org.gcube.dataanalysis.ecoengine.signals

Class SignalConverter

java.lang.Object

org.gcube.dataanalysis.ecoengine.signals.SignalConverter

public class SignalConverter
extends Object

includes tools for basic signal transformations: delta + double delta center frequency cepstral coefficients calculation spectrum frequency cut transformation to and from Rapid Miner Example Set filterbanks fequency to mel frequency to index in fft sinusoid signal generation inverse mel log10 mel filterbanks sample to time and time to sample signal timeline generation index to time in spectrogram spectrogram calculation and display time to index in spectrogram

Author:

coro

Field Summary

Fields

Modifier and Type	Field and Description
double[]	averagepower
int	endStableTractIdx
int	startStableTractIdx

Constructor Summary

Constructors

Constructor and Description
SignalConverter()

Method Summary

Methods

Modifier and Type	Method and Description
static double[][]	addDeltaDouble(double[][] features)
static double	centerFreq(int i, double samplingRate, double lowerFilterFreq, int numMelFilters)
static double[]	cepCoefficients(double[] f, int numCepstra, int numFilters)
static BufferedImage	createImage(JPanel panel, int w, int h)
static double[][]	cutSpectrum(double[][] spectrum, float minFreq, float maxfreq, int fftWindowSize, int samplingRate)
static void	displaySpectrogram(double[][] spectrum, double[] signal, String name, int samplingRate, int windowshift, int frameslength)
static void	exampleSet2Signal(double[] rebuiltSignal, com.rapidminer.example.ExampleSet es)
static void	exampleSet2Signal(double[] rebuiltSignal, com.rapidminer.example.ExampleSet es, Double fillerValueFormissingEntries)
static int[]	fftBinIndices(double samplingRate, int frameSize, int numMelFilters, float lowerFilterFreq)
static int[]	fftBinIndices(double samplingRate, int frameSize, int numMelFilters, int numFequencies, float lowerFilterFreq, float upperFilterFreq)
static double	freqToMel(double freq)
static int	frequencyIndex(float frequency, int fftSize, float samplingRate)
static double[]	generateSinSignal(int signalLength, float timeShift, float frequency)
static double	inverseMel(double x)
static double	log10(double value)
static double[]	melFilter(double[] bin, int[] cbin, int numMelFilters)
static int	recalculateMaxMelFilters(double samplingRate, int numMelFilters, float lowerFilterFreq, float maxFilterFreq)
static double	sample2Time(int sample, int sampleRate)
static com.rapidminer.example.ExampleSet	signal2ExampleSet(double[] signal)
static double[]	signalTimeLine(int signalLength, double samplingRate)
static double[][]	spectrogram(String name, double[] signal, int samplingRate, int windowshift, int frameslength, boolean display)
static int	spectrogramIndex(float linearTime, float windowShiftTime)
static float	spectrogramTimeFromIndex(int index, float windowShiftTime)
static int	spectrumFreq2Idx(float freq, int samplingRate, int windowsSizeSamples)
static float	spectrumIdx2Frequency(int idx, int samplingRate, int windowsSizeSamples)
static float	spectrumTime(float linearTime, float windowShiftTime)
double[]	takeLongestStableTract(double[] signal, double valuedifftoleranceperc)
double[]	takeMaxFrequenciesInSpectrogram(double[][] spectrogram, int samplingRate, int windowSamples, float minfreq)
ArrayList<Double>[]	takePeaksInSpectrogramFrames(double[][] spectrogram, int samplingRate, int windowSamples, float minfreq)
static int	time2Sample(double time, int sampleRate)

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Field Detail

averagepower

public double[] averagepower

startStableTractIdx

public int startStableTractIdx

endStableTractIdx

public int endStableTractIdx

Constructor Detail

SignalConverter

public SignalConverter()

Method Detail

addDeltaDouble

public static double[][] addDeltaDouble(double[][] features)
                                 throws Exception

Throws:

Exception

centerFreq

public static double centerFreq(int i,
                double samplingRate,
                double lowerFilterFreq,
                int numMelFilters)

cepCoefficients

public static double[] cepCoefficients(double[] f,
                       int numCepstra,
                       int numFilters)

createImage

public static BufferedImage createImage(JPanel panel,
                        int w,
                        int h)

cutSpectrum

public static double[][] cutSpectrum(double[][] spectrum,
                     float minFreq,
                     float maxfreq,
                     int fftWindowSize,
                     int samplingRate)

exampleSet2Signal

public static void exampleSet2Signal(double[] rebuiltSignal,
                     com.rapidminer.example.ExampleSet es,
                     Double fillerValueFormissingEntries)

exampleSet2Signal

public static void exampleSet2Signal(double[] rebuiltSignal,
                     com.rapidminer.example.ExampleSet es)

fftBinIndices

public static int[] fftBinIndices(double samplingRate,
                  int frameSize,
                  int numMelFilters,
                  int numFequencies,
                  float lowerFilterFreq,
                  float upperFilterFreq)

fftBinIndices

public static int[] fftBinIndices(double samplingRate,
                  int frameSize,
                  int numMelFilters,
                  float lowerFilterFreq)

freqToMel

public static double freqToMel(double freq)

frequencyIndex

public static int frequencyIndex(float frequency,
                 int fftSize,
                 float samplingRate)

generateSinSignal

public static double[] generateSinSignal(int signalLength,
                         float timeShift,
                         float frequency)

inverseMel

public static double inverseMel(double x)

log10

public static double log10(double value)

melFilter

public static double[] melFilter(double[] bin,
                 int[] cbin,
                 int numMelFilters)

recalculateMaxMelFilters

public static int recalculateMaxMelFilters(double samplingRate,
                           int numMelFilters,
                           float lowerFilterFreq,
                           float maxFilterFreq)

sample2Time

public static double sample2Time(int sample,
                 int sampleRate)

signalTimeLine

public static double[] signalTimeLine(int signalLength,
                      double samplingRate)

spectrumTime

public static float spectrumTime(float linearTime,
                 float windowShiftTime)

signal2ExampleSet

public static com.rapidminer.example.ExampleSet signal2ExampleSet(double[] signal)

spectrogram

public static double[][] spectrogram(String name,
                     double[] signal,
                     int samplingRate,
                     int windowshift,
                     int frameslength,
                     boolean display)
                              throws Exception

Throws:

Exception

displaySpectrogram

public static void displaySpectrogram(double[][] spectrum,
                      double[] signal,
                      String name,
                      int samplingRate,
                      int windowshift,
                      int frameslength)
                               throws Exception

Throws:

Exception

spectrogramTimeFromIndex

public static float spectrogramTimeFromIndex(int index,
                             float windowShiftTime)

spectrogramIndex

public static int spectrogramIndex(float linearTime,
                   float windowShiftTime)

time2Sample

public static int time2Sample(double time,
              int sampleRate)

takeMaxFrequenciesInSpectrogram

public double[] takeMaxFrequenciesInSpectrogram(double[][] spectrogram,
                                       int samplingRate,
                                       int windowSamples,
                                       float minfreq)

takePeaksInSpectrogramFrames

public ArrayList<Double>[] takePeaksInSpectrogramFrames(double[][] spectrogram,
                                               int samplingRate,
                                               int windowSamples,
                                               float minfreq)

takeLongestStableTract

public double[] takeLongestStableTract(double[] signal,
                              double valuedifftoleranceperc)

spectrumIdx2Frequency

public static float spectrumIdx2Frequency(int idx,
                          int samplingRate,
                          int windowsSizeSamples)

spectrumFreq2Idx

public static int spectrumFreq2Idx(float freq,
                   int samplingRate,
                   int windowsSizeSamples)