A novel smart meter data compression method via stacked convolutional sparse auto-encoder

•An efficient and lightweight DNN for smart meter data compression is proposed.•The reconstruction error and computation time is significantly reduced.•The lightweight model is suitable for running on embedded devices.•Grouping compression is proposed to further improve the compression effect. With...

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Bibliographic Details

Published in:	International journal of electrical power & energy systems Vol. 118; p. 105761
Main Authors:	Wang, Shouxiang, Chen, Haiwen, Wu, Lei, Wang, Jianfeng
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 01.06.2020
Subjects:	Auto-encoder Lossy compression Separable convolution Smart meter Lossy compression Auto-encoder Separable convolution Smart meter
ISSN:	0142-0615
Online Access:	Get full text
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