DocumentCode
2578801
Title
Fuzzy random facility location problems with recourse
Author
Wang, Shuming ; Watada, Junzo ; Pedrycz, Witold
Author_Institution
Grad. Sch. of Inf., Production & Syst., Waseda Univ., Fukuoka, Japan
fYear
2009
fDate
11-14 Oct. 2009
Firstpage
1846
Lastpage
1851
Abstract
The objective of this paper is to study facility location problems under a hybrid uncertain environment involving randomness and fuzziness. A two-stage fuzzy random facility location model with recourse is developed in which the demands and the costs are assumed to be fuzzy random variables. As in general the fuzzy random parameters in the model can be regarded as continuous fuzzy random variables with infinite realizations, the computation of the recourse requires solving infinite second-stage programming problems. Owing to this fact, the recourse function cannot be calculated analytically, which implies that the model cannot benefit from the use of methods of classical mathematical programming. In order to solve the location problems of this nature, we first develop techniques of fuzzy random simulation. In the sequel, by combining the fuzzy random simulation, simplex algorithm and binary particle swarm optimization (BPSO), a hybrid algorithm is proposed to solve the two-stage fuzzy random facility location model. Finally, an illustrative numerical example is provided.
Keywords
facility location; fuzzy set theory; particle swarm optimisation; random processes; binary particle swarm optimization; fuzzy random facility location; fuzzy random parameter; fuzzy random simulation; fuzzy random variable; hybrid algorithm; hybrid uncertain environment; infinite second-stage programming; recourse function; Costs; Cybernetics; Fuzzy systems; Humans; Particle swarm optimization; Production systems; Random variables; Statistics; Stochastic processes; USA Councils; Binary particle swarm optimization; Facility location; Fuzzy random variable; Recourse; Two-stage fuzzy random programming;
fLanguage
English
Publisher
ieee
Conference_Titel
Systems, Man and Cybernetics, 2009. SMC 2009. IEEE International Conference on
Conference_Location
San Antonio, TX
ISSN
1062-922X
Print_ISBN
978-1-4244-2793-2
Electronic_ISBN
1062-922X
Type
conf
DOI
10.1109/ICSMC.2009.5346731
Filename
5346731
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