Two-stage Multiple-Model Compression Approach for Sampled Electrical Signals

被引:0
|
作者
Presvots, Corentin [1 ,2 ]
Kieffer, Michel [2 ]
Prevost, Thibault [1 ]
Panciatici, Patrick [1 ]
Li, Zuxing [2 ]
Piantanida, Pablo [3 ]
机构
[1] Reseau Transport Elect, F-92073 La Defense, France
[2] Lab Signaux & Syst, F-91192 Gif Sur Yvette, France
[3] CentraleSupelec, Quebec AI Inst, CNRS, Int Lab Learning Syst, Montreal, PQ, Canada
来源
2024 DATA COMPRESSION CONFERENCE, DCC | 2024年
关键词
POWER; WAVE;
D O I
10.1109/DCC58796.2024.00060
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
This paper presents a two-stage Multiple-Model Compression (MMC) approach for sampled electrical waveforms. To limit latency, the processing is window-based, with a window length commensurate to the electrical period. For each window, the first stage compares several parametric models to get a coarse representation of the samples. The second stage then compares different residual compression techniques to minimize the norm of the reconstruction error. The allocation of the rate budget among the two stages is optimized. The proposed MMC approach provides better signal-to-noise ratios than state-of-the-art solutions on periodic and transient waveforms.
引用
收藏
页码:522 / 531
页数:10
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