Title :
Comparative Study on Meta-heuristics for Achieving Parabolic Fairness in Wireless Channel Allocation
Author :
Köppen, Mario ; Yoshida, Kaori ; Verschae, Rodrigo ; Tsuru, Masato ; Oie, Yuji
Author_Institution :
Kyushu Inst. of Technol., Fukuoka, Japan
Abstract :
We present the results of a comparative study on the design of meta-heuristic algorithms for achieving parabolic fairness in wireless channel allocation. Wireless channel allocation (WCA) is a basic problem of fair distribution of indivisible goods, in this case the allocation of channels to users in a wireless schedule. Parabolic fairness represents a state that coincides with maxmin fairness in fair end-to-end user traffic rate allocation. This state can also be represented by maximization of a special case of the ordered weighted averaging operator. The related task then is to find an algorithm to approximate that maximum value for the WCA as close as possible. Here, several heuristic approaches are taken into account: a simple annealing heuristic, its integration into an Iterated Local Search (ILS) and also the integration of ILS as local search of a memetic algorithm. The comparison gives that best results can be achieved by the ILS, with up to 2-3 times improved performance compared to other algorithms and for practically relevant problem dimensions.
Keywords :
channel allocation; heuristic programming; end-to-end user traffic rate allocation; fair distribution; indivisible goods; iterated local search; meta-heuristic algorithms; parabolic fairness; wireless channel allocation; wireless schedule; Annealing; Genetic algorithms; Heuristic algorithms; Memetics; Resource management; Search problems; Wireless communication; iterated local search; maxmin fairness; memetic algorithm; meta-heuristics; ordered weighted averaging operator; parabolic fairness; wireless channel allocation;
Conference_Titel :
Applications and the Internet (SAINT), 2012 IEEE/IPSJ 12th International Symposium on
Conference_Location :
Izmir
Print_ISBN :
978-1-4673-2001-6
Electronic_ISBN :
978-0-7695-4737-4
DOI :
10.1109/SAINT.2012.55