Title :
A harmony-seeking firefly swarm to the periodic replacement of damaged sensors by a team of mobile robots
Author :
Falcon, Rafael ; Li, Xu ; Nayak, Amiya ; Stojmenovic, Ivan
Author_Institution :
Sch. of Electr. Eng. & Comput. Sci., Univ. of Ottawa, Ottawa, ON, Canada
Abstract :
Mobile robots nowadays can assist wireless sensor networks (WSNs) in many jeopardizing scenarios that unexpectedly arise during their operational lifetime. We focus on an emerging kind of cooperative networking system in which a small team of robotic agents lies at a base station. Their mission is to service an already-deployed WSN by periodically replacing all damaged sensors in the field with passive, spare ones so as to preserve the existing network coverage. This novel application scenario is here baptized as “multiple-carrier coverage repair” (MC2R) and modeled as a new generalization of the vehicle routing problem. A hybrid metaheuristic algorithm is put forward to derive nearly-optimal sensor replacement trajectories for the robotic fleet in a short running time. The composite scheme relies on a swarm of artificial fireflies in which each individual follows the exploratory principles featured by Harmony Search. Infeasible candidate solutions are gradually driven into feasibility under the influence of a weak Pareto dominance relationship. A repair heuristic is finally applied to yield a full-blown solution. To the best of our knowledge, our scheme is the first one in literature that tackles MC2R instances. Empirical results indicate that promising solutions can be achieved in a limited time span.
Keywords :
Pareto optimisation; mobile robots; multi-agent systems; multi-robot systems; search problems; sensor placement; wireless sensor networks; MC2R instances; WSN; artificial firefly swarms; cooperative networking system; harmony search; harmony-seeking firefly swarm; hybrid metaheuristic algorithm; mobile robots; multiple-carrier coverage repair; nearly-optimal sensor replacement trajectories; network coverage; operational lifetime; periodic damaged sensor replacement; repair heuristic; robotic agents team; robotic fleet; vehicle routing problem; weak Pareto dominance relationship; wireless sensor networks; Base stations; Maintenance engineering; Robot sensing systems; Vehicles; Wireless sensor networks; firefly optimization; harmony search; hybrid metaheuristics; robot-assisted wireless sensor networks; sensor relocation; vehicle routing problem;
Conference_Titel :
Communications (ICC), 2012 IEEE International Conference on
Conference_Location :
Ottawa, ON
Print_ISBN :
978-1-4577-2052-9
Electronic_ISBN :
1550-3607
DOI :
10.1109/ICC.2012.6363859