DocumentCode
3218826
Title
A Difference Fitting Residuals algorithm for lossless data compression in wireless sensor nodes
Author
Xuejun, Ren ; DingYi, Fang ; Xiaojiang, Chen
Author_Institution
Sch. of Inf. Sci. & Technol., Northwest Univ., Xi´´an, China
fYear
2011
fDate
27-29 May 2011
Firstpage
481
Lastpage
485
Abstract
Efficient utilization of energy is a core area of research in wireless sensor networks. Data compression methods to reduce the number of bits to be transmitted by the communication module will significantly reduce the energy requirement and increase the lifetime of the sensor node. Through analysis the probability distribution of sensor data and a classic compression algorithm named ND-Encoding, this paper proposed a new algorithm specifically designed for lossless data compression in sensor nodes called Difference Fitting Residuals compression algorithm. The proposed algorithm will calculate the linear fitting values of sensor data´s differences and then calculate the fitting residuals which will be input to an entropy encoder to achieve data compression. Compared with two typical lossless compression algorithms, the proposed algorithm indicated better compression ratios, despite a less computational effort.
Keywords
data compression; wireless sensor networks; communication module; difference fitting residuals algorithm; energy utilization; linear fitting values; lossless data compression; wireless sensor nodes; Algorithm design and analysis; Compression algorithms; Data compression; Encoding; Fitting; Monitoring; Wireless sensor networks; Data Compression; Difference Fitting residuals; Wireless Sensor Networks; lossless;
fLanguage
English
Publisher
ieee
Conference_Titel
Communication Software and Networks (ICCSN), 2011 IEEE 3rd International Conference on
Conference_Location
Xi´an
Print_ISBN
978-1-61284-485-5
Type
conf
DOI
10.1109/ICCSN.2011.6013638
Filename
6013638
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