance) { @@ -188,6 +191,11 @@ public static SortedDictionary DownsampledDerivativeSmoothing(Sorte } else { + if (point.Key == downsampledDerivative.Keys.Last()) + { + clusterIndexList.Add(point.Key); + clusterValueList.Add(point.Value); + } if(clusterIndexList.Count > (6 * (derivativeSmoothingDeviation/ (1 + 2 * (double)derivativeDistance))) + 1) { double[] derivativeArray = clusterValueList.ToArray(); @@ -200,7 +208,6 @@ public static SortedDictionary DownsampledDerivativeSmoothing(Sorte { smoothingAppliedOnce = true; } - } else { @@ -211,6 +218,8 @@ public static SortedDictionary DownsampledDerivativeSmoothing(Sorte } clusterIndexList = new List(); clusterValueList = new List(); + clusterIndexList.Add(point.Key); + clusterValueList.Add(point.Value); prevIndex = -1; } } @@ -224,19 +233,9 @@ public static SortedDictionary DownsampledDerivativeSmoothing(Sorte } return smoothedDerivativePoints; } - public int[] FrequencySliceMaxIdentification(double[] inputSlice, int derivativeDistance, double derivativeSmoothingDeviation, int peakWidth, double intensityThreshold) + public int[] FrequencySliceMaxIdentification() { throw new NotImplementedException(); - //double[] derivativeSlice = StandardSliceDerivative(inputSlice, derivativeDistance); - //double[] smoothedDerivative = GaussianSmoothing.GaussianSmoothing1D(derivativeSlice, derivativeSmoothingDeviation); - //for (int i = 0; i < inputSlice.Length - 1; i++) - //{ - // if (smoothedDerivative[i] > 0 && smoothedDerivative[i + 1] < 0 && inputSlice[i] > minIntensity) - // { - - // } - //} - } public static SortedDictionary IndexLinkedIntensityFiltering(double[] inputSlice, double intensityThreshold) { diff --git a/TestFCWTAPI/MinMaxIdentificationFullDataTests.cs b/TestFCWTAPI/MinMaxIdentificationFullDataTests.cs index 319f4c0..274ccd1 100644 --- a/TestFCWTAPI/MinMaxIdentificationFullDataTests.cs +++ b/TestFCWTAPI/MinMaxIdentificationFullDataTests.cs @@ -86,6 +86,7 @@ public void SmoothingTests() PlottingUtils.ExportPlotPDF(xyPlotStandardBeat, beatStdBeatFilePath); } + [Ignore("Long test time")] [Test] public void SlicePlottingTest() { @@ -131,6 +132,7 @@ public void SlicePlottingTest() PlottingUtils.ExportPlotPDF(stdSmoothSliceDerivPlot, smoothStdSliceDerivPath); } + [Ignore("Long test time")] [Test] public void TestDerivitiveAnalysis() { diff --git a/TestFCWTAPI/MinMaxIdentificationSmallDataTests.cs b/TestFCWTAPI/MinMaxIdentificationSmallDataTests.cs index c937a46..a068ad7 100644 --- a/TestFCWTAPI/MinMaxIdentificationSmallDataTests.cs +++ b/TestFCWTAPI/MinMaxIdentificationSmallDataTests.cs @@ -61,9 +61,100 @@ public static void TestDownsampledSliceDerivative() } Assert.Throws(() => MinMaxIdentification.DownsampledSliceDerivative(filteredPointSet, 33)); } + [Test] public static void TestDownsampledDerivativeSmoothing() { + double[] testArray = new double[128]; + for (int i = 0; i < testArray.Length; i++) + { + if (i < 32 || (i > 64 && i < 96)) + { + testArray[i] = Math.Sin(Math.PI * i / 32); + } + else + { + testArray[i] = 0.3 * Math.Sin(Math.PI * i / 32); + } + + } + SortedDictionary filteredPointSet = MinMaxIdentification.IndexLinkedIntensityFiltering(testArray, 0.2); + int testDerivativeDistance = 1; + SortedDictionary downsampledDeriv = MinMaxIdentification.DownsampledSliceDerivative(filteredPointSet, testDerivativeDistance); + List SmoothableCluster = new List(); + List UnsmoothableCluster = new List(); + foreach(var point in downsampledDeriv) + { + if (point.Key < 32) + { + SmoothableCluster.Add(point.Value); + } + else if(point.Key < 64) + { + UnsmoothableCluster.Add(point.Value); + } + } + double[] smoothedCluster = GaussianSmoothing.GaussianSmoothing1D(SmoothableCluster.ToArray(), 1); + SortedDictionary testSmoothedDeriv = MinMaxIdentification.DownsampledDerivativeSmoothing(downsampledDeriv, 3, testDerivativeDistance); + int firstSmoothableClusterCounter = 0; + int secondSmoothableClusterCounter = 0; + int firstUnsmoothedClusterCounter = 0; + int secondUnsmoothedClusterCounter = 0; + foreach (var point in testSmoothedDeriv) + { + if (point.Key < 32) + { + Assert.AreEqual(smoothedCluster[firstSmoothableClusterCounter], point.Value, 0.00001); + firstSmoothableClusterCounter++; + } + else if (point.Key < 64) + { + Assert.AreEqual(UnsmoothableCluster[firstUnsmoothedClusterCounter], point.Value, 0.00001); + firstUnsmoothedClusterCounter++; + } + else if (point.Key < 96) + { + Assert.AreEqual(smoothedCluster[secondSmoothableClusterCounter], point.Value, 0.00001); + secondSmoothableClusterCounter++; + } + else + { + Assert.AreEqual(UnsmoothableCluster[secondUnsmoothedClusterCounter], point.Value, 0.00001); + secondUnsmoothedClusterCounter++; + } + } + + } + [Test] + public static void TestStandardDerivative() + { + SortedDictionary sampleNoDerivativeDistance = new SortedDictionary(); + SortedDictionary sampleWithDerivativeDistance = new SortedDictionary(); + int derivativeDistance = 1; + for(int i = 0; i < 10; i++) + { + sampleNoDerivativeDistance.Add(i, i * i); + sampleWithDerivativeDistance.Add((i * (2 * derivativeDistance + 1)) + derivativeDistance, i * i); + } + for (int i = 13; i < 20; i++) + { + sampleNoDerivativeDistance.Add(i, i * i); + sampleWithDerivativeDistance.Add((i * (2 * derivativeDistance + 1)) + derivativeDistance, i * i); + } + SortedDictionary derivativeNoDerivativeDistance = MinMaxIdentification.StandardDerivative(sampleNoDerivativeDistance); + SortedDictionary derivativeWithDerivativeDistance = MinMaxIdentification.StandardDerivative(sampleWithDerivativeDistance, 1); + Assert.AreEqual(sampleWithDerivativeDistance.Count - 4, derivativeWithDerivativeDistance.Count); + Assert.AreEqual(sampleNoDerivativeDistance.Count - 4, derivativeNoDerivativeDistance.Count); + foreach(var point in derivativeNoDerivativeDistance) + { + double expectedDerivative = (sampleNoDerivativeDistance[point.Key + 1] - sampleNoDerivativeDistance[point.Key - 1]) / 2; + Assert.AreEqual(expectedDerivative, point.Value); + } + foreach(var point in derivativeWithDerivativeDistance) + { + double expectedDerivative = (sampleWithDerivativeDistance[point.Key + 2 * derivativeDistance + 1] - sampleWithDerivativeDistance[point.Key - (2 * derivativeDistance + 1)]) / (2 * (2 * derivativeDistance + 1)); + Assert.AreEqual(expectedDerivative, point.Value); + } } }