Journal of Systems Engineering and Electronics· 2017

Convolutional neural networks for time series classification

College of Electronic Science and Engineering, National University of Defense Technology, Bendong Zhao, Huanzhang Lu, College of Electronic Science and Engineering, National University of Defense Technology et al.

876citations
2017year

Short summary

A novel CNN framework automatically extracts deep features from time series, outperforming existing methods in classification accuracy and noise tolerance across simulated and real-world datasets.

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Field: Signal Processing

Signal ProcessingComputer Science