A Novel Data Gathering Algorithm based on Compressed Sensing for Heterogeneous Wireless Sensor Networks

被引:0
作者
Chen Hao [1 ]
Wu Xiaobei [1 ]
Huang Cheng [1 ]
机构
[1] Nanjing Univ Sci & Technol, Sch Automat, Nanjing 210094, Jiangsu, Peoples R China
来源
2014 33RD CHINESE CONTROL CONFERENCE (CCC) | 2014年
关键词
Compressed Sensing; Data gathering Algorithm; Heterogeneous Wireless Sensor Networks; SIGNAL RECOVERY;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
As an emerging technique for signal processing, compressed sensing (CS) is being widely used in wireless sensor networks (WSNs). Unlike prior studies only apply CS theory to homogeneous WSNs, we develop a new data gathering algorithm based on CS for a particular heterogenous WSN. The main challenge of our scheme is how to combine CS with the heterogenous characteristic of the network. To solve this problem, we first formulate a cobweb model to structure this heterogenous WSN. Then we ameliorate the sampling stage of CS and propose a directed random routing to gather data based on the model. A simple simulate experiment is finally conducted to examine the efficiency of our work.
引用
收藏
页码:451 / 455
页数:5
相关论文
共 18 条
[1]  
[Anonymous], 2005, Distributed compressed sensing
[2]  
[Anonymous], 2009, INT THEOR APPL WORKS
[3]   Energy-aware lossless data compression [J].
Barr, Kenneth C. ;
Asanovic, Krste .
ACM TRANSACTIONS ON COMPUTER SYSTEMS, 2006, 24 (03) :250-291
[4]   Robust uncertainty principles:: Exact signal reconstruction from highly incomplete frequency information [J].
Candès, EJ ;
Romberg, J ;
Tao, T .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (02) :489-509
[5]   Near-optimal signal recovery from random projections: Universal encoding strategies? [J].
Candes, Emmanuel J. ;
Tao, Terence .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (12) :5406-5425
[6]   Compressed sensing [J].
Donoho, DL .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (04) :1289-1306
[7]  
Duarte MF, 2006, IPSN 2006: THE FIFTH INTERNATIONAL CONFERENCE ON INFORMATION PROCESSING IN SENSOR NETWORKS, P177
[8]  
Lee S, 2009, LECT NOTES COMPUT SC, V5659, P11
[9]  
Liu Xiang, 2012, 2012 9th Annual IEEE Communications Society Conference on Sensor, Mesh and Ad Hoc Communications and Networks (SECON), P182, DOI 10.1109/SECON.2012.6275775
[10]  
Luo C, 2009, FIFTEENTH ACM INTERNATIONAL CONFERENCE ON MOBILE COMPUTING AND NETWORKING (MOBICOM 2009), P145