scholarly journals A Self-Adaptive Regression-Based Multivariate Data Compression Scheme with Error Bound in Wireless Sensor Networks

2013 ◽  
Vol 9 (3) ◽  
pp. 913497 ◽  
Author(s):  
Jianming Zhang ◽  
Kun Yang ◽  
Lingyun Xiang ◽  
Yuansheng Luo ◽  
Bing Xiong ◽  
...  
Keyword(s):  
Wireless Sensor Networks ◽  
Sensor Networks ◽  
Data Compression ◽  
Error Bound ◽  
Multivariate Data ◽  
Wireless Sensor ◽  
Compression Scheme ◽  
Adaptive Regression ◽  
Self Adaptive

scholarly journals An Adaptive Lossless Data Compression Scheme for Wireless Sensor Networks

2012 ◽  
Vol 2012 ◽  
pp. 1-20 ◽  
Author(s):  
Jonathan Gana Kolo ◽  
S. Anandan Shanmugam ◽  
David Wee Gin Lim ◽  
Li-Minn Ang ◽  
Kah Phooi Seng
Keyword(s):  
Wireless Sensor Networks ◽  
Sensor Networks ◽  
Data Compression ◽  
Power Saving ◽  
Sensor Nodes ◽  
Wireless Sensor ◽  
Wireless Sensor Node ◽  
Compression Scheme ◽  
Major Power ◽  
Lossless Data Compression

Energy is an important consideration in the design and deployment of wireless sensor networks (WSNs) since sensor nodes are typically powered by batteries with limited capacity. Since the communication unit on a wireless sensor node is the major power consumer, data compression is one of possible techniques that can help reduce the amount of data exchanged between wireless sensor nodes resulting in power saving. However, wireless sensor networks possess significant limitations in communication, processing, storage, bandwidth, and power. Thus, any data compression scheme proposed for WSNs must be lightweight. In this paper, we present an adaptive lossless data compression (ALDC) algorithm for wireless sensor networks. Our proposed ALDC scheme performs compression losslessly using multiple code options. Adaptive compression schemes allow compression to dynamically adjust to a changing source. The data sequence to be compressed is partitioned into blocks, and the optimal compression scheme is applied for each block. Using various real-world sensor datasets we demonstrate the merits of our proposed compression algorithm in comparison with other recently proposed lossless compression algorithms for WSNs.

scholarly journals Haar Wavelet Data Compression Algorithm with Error Bound for Wireless Sensor Networks

2010 ◽  
Vol 21 (6) ◽  
pp. 1364-1377 ◽  
Author(s):  
Jian-Ming ZHANG ◽  
Ya-Ping LIN ◽  
Si-Wang ZHOU ◽  
Jing-Cheng OUYANG
Keyword(s):  
Wireless Sensor Networks ◽  
Sensor Networks ◽  
Data Compression ◽  
Error Bound ◽  
Haar Wavelet ◽  
Compression Algorithm ◽  
Wireless Sensor

scholarly journals Modified Chorological Coded Data Compression Methodology for Wireless Sensor Networks

2021 ◽  
Vol 1770 (1) ◽  
pp. 012026
Author(s):  
S. Jancy ◽  
Suji Helen ◽  
Mercy Paul Selven ◽  
A. Viji Amutha Mary ◽  
M.D Antopraveena ◽  
...  
Keyword(s):  
Wireless Sensor Networks ◽  
Sensor Networks ◽  
Data Compression ◽  
Wireless Sensor
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