DocumentCode
1271111
Title
Online Adaptive Compression in Delay Sensitive Wireless Sensor Networks
Author
Deng, Xi ; Yang, Yuanyuan
Author_Institution
Dept. of Electr. & Comput. Eng., Stony Brook Univ., Stony Brook, NY, USA
Volume
61
Issue
10
fYear
2012
Firstpage
1429
Lastpage
1442
Abstract
Compression, as a popular technique to reduce data size by exploiting data redundancy, can be used in delay sensitive wireless sensor networks (WSNs) to reduce end-to-end packet delay as it can reduce packet transmission time and contention on the wireless channel. However, the limited computing resources at sensor nodes make the processing time of compression a nontrivial factor in the total delay a packet experiences and must be carefully examined when adopting compression. In this paper, we first study the effect of compression on data gathering in WSNs under a practical compression algorithm. We observe that compression does not always reduce packet delay in a WSN as commonly perceived, whereas its effect is jointly determined by the network configuration and hardware configuration. Based on this observation, we then design an adaptive algorithm to make online decisions such that compression is only performed when it can benefit the overall performance. We implement the algorithm in a completely distributed manner that utilizes only local information of individual sensor nodes. Our extensive experimental results show that the algorithm demonstrates good adaptiveness to network dynamics and maximizes compression benefit.
Keywords
delays; wireless channels; wireless sensor networks; WSN; adaptive algorithm; delay sensitive wireless sensor networks; delay total; end-to-end reduce packet delay; hardware configuration; network configuration; online adaptive compression; packet transmission time; wireless channel; Adaptive algorithms; Algorithm design and analysis; Compression algorithms; Delay; Sensors; Telecommunication traffic; Wireless sensor networks; Wireless sensor networks; adaptive algorithm.; data compression; data gathering; delay sensitive; packet delay;
fLanguage
English
Journal_Title
Computers, IEEE Transactions on
Publisher
ieee
ISSN
0018-9340
Type
jour
DOI
10.1109/TC.2011.174
Filename
6280564
Link To Document