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Prétraitement et extraction de caractéristiques

Extraire les caractéristiques du signal dans les domaines temporel, fréquentiel et temps-fréquence

Extrayez les caractéristiques pertinentes du signal avec des fonctions en ligne de commande ou l’application Signal Feature Extractor pour les utiliser dans des modèles de Machine Learning.

Applications

EDF File AnalyzerView EDF or EDF+ files (depuis R2021a)
Signal AnalyzerVisualiser et comparer plusieurs signaux et spectres
Signal LabelerLabel signal attributes, regions, and points of interest
Signal Feature ExtractorExtract and analyze signal features (depuis R2025a)

Fonctions

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detrendRemove polynomial trend
envelopeSignal envelope
lowpassLowpass-filter signals
smoothdataSmooth noisy data
cwtmag2sigSignal reconstruction from CWT magnitude (depuis R2023b)
stftmag2sigSignal reconstruction from STFT magnitude
islocalmaxFind local maxima
findchangeptsFind abrupt changes in signal
findpeaksTrouver les maxima locaux
refinepeaksRefine peak value and location estimates (depuis R2024b)
zerocrossrateZero-crossing rate (depuis R2021b)
audioDatastoreDatastore for collection of audio files
arrayDatastoreDatastore for in-memory data
imageDatastoreDatastore for image data
signalDatastoreDatastore for collection of signals
edfheaderCreate header structure for EDF or EDF+ file (depuis R2021a)
edfinfoGet information about EDF/EDF+ file
edfreadRead data from EDF/EDF+ file
edfwriteCreate or modify EDF or EDF+ file (depuis R2021a)
paddataPad data by adding elements (depuis R2023b)
resizeResize data by adding or removing elements (depuis R2023b)
trimdataTrim data by removing elements (depuis R2023b)
meanAverage or mean value of array
rmsRoot mean square value
stdStandard deviation
snrSignal-to-noise ratio
thdTotal harmonic distortion
sinadSignal to noise and distortion ratio
peak2rmsPeak-magnitude-to-RMS ratio
signalTimeFeatureExtractorStreamline signal time feature extraction (depuis R2021a)
timeScalarFeatureOptionsStore information for converting time-domain feature vectors to scalar values (depuis R2024b)
meanfreqMean frequency
medfreqMedian frequency
bandpowerBand power
obwOccupied bandwidth
powerbwPower bandwidth
pwelchEstimation de la densité spectrale de puissance selon Welch
signalFrequencyFeatureExtractorStreamline signal frequency feature extraction (depuis R2021b)
frequencyScalarFeatureOptionsStore information for converting frequency-domain feature vectors to scalar values (depuis R2024b)
stftShort-time Fourier transform
fsstFourier synchrosqueezed transform
emdEmpirical mode decomposition
vmdVariational mode decomposition
hhtHilbert-Huang transform
cwtContinuous 1-D wavelet transform
wsstWavelet synchrosqueezed transform
modwtMaximal overlap discrete wavelet transform
modwptMaximal overlap discrete wavelet packet transform
instbwEstimate instantaneous bandwidth (depuis R2021a)
instfreqEstimate instantaneous frequency
spectralCrestSpectral crest for signals and spectrograms
spectralEntropySpectral entropy for signals and spectrograms
spectralFlatnessSpectral flatness for signals and spectrograms
spectralKurtosisSpectral kurtosis for signals and spectrograms
spectralSkewnessSpectral skewness for signals and spectrograms
tfridgeTime-frequency ridges
signalTimeFrequencyFeatureExtractorStreamline signal time-frequency feature extraction (depuis R2024a)
timeFrequencyScalarFeatureOptionsStore information for converting time-frequency-domain feature vectors to scalar values (depuis R2024a)
timeFrequencyScatteringJoint time-frequency scattering (depuis R2024b)
waveletScatteringWavelet time scattering
wsstridgeTime-frequency ridges from wavelet synchrosqueezing
dlcwtDeep learning continuous wavelet transform (depuis R2022b)
dlicwtDeep learning inverse continuous 1-D wavelet transform (depuis R2024b)
dlmodwtDeep learning maximal overlap discrete wavelet transform and multiresolution analysis (depuis R2022a)
dlstftDeep learning short-time Fourier transform (depuis R2021a)
dlistftDeep learning inverse short-time Fourier transform (depuis R2024a)
cwtLayerContinuous wavelet transform layer (depuis R2022b)
icwtLayerInverse continuous wavelet transform layer (depuis R2024b)
modwtLayerMaximal overlap discrete wavelet transform layer (depuis R2022b)
stftLayerShort-time Fourier transform layer (depuis R2021b)
istftLayerInverse short-time Fourier transform layer (depuis R2024a)
framelblPartition label sequence into frames (depuis R2024a)
framesigPartition signal into frames (depuis R2024a)
scalarFeatureOptionsStore information for converting feature vectors to scalar values (depuis R2024a)

Informations connexes

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