Rate Distortion Balanced Data Compression in Wireless Sensor Networks

• Main Authors: ALSHEIKH, Mohammad Abu, LIN, Shaowei, NIYATO, Dusit, Hwee-Pink TAN
• 格式: text
• 語言: English
• 出版: Institutional Knowledge at Singapore Management University 2016
• 主題: Wireless sensor networks; Data compression; Correlation; Compression algorithms; Monitoring; Sensor phenomena and characterization; Software Engineering; Theory and Algorithms
• 在線閱讀: https://ink.library.smu.edu.sg/sis_research/3423; https://ink.library.smu.edu.sg/context/sis_research/article/4424/viewcontent/Rate_DistortionBalancedDataCompressionforWirelessSensorNetworks.pdf
• 機構: Singapore Management University

This paper presents a data compression algorithm with error bound guarantee for wireless sensor networks (WSNs) using compressing neural networks. The proposed algorithm minimizes data congestion and reduces energy consumption by exploring spatio-temporal correlations among data samples. The adaptiv...