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信号的机器学习和深度学习延伸

信号标注、特征工程、数据集生成

Signal Processing Toolbox™ 为机器学习和深度学习工作流提供执行信号标注、特征工程和数据集生成的功能。

App

信号分析器可视化和比较多个信号和频谱
信号标注器Label signal attributes, regions, and points of interest, and extract features
EDF 文件分析器View EDF or EDF+ files

函数

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labeledSignalSetCreate labeled signal set
signalLabelDefinitionCreate signal label definition
countlabelsCount number of unique labels
folders2labelsGet list of labels from folder names
splitlabelsFind indices to split labels according to specified proportions
signalMaskModify and convert signal masks and extract signal regions of interest
binmask2sigroiConvert binary mask to matrix of ROI limits
extendsigroiExtend signal regions of interest to left and right
extractsigroiExtract signal regions of interest
mergesigroiMerge signal regions of interest
removesigroiRemove signal regions of interest
shortensigroiShorten signal regions of interest from left and right
sigroi2binmaskConvert matrix of ROI limits to binary mask
edfinfoGet information about EDF/EDF+ file
edfwriteCreate or modify EDF or EDF+ file
edfheaderCreate header structure for EDF or EDF+ file
edfreadRead data from EDF/EDF+ file
signalDatastoreDatastore for collection of signals
dlstftDeep learning short-time Fourier transform
stftLayerShort-time Fourier transform layer
findchangeptsFind abrupt changes in signal
findpeaksFind local maxima
findsignalFind signal location using similarity search
fsstFourier synchrosqueezed transform
instbwEstimate instantaneous bandwidth
instfreqEstimate instantaneous frequency
pentropySpectral entropy of signal
periodogramPeriodogram power spectral density estimate
pkurtosisSpectral kurtosis from signal or spectrogram
powerbwPower bandwidth
pspectrumAnalyze signals in the frequency and time-frequency domains
pwelchWelch’s power spectral density estimate
signalFrequencyFeatureExtractorStreamline signal frequency feature extraction
signalTimeFeatureExtractorStreamline signal time feature extraction
zerocrossrateZero-crossing rate

主题

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