Compressive network coding for wireless sensor networks

作者: Siguang Chen , Chuanxin Zhao , Meng Wu , Zhixin Sun , Haijun Zhang

DOI: 10.1016/J.COMNET.2016.09.007

关键词:

摘要: Considering the temporal and spatial correlations of sensor readings in wireless networks (WSNs), this paper develops a clustered spatio-temporal compression scheme by integrating network coding (NC), compressed sensing (CS) for correlated data. The proper selection NC coefficients measurement matrix is investigated scheme. This design ensures successful reconstruction original data with considerably high probability enables deployment CS real field. Moreover, contrast to other schemes same computational complexity, proposed possesses lower error employing independent encoding each node (including cluster head nodes) joint decoding sink node. In order further reduce error, we construct new optimization model A distributed algorithm developed iteratively determine optimal solution. Finally, simulation results verify that outperforms two categories significantly terms recovery gain converges solution fast stable speed.

参考文章(33)
Linghe Kong, Mingyuan Xia, Xiao-Yang Liu, Guangshuo Chen, Yu Gu, Min-You Wu, Xue Liu, None, Data Loss and Reconstruction in Wireless Sensor Networks IEEE Transactions on Parallel and Distributed Systems. ,vol. 25, pp. 2818- 2828 ,(2014) , 10.1109/TPDS.2013.269
Ronghui Hou, King-Shan Lui, Jiandong Li, Joint Congestion Control and Scheduling in Wireless Networks with Network Coding IEEE Transactions on Vehicular Technology. ,vol. 63, pp. 3304- 3317 ,(2014) , 10.1109/TVT.2014.2298404
Mohammadhossein Alvandi, Mustafa Mehmet-Ali, Jeremiah F. Hayes, Delay Optimization and Cross-Layer Design in Multihop Wireless Networks With Network Coding and Successive Interference Cancelation IEEE Journal on Selected Areas in Communications. ,vol. 33, pp. 295- 308 ,(2015) , 10.1109/JSAC.2014.2384331
Jiong Jin, Wei-Hua Wang, Marimuthu Palaniswami, Utility max-min fair resource allocation for communication networks with multipath routing Computer Communications. ,vol. 32, pp. 1802- 1809 ,(2009) , 10.1016/J.COMCOM.2009.06.014
Siguang Chen, Meng Wu, Kun Wang, Zhixin Sun, Compressive network coding for error control in wireless sensor networks Wireless Networks. ,vol. 20, pp. 2605- 2615 ,(2014) , 10.1007/S11276-014-0764-4
Bo Gong, Peng Cheng, Zhuo Chen, Ning Liu, Lin Gui, Frank de Hoog, Spatiotemporal Compressive Network Coding for Energy-Efficient Distributed Data Storage in Wireless Sensor Networks IEEE Communications Letters. ,vol. 19, pp. 803- 806 ,(2015) , 10.1109/LCOMM.2015.2401008
Deanna Needell, Joel A. Tropp, CoSaMP: iterative signal recovery from incomplete and inaccurate samples Communications of The ACM. ,vol. 53, pp. 93- 100 ,(2010) , 10.1145/1859204.1859229
Richard Baraniuk, Mark Davenport, Ronald DeVore, Michael Wakin, A Simple Proof of the Restricted Isometry Property for Random Matrices Constructive Approximation. ,vol. 28, pp. 253- 263 ,(2008) , 10.1007/S00365-007-9003-X
Jain-Shing Liu, Chun-Hung Richard Lin, Cross-layer optimization for performance trade-off in network code-based wireless multi-hop networks Computer Communications. ,vol. 52, pp. 89- 101 ,(2014) , 10.1016/J.COMCOM.2014.05.006