protected override void MakeFeatures()
{
mus = new List<Matrix>();
for (int i = 0; i < 5; i++)
{
Matrix m = new Matrix(11, 1);
for (int j = 0; j < 11; j++)
{
m[j, 0] = mu[j, i];
}
mus.Add(m);
}
sigmas = new List<Matrix>();
//sigmas.Add(new Matrix(sigma0));
//sigmas.Add(new Matrix(sigma1));
//sigmas.Add(new Matrix(sigma2));
//sigmas.Add(new Matrix(sigma3));
//sigmas.Add(new Matrix(sigma4));
Random rand = new Random();
for (int i = 0; i < 5; i++)
{
Matrix m = new Matrix(11, 11);
for (int j = 0; j < 11; j++)
{
for (int k = 0; k < 11; k++)
{
m[j, k] = rand.NextDouble();
}
}
sigmas.Add(m);
}
IDataProvider DataProvider = new DataProviders.FourierDataProvider();
this.DataProvider = DataProvider;
//značajke
IFeature Sub_TimeEnergy = new Features.TimeEnergy(DataProvider);
IFeature Sub_TimePowerDb = new Features.TimePowerDb(DataProvider);
IFeature Sub_ZeroCrossingRate = new Features.ZeroCrossingRate(DataProvider);
IFeature Sub_Pitch = new Features.Pitch(DataProvider);
SubFeatures.Add(Sub_TimeEnergy);
SubFeatures.Add(Sub_TimePowerDb);
SubFeatures.Add(Sub_ZeroCrossingRate);
SubFeatures.Add(Sub_Pitch);
IFeature Super_Median = new Features.Median(DataProvider);
IFeature Super_Mean = new Features.TimeAverage(DataProvider);
IFeature Super_Max = new Features.Maximum(DataProvider);
IFeature Super_FFTMean = new Features.FFTAverage(DataProvider);
IFeature Super_FFTMedian = new Features.FFTMedian(DataProvider);
IFeature Super_FFTMax = new Features.FFTMaximum(DataProvider);
IFeature Super_FFTRange = new Features.FFTRange(DataProvider);
IFeature Super_FFTStd = new Features.FFTStd(DataProvider);
IFeature Super_FFTChangeRate = new Features.FFTChangeRate(DataProvider);
// Energy ->(time median, freq mean, freq median)
List<IFeature> SuperFeatList = new List<IFeature>() {Super_Median, Super_FFTMean , Super_FFTMedian };
SuperFeatures.Add(Sub_TimeEnergy, SuperFeatList);
// Zcr -> (time mean, freq std)
SuperFeatList = new List<IFeature>() { Super_Mean, Super_FFTStd };
SuperFeatures.Add(Sub_ZeroCrossingRate, SuperFeatList);
// Pitch -> (freq max, freq median, freq changerate)
SuperFeatList = new List<IFeature>() { Super_Max, Super_FFTMedian, Super_FFTChangeRate };
SuperFeatures.Add(Sub_Pitch, SuperFeatList);
// Power -> ( freq max, freq range, freq median)
SuperFeatList = new List<IFeature>() { Super_FFTMax, Super_FFTRange, Super_FFTMedian };
SuperFeatures.Add(Sub_TimePowerDb, SuperFeatList);
}
/*timeEnergyMax
* timeEnergyMin
* timeEnergyVar
* timePowerDbRange
* timePowerDbMedian
* timePowerDbChangerate
* timeZcrMin
* timePitchMax
* timePitchMin
* frequencyEnergyMean
* frequencyEnergyMin
* frequencyPowerDbRange
* frequencyZcrRange
* frequencyPitchMean
* frequencyPitchRange
* frequencyPitchStd
* frequencyPitchChangerate
* mfcc1
* mfcc2
* mfcc9
* mfcc10
*
* */
protected override void MakeFeatures()
{
IDataProvider DataProvider = new DataProviders.FourierDataProvider();
this.DataProvider = DataProvider;
//značajke
IFeature Sub_TimeEnergy = new Features.TimeEnergy(DataProvider);
IFeature Sub_TimePowerDb = new Features.TimePowerDb(DataProvider);
IFeature Sub_ZeroCrossingRate = new Features.ZeroCrossingRate(DataProvider);
IFeature Sub_Pitch = new Features.Pitch(DataProvider);
SubFeatures.Add(Sub_TimeEnergy);
SubFeatures.Add(Sub_TimePowerDb);
SubFeatures.Add(Sub_ZeroCrossingRate);
SubFeatures.Add(Sub_Pitch);
IFeature Super_Median = new Features.Median(DataProvider);
IFeature Super_Mean = new Features.TimeAverage(DataProvider);
IFeature Super_Max = new Features.Maximum(DataProvider);
IFeature Super_Min = new Features.Minimum(DataProvider);
IFeature Super_Var = new Features.Variance(DataProvider);
IFeature Super_Range = new Features.Range(DataProvider);
IFeature Super_ChangeRate = new Features.ChangeRate(DataProvider);
IFeature Super_FFTMean = new Features.FFTAverage(DataProvider);
IFeature Super_FFTMedian = new Features.FFTMedian(DataProvider);
IFeature Super_FFTMax = new Features.FFTMaximum(DataProvider);
IFeature Super_FFTRange = new Features.FFTRange(DataProvider);
IFeature Super_FFTStd = new Features.FFTStd(DataProvider);
IFeature Super_FFTChangeRate = new Features.FFTChangeRate(DataProvider);
IFeature Super_FFTMin = new Features.FFTMinimum(DataProvider);
// Energy ->(time max, time min, time var, freq mean, freq min)
List <IFeature> SuperFeatList = new List <IFeature>()
{
Super_Max, Super_Min, Super_Var, Super_FFTMean, Super_FFTMin
};
SuperFeatures.Add(Sub_TimeEnergy, SuperFeatList);
// Power -> (time range, time median, time changerate, freq range)
SuperFeatList = new List <IFeature>()
{
Super_Range, Super_Median, Super_ChangeRate, Super_FFTRange
};
SuperFeatures.Add(Sub_TimePowerDb, SuperFeatList);
// Zcr -> (time min, freq range)
SuperFeatList = new List <IFeature>()
{
Super_Min, Super_FFTRange
};
SuperFeatures.Add(Sub_ZeroCrossingRate, SuperFeatList);
// Pitch -> (freq max, freq median, freq changerate)
SuperFeatList = new List <IFeature>()
{
Super_Mean, Super_Max, Super_Min, Super_FFTMean, Super_FFTRange, Super_FFTStd, Super_FFTChangeRate
};
SuperFeatures.Add(Sub_Pitch, SuperFeatList);
SuperFeatList = new List <IFeature>()
{
Super_Mean
};
IFeature mfcc1 = new Features.MFCC(DataProvider, (uint)(1));
SuperFeatures.Add(mfcc1, SuperFeatList);
IFeature mfcc2 = new Features.MFCC(DataProvider, (uint)(2));
SuperFeatures.Add(mfcc2, SuperFeatList);
IFeature mfcc9 = new Features.MFCC(DataProvider, (uint)(9));
SuperFeatures.Add(mfcc9, SuperFeatList);
IFeature mfcc10 = new Features.MFCC(DataProvider, (uint)(10));
SuperFeatures.Add(mfcc10, SuperFeatList);
SubFeatures.Add(mfcc1);
SubFeatures.Add(mfcc2);
SubFeatures.Add(mfcc9);
SubFeatures.Add(mfcc10);
}
protected override void MakeFeatures()
{
mus = new List <Matrix>();
for (int i = 0; i < 5; i++)
{
Matrix m = new Matrix(11, 1);
for (int j = 0; j < 11; j++)
{
m[j, 0] = mu[j, i];
}
mus.Add(m);
}
sigmas = new List <Matrix>();
//sigmas.Add(new Matrix(sigma0));
//sigmas.Add(new Matrix(sigma1));
//sigmas.Add(new Matrix(sigma2));
//sigmas.Add(new Matrix(sigma3));
//sigmas.Add(new Matrix(sigma4));
Random rand = new Random();
for (int i = 0; i < 5; i++)
{
Matrix m = new Matrix(11, 11);
for (int j = 0; j < 11; j++)
{
for (int k = 0; k < 11; k++)
{
m[j, k] = rand.NextDouble();
}
}
sigmas.Add(m);
}
IDataProvider DataProvider = new DataProviders.FourierDataProvider();
this.DataProvider = DataProvider;
//značajke
IFeature Sub_TimeEnergy = new Features.TimeEnergy(DataProvider);
IFeature Sub_TimePowerDb = new Features.TimePowerDb(DataProvider);
IFeature Sub_ZeroCrossingRate = new Features.ZeroCrossingRate(DataProvider);
IFeature Sub_Pitch = new Features.Pitch(DataProvider);
SubFeatures.Add(Sub_TimeEnergy);
SubFeatures.Add(Sub_TimePowerDb);
SubFeatures.Add(Sub_ZeroCrossingRate);
SubFeatures.Add(Sub_Pitch);
IFeature Super_Median = new Features.Median(DataProvider);
IFeature Super_Mean = new Features.TimeAverage(DataProvider);
IFeature Super_Max = new Features.Maximum(DataProvider);
IFeature Super_FFTMean = new Features.FFTAverage(DataProvider);
IFeature Super_FFTMedian = new Features.FFTMedian(DataProvider);
IFeature Super_FFTMax = new Features.FFTMaximum(DataProvider);
IFeature Super_FFTRange = new Features.FFTRange(DataProvider);
IFeature Super_FFTStd = new Features.FFTStd(DataProvider);
IFeature Super_FFTChangeRate = new Features.FFTChangeRate(DataProvider);
// Energy ->(time median, freq mean, freq median)
List <IFeature> SuperFeatList = new List <IFeature>()
{
Super_Median, Super_FFTMean, Super_FFTMedian
};
SuperFeatures.Add(Sub_TimeEnergy, SuperFeatList);
// Zcr -> (time mean, freq std)
SuperFeatList = new List <IFeature>()
{
Super_Mean, Super_FFTStd
};
SuperFeatures.Add(Sub_ZeroCrossingRate, SuperFeatList);
// Pitch -> (freq max, freq median, freq changerate)
SuperFeatList = new List <IFeature>()
{
Super_Max, Super_FFTMedian, Super_FFTChangeRate
};
SuperFeatures.Add(Sub_Pitch, SuperFeatList);
// Power -> ( freq max, freq range, freq median)
SuperFeatList = new List <IFeature>()
{
Super_FFTMax, Super_FFTRange, Super_FFTMedian
};
SuperFeatures.Add(Sub_TimePowerDb, SuperFeatList);
}
protected override void MakeFeatures()
{
IDataProvider DataProvider = new DataProviders.FourierDataProvider();
this.DataProvider = DataProvider;
// dodaj podznačajke
IFeature Sub_TimeEnergy = new Features.TimeEnergy(DataProvider);
IFeature Sub_TimePowerDb = new Features.TimePowerDb(DataProvider);
IFeature Sub_ZeroCrossingRate = new Features.ZeroCrossingRate(DataProvider);
IFeature Sub_Pitch = new Features.Pitch(DataProvider);
List<Features.ChangeRate> Sub_mfcc = new List<Features.ChangeRate>();
SubFeatures.Add(Sub_TimeEnergy);
SubFeatures.Add(Sub_TimePowerDb);
SubFeatures.Add(Sub_ZeroCrossingRate);
SubFeatures.Add(Sub_Pitch);
// dodaj nadznačajke
IFeature Super_TimeAverage = new Features.TimeAverage(DataProvider);
IFeature Super_Maximum = new Features.Maximum(DataProvider);
IFeature Super_Minimum = new Features.Minimum(DataProvider);
IFeature Super_Range = new Features.Range(DataProvider);
IFeature Super_Median = new Features.Median(DataProvider);
IFeature Super_Std = new Features.Std(DataProvider);
IFeature Super_Variance = new Features.Variance(DataProvider);
IFeature Super_ChangeRate = new Features.ChangeRate(DataProvider);
IFeature Super_FFTAverage = new Features.FFTAverage(DataProvider);
IFeature Super_FFTMaximum = new Features.FFTMaximum(DataProvider);
IFeature Super_FFTMinimum = new Features.FFTMinimum(DataProvider);
IFeature Super_FFTRange = new Features.FFTRange(DataProvider);
IFeature Super_FFTMedian = new Features.FFTMedian(DataProvider);
IFeature Super_FFTStd = new Features.FFTStd(DataProvider);
IFeature Super_FFTVariance = new Features.FFTVariance(DataProvider);
IFeature Super_FFTChangeRate = new Features.FFTChangeRate(DataProvider);
List<IFeature> SuperFeatList = new List<IFeature>();
SuperFeatList.Add(Super_TimeAverage);
SuperFeatList.Add(Super_Maximum);
SuperFeatList.Add(Super_Minimum);
SuperFeatList.Add(Super_Range);
SuperFeatList.Add(Super_Median);
SuperFeatList.Add(Super_Std);
SuperFeatList.Add(Super_Variance);
SuperFeatList.Add(Super_ChangeRate);
SuperFeatList.Add(Super_FFTAverage);
SuperFeatList.Add(Super_FFTMaximum);
SuperFeatList.Add(Super_FFTMinimum);
SuperFeatList.Add(Super_FFTRange);
SuperFeatList.Add(Super_FFTMedian);
SuperFeatList.Add(Super_FFTStd);
SuperFeatList.Add(Super_FFTVariance);
SuperFeatList.Add(Super_FFTChangeRate);
SuperFeatures.Add(Sub_TimeEnergy, SuperFeatList);
SuperFeatures.Add(Sub_TimePowerDb, SuperFeatList);
SuperFeatures.Add(Sub_ZeroCrossingRate, SuperFeatList);
SuperFeatures.Add(Sub_Pitch, SuperFeatList);
SuperFeatList = new List<IFeature>();
SuperFeatList.Add(Super_TimeAverage);
for (int i = 0; i < 12; i++)
{
IFeature f = new Features.MFCC(DataProvider,(uint)(i+1));
SubFeatures.Add(f);
SuperFeatures.Add(f,SuperFeatList);
}
}
protected override void MakeFeatures()
{
IDataProvider DataProvider = new DataProviders.FourierDataProvider();
this.DataProvider = DataProvider;
// dodaj podznačajke
IFeature Sub_TimeEnergy = new Features.TimeEnergy(DataProvider);
IFeature Sub_TimePowerDb = new Features.TimePowerDb(DataProvider);
IFeature Sub_ZeroCrossingRate = new Features.ZeroCrossingRate(DataProvider);
IFeature Sub_Pitch = new Features.Pitch(DataProvider);
List <Features.ChangeRate> Sub_mfcc = new List <Features.ChangeRate>();
SubFeatures.Add(Sub_TimeEnergy);
SubFeatures.Add(Sub_TimePowerDb);
SubFeatures.Add(Sub_ZeroCrossingRate);
SubFeatures.Add(Sub_Pitch);
// dodaj nadznačajke
IFeature Super_TimeAverage = new Features.TimeAverage(DataProvider);
IFeature Super_Maximum = new Features.Maximum(DataProvider);
IFeature Super_Minimum = new Features.Minimum(DataProvider);
IFeature Super_Range = new Features.Range(DataProvider);
IFeature Super_Median = new Features.Median(DataProvider);
IFeature Super_Std = new Features.Std(DataProvider);
IFeature Super_Variance = new Features.Variance(DataProvider);
IFeature Super_ChangeRate = new Features.ChangeRate(DataProvider);
IFeature Super_FFTAverage = new Features.FFTAverage(DataProvider);
IFeature Super_FFTMaximum = new Features.FFTMaximum(DataProvider);
IFeature Super_FFTMinimum = new Features.FFTMinimum(DataProvider);
IFeature Super_FFTRange = new Features.FFTRange(DataProvider);
IFeature Super_FFTMedian = new Features.FFTMedian(DataProvider);
IFeature Super_FFTStd = new Features.FFTStd(DataProvider);
IFeature Super_FFTVariance = new Features.FFTVariance(DataProvider);
IFeature Super_FFTChangeRate = new Features.FFTChangeRate(DataProvider);
List <IFeature> SuperFeatList = new List <IFeature>();
SuperFeatList.Add(Super_TimeAverage);
SuperFeatList.Add(Super_Maximum);
SuperFeatList.Add(Super_Minimum);
SuperFeatList.Add(Super_Range);
SuperFeatList.Add(Super_Median);
SuperFeatList.Add(Super_Std);
SuperFeatList.Add(Super_Variance);
SuperFeatList.Add(Super_ChangeRate);
SuperFeatList.Add(Super_FFTAverage);
SuperFeatList.Add(Super_FFTMaximum);
SuperFeatList.Add(Super_FFTMinimum);
SuperFeatList.Add(Super_FFTRange);
SuperFeatList.Add(Super_FFTMedian);
SuperFeatList.Add(Super_FFTStd);
SuperFeatList.Add(Super_FFTVariance);
SuperFeatList.Add(Super_FFTChangeRate);
SuperFeatures.Add(Sub_TimeEnergy, SuperFeatList);
SuperFeatures.Add(Sub_TimePowerDb, SuperFeatList);
SuperFeatures.Add(Sub_ZeroCrossingRate, SuperFeatList);
SuperFeatures.Add(Sub_Pitch, SuperFeatList);
SuperFeatList = new List <IFeature>();
SuperFeatList.Add(Super_TimeAverage);
for (int i = 0; i < 12; i++)
{
IFeature f = new Features.MFCC(DataProvider, (uint)(i + 1));
SubFeatures.Add(f);
SuperFeatures.Add(f, SuperFeatList);
}
}
/*timeEnergyMax
timeEnergyMin
timeEnergyVar
timePowerDbRange
timePowerDbMedian
timePowerDbChangerate
timeZcrMin
timePitchMax
timePitchMin
frequencyEnergyMean
frequencyEnergyMin
frequencyPowerDbRange
frequencyZcrRange
frequencyPitchMean
frequencyPitchRange
frequencyPitchStd
frequencyPitchChangerate
mfcc1
mfcc2
mfcc9
mfcc10
* */
protected override void MakeFeatures()
{
IDataProvider DataProvider = new DataProviders.FourierDataProvider();
this.DataProvider = DataProvider;
//značajke
IFeature Sub_TimeEnergy = new Features.TimeEnergy(DataProvider);
IFeature Sub_TimePowerDb = new Features.TimePowerDb(DataProvider);
IFeature Sub_ZeroCrossingRate = new Features.ZeroCrossingRate(DataProvider);
IFeature Sub_Pitch = new Features.Pitch(DataProvider);
SubFeatures.Add(Sub_TimeEnergy);
SubFeatures.Add(Sub_TimePowerDb);
SubFeatures.Add(Sub_ZeroCrossingRate);
SubFeatures.Add(Sub_Pitch);
IFeature Super_Median = new Features.Median(DataProvider);
IFeature Super_Mean = new Features.TimeAverage(DataProvider);
IFeature Super_Max = new Features.Maximum(DataProvider);
IFeature Super_Min = new Features.Minimum(DataProvider);
IFeature Super_Var = new Features.Variance(DataProvider);
IFeature Super_Range = new Features.Range(DataProvider);
IFeature Super_ChangeRate = new Features.ChangeRate(DataProvider);
IFeature Super_FFTMean = new Features.FFTAverage(DataProvider);
IFeature Super_FFTMedian = new Features.FFTMedian(DataProvider);
IFeature Super_FFTMax = new Features.FFTMaximum(DataProvider);
IFeature Super_FFTRange = new Features.FFTRange(DataProvider);
IFeature Super_FFTStd = new Features.FFTStd(DataProvider);
IFeature Super_FFTChangeRate = new Features.FFTChangeRate(DataProvider);
IFeature Super_FFTMin = new Features.FFTMinimum(DataProvider);
// Energy ->(time max, time min, time var, freq mean, freq min)
List<IFeature> SuperFeatList = new List<IFeature>() { Super_Max, Super_Min, Super_Var, Super_FFTMean, Super_FFTMin };
SuperFeatures.Add(Sub_TimeEnergy, SuperFeatList);
// Power -> (time range, time median, time changerate, freq range)
SuperFeatList = new List<IFeature>() {Super_Range, Super_Median, Super_ChangeRate, Super_FFTRange};
SuperFeatures.Add(Sub_TimePowerDb, SuperFeatList);
// Zcr -> (time min, freq range)
SuperFeatList = new List<IFeature>() { Super_Min, Super_FFTRange };
SuperFeatures.Add(Sub_ZeroCrossingRate, SuperFeatList);
// Pitch -> (freq max, freq median, freq changerate)
SuperFeatList = new List<IFeature>() {Super_Mean, Super_Max, Super_Min, Super_FFTMean,Super_FFTRange, Super_FFTStd, Super_FFTChangeRate };
SuperFeatures.Add(Sub_Pitch, SuperFeatList);
SuperFeatList = new List<IFeature>() { Super_Mean };
IFeature mfcc1 = new Features.MFCC(DataProvider, (uint)(1));
SuperFeatures.Add(mfcc1, SuperFeatList);
IFeature mfcc2 = new Features.MFCC(DataProvider, (uint)(2));
SuperFeatures.Add(mfcc2, SuperFeatList);
IFeature mfcc9 = new Features.MFCC(DataProvider, (uint)(9));
SuperFeatures.Add(mfcc9, SuperFeatList);
IFeature mfcc10 = new Features.MFCC(DataProvider, (uint)(10));
SuperFeatures.Add(mfcc10, SuperFeatList);
SubFeatures.Add(mfcc1);
SubFeatures.Add(mfcc2);
SubFeatures.Add(mfcc9);
SubFeatures.Add(mfcc10);
}