Recognizing human motion with multiple acceleration sensors

作者: J. Mantyjarvi , J. Himberg , T. Seppanen

DOI: 10.1109/ICSMC.2001.973004

关键词: WaveletPrincipal component analysisArtificial intelligenceWavelet transformFeature extractionSensor fusionComputer sciencePattern recognitionActivity recognitionIndependent component analysisAcceleration

摘要: In this paper experiments with acceleration sensors are described for human activity recognition of a wearable device user. The use principal component analysis and independent wavelet transform is tested feature generation. Recognition examined multilayer perceptron classifier. Best classification results different motion were 83-90%, they achieved by utilizing analysis. difference between these methods turned out to be negligible.

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