Title :
A multiobjective approach to the relay placement problem in WSNs
Author :
Perez, Alfredo J. ; Labrador, Miguel A. ; Wightman, Pedro M.
Author_Institution :
Dept. of Comput. Sci. & Eng., Univ. of South Florida, Tampa, FL, USA
Abstract :
This paper presents a multiobjective model for the simultaneous optimization of the number of relays and the energy dissipation when deploying a wireless sensor networks to monitor specific locations in an area. In order to solve the model, a hybrid evolutionary algorithm with two local searches is proposed an implemented. As the algorithm returns a set of efficient solutions, the tradeoff among placements in their number of relays with their energy dissipation is explored. The evaluation shows that the energy can be diminished greatly by choosing not the most efficient placement in terms of number of relays but other placement with more relays. In our experiments, it was found that the solution with one or two more relay sensors than the efficient placement helped greatly in diminishing the energy. The proposed algorithm also showed better approximations than an approximation problem in the literature to the minimal number of relays.
Keywords :
telecommunication network planning; wireless sensor networks; WSN; hybrid evolutionary algorithm; relay placement problem; wireless sensor networks; Approximation algorithms; Approximation methods; Evolutionary computation; Optimization; Relays; Sensors; Wireless sensor networks; Memetic Algorithms; Multiobjective Optimization; Network Design; Relay Placement; Wireless Sensor Networks;
Conference_Titel :
Wireless Communications and Networking Conference (WCNC), 2011 IEEE
Conference_Location :
Cancun, Quintana Roo
Print_ISBN :
978-1-61284-255-4
DOI :
10.1109/WCNC.2011.5779179