Maximizing precision for energy-efficient data aggregation in wireless sensor networks with lossy links

作者: Shiliang Xiao , Baoqing Li , Xiaobing Yuan

DOI: 10.1016/J.ADHOC.2014.11.014

关键词: Computer scienceScalabilityComputer networkLossy compressionDistributed computingEfficient energy useData aggregatorEnergy consumptionWireless sensor network

摘要: Two main factors that impact the performance of data aggregation in wireless sensor networks (WSNs) are quality and energy efficiency. This paper exploits tradeoff between consumption to maximize precision under heterogeneous per-node constraints. Unlike previous work, we explicitly account for link loss optimization framework. To tackle unreliability, need appropriately allocate limited across incoming outgoing links each individual node. We present a centralized algorithm based on Immune-Genetic heuristic find near-optimal allocation strategy such aggregated received by sink is maximized. The algorithmic complexity implementation issues also discussed. Furthermore, develop localized alternative Gibbs sampler, which more scalable can adapt large-scale distributed WSNs. Finally, conduct numerical simulations demonstrate convergence as well proposed algorithms.

参考文章(34)
Siyao Cheng, Jianzhong Li, Lei Yu, Qianqian Ren, Bernoulli sampling based (ε, δ)-approximate aggregation in large-scale sensor networks international conference on computer communications. pp. 1181- 1189 ,(2010)
Zahra Taghikhaki, Nirvana Meratnia, Paul J.M. Havinga, Energy-efficient Trust-based aggregation in wireless sensor networks conference on computer communications workshops. pp. 584- 589 ,(2011) , 10.1109/INFCOMW.2011.5928881
T. Pham, Eun Jik Kim, M. Moh, On data aggregation quality and energy efficiency of wireless sensor network protocols - extended summary broadband communications, networks and systems. pp. 730- 732 ,(2004) , 10.1109/BROADNETS.2004.51
Hüseyin Özgür Tan, Ibrahim Körpeoǧlu, Power efficient data gathering and aggregation in wireless sensor networks international conference on management of data. ,vol. 32, pp. 66- 71 ,(2003) , 10.1145/959060.959072
C. S. Chen, F. Baccelli, Self-Optimization in Mobile Cellular Networks: Power Control and User Association international conference on communications. pp. 1- 6 ,(2010) , 10.1109/ICC.2010.5501928
Shiliang Xiao, Jun Pei, Xinwei Chen, Wenbin Wang, Minimum Latency Broadcast in the SINR Model: A Parallel Routing and Scheduling Approach IEEE Communications Letters. ,vol. 18, pp. 1027- 1030 ,(2014) , 10.1109/LCOMM.2014.2317742
Shouling Ji, Raheem Beyah, Zhipeng Cai, Snapshot/Continuous Data Collection capacity for large-scale probabilistic Wireless Sensor Networks international conference on computer communications. pp. 1035- 1043 ,(2012) , 10.1109/INFCOM.2012.6195459
Pei Wang, Yuan He, Liusheng Huang, Near optimal scheduling of data aggregation in wireless sensor networks ad hoc networks. ,vol. 11, pp. 1287- 1296 ,(2013) , 10.1016/J.ADHOC.2011.01.003
P. Arora, Na Xia, Rong Zheng, A Gibbs Sampler Approach for Optimal Distributed Monitoring of Multi-Channel Wireless Networks global communications conference. pp. 1- 6 ,(2011) , 10.1109/GLOCOM.2011.6133790