Title :
Fast sink placement for Gossip-based Wireless Sensor Networks
Author :
Blagojevic, Marjan ; Geilen, M. ; Basten, Twan ; Hendriks, T.
Author_Institution :
Eindhoven Univ. of Technol., Eindhoven, Netherlands
Abstract :
In this paper we address the problem of sink placement for Gossip-based Wireless Sensor Networks (GWSN). Sink placement plays an important role in planning and deployment of sensor networks. It is an efficient means to improve performance and achieve design objectives. Sink deployment requires an optimization strategy to search a space of possible placement options, and a performance evaluation method to assess the quality of different sink placements. The stochastic nature of the gossip protocol makes this task challenging for GWSN. Simulation is the most common way to accurately evaluate gossiping performance; however, the time required to obtain statistically significant results is considerable and limits the scalability of the sink deployment process. We use a fast and accurate performance evaluation technique, which exploits specifics of the sink placement problem and significantly reduces evaluation time. In order to further improve the speed of the sink placement procedure we propose a greedy simulated annealing search heuristic that converges fast to a near-optimal placement. We have performed an extensive set of experiments to evaluate the performance of the proposed sink placement framework.
Keywords :
Monte Carlo methods; optimisation; performance evaluation; protocols; sensor placement; simulated annealing; wireless sensor networks; GWSN; design objectives; fast sink placement; gossip protocol; gossip-based wireless sensor networks; gossiping performance; near-optimal placement; optimization strategy; performance evaluation method; placement options; sensor network deployment; sensor network planning; simulated annealing search heuristic; sink deployment process; stochastic nature; Computational modeling; Optimization; Performance evaluation; Protocols; Stochastic processes; Wireless sensor networks; Monte Carlo simulation; gossip protocols; optimization; performance evaluation; sink placement; stochastic shortest path; system modeling; wireless sensor networks;
Conference_Titel :
Performance Computing and Communications Conference (IPCCC), 2012 IEEE 31st International
Conference_Location :
Austin, TX
Print_ISBN :
978-1-4673-4881-2
DOI :
10.1109/PCCC.2012.6407744