DCT-based Adaptive Data Compression in Wireless Sensor Networks

被引:0
作者
Chen, Siguang [1 ]
Liu, Jincheng [1 ]
Wu, Meng [1 ]
Sun, Zhixin [1 ]
机构
[1] Nanjing Univ Posts & Telecommunicat, Key Lab Broadband Wireless Commun & Sensor Networ, Minist Educ, Nanjing, Peoples R China
来源
2016 25TH INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATIONS AND NETWORKS (ICCCN) | 2016年
关键词
wireless sensor networks; spatial correlation; hierarchical network; spatial compression;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Wireless sensor networks (WSNs) provide a promising approach to monitor the physical environments, to prolong the network lifetime by exploiting the mutual correlation of sensor readings has become a research focus. In this paper, we propose a hierarchical network framework and adaptive threshold compression scheme to reduce the amount of information transmissions and alleviate the network congestion by exploring the spatial correlation among signals. The adaptive spatial compression scheme can obtain higher reconstruction precision by selectively discarding the less significant elements. Meanwhile, the compression ratio varies with the correlation among signals and adaptive threshold, so our scheme is adaptive to various deployed environments. Finally, the simulation results confirm that the proposed scheme achieves higher reconstruction precision and compression gain as compared with other spatial compression scheme.
引用
收藏
页数:5
相关论文
共 14 条
[1]  
[Anonymous], 2004, SenSys
[2]   Stronger Lempel-Ziv Based Compressed Text Indexing [J].
Arroyuelo, Diego ;
Navarro, Gonzalo ;
Sadakane, Kunihiko .
ALGORITHMICA, 2012, 62 (1-2) :54-101
[3]   Compressive network coding for error control in wireless sensor networks [J].
Chen, Siguang ;
Wu, Meng ;
Wang, Kun ;
Sun, Zhixin .
WIRELESS NETWORKS, 2014, 20 (08) :2605-2615
[4]  
Cheong P., 2011, IEEE COMMUNICATIONS, V49, P90
[5]  
GANESAN DEEPAK., 2005, ACM T STORAGE, V1, P277
[6]   Networking and Application Interface Technology for Wireless Sensor Network Surveillance and Monitoring [J].
Ghataoura, Darminder S. ;
Mitchell, John E. ;
Matich, George E. .
IEEE COMMUNICATIONS MAGAZINE, 2011, 49 (10) :90-97
[7]   A new security solution to JPEG using hyper-chaotic system and modified zigzag scan coding [J].
Ji, Xiao-yong ;
Bai, Sen ;
Guo, Yu ;
Guo, Hui .
COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2015, 22 (1-3) :321-333
[8]   Zigzag-Coded Modulation for High-Speed Fiber Optical Channels [J].
Kahveci, Salim ;
Gong, Chen ;
Wang, Xiaodong .
JOURNAL OF OPTICAL COMMUNICATIONS AND NETWORKING, 2012, 4 (05) :382-391
[9]   Data Loss and Reconstruction in Wireless Sensor Networks [J].
Kong, Linghe ;
Xia, Mingyuan ;
Liu, Xiao-Yang ;
Chen, Guangshuo ;
Gu, Yu ;
Wu, Min-You ;
Liu, Xue .
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2014, 25 (11) :2818-2828
[10]  
Makkaoui L., 2010, 2 INT C IMAGE PROCES, P126, DOI 10.1109/IPTA.2010.5586798