An Adaptive Lossless Data Compression Scheme for Wireless Sensor Networks
Author(s) -
Jonathan Gana Kolo,
S. Anandan Shanmugam,
David Wee Gin Lim,
Li-Minn Ang,
Kah Phooi Seng
Publication year - 2012
Publication title -
journal of sensors
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.399
H-Index - 43
eISSN - 1687-7268
pISSN - 1687-725X
DOI - 10.1155/2012/539638
Subject(s) - lossless compression , wireless sensor network , computer science , data compression , key distribution in wireless sensor networks , wireless , real time computing , sensor node , node (physics) , adaptive coding , compression (physics) , data compression ratio , computer network , image compression , wireless network , algorithm , engineering , telecommunications , artificial intelligence , materials science , image (mathematics) , structural engineering , composite material , image processing
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
Accelerating Research
Robert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom
Address
John Eccles HouseRobert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom