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...

Celý popis

Podrobná bibliografia

Vydané v:	International journal of electrical power & energy systems Ročník 118; s. 105761
Hlavní autori:	Wang, Shouxiang, Chen, Haiwen, Wu, Lei, Wang, Jianfeng
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	Elsevier Ltd 01.06.2020
Predmet:	Auto-encoder Lossy compression Separable convolution Smart meter Lossy compression Auto-encoder Separable convolution Smart meter
ISSN:	0142-0615
On-line prístup:	Získať plný text
Tagy:	Pridať tag Žiadne tagy, Buďte prvý, kto otaguje tento záznam!