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Article type: Research Article
Authors: Zhai, Hao; * | Zhang, Jianguo
Affiliations: Science and Technology on Reliability and Environmental Engineering Laboratory, School of Reliability and Systems Engineering, Beihang University, Beijing, China
Correspondence: [*] Corresponding author. Hao Zhai, School of Reliability and Systems Engineering, Beihang University, Beijing 100191, China. E-mail: hzhai@buaa.edu.cn.
Abstract: In recent advances for fuzzy dynamic modeling problem, two-stage equivalent value (EV) programming as an alternative optimization technology has been put forward to make the problem tractable in fuzzy decision-making systems. The main purpose of this paper is to provide a new methodology for computing fuzzy EV programming problem with a finite number of second-stage realizations, which is analytic and systematic rather than approximate strategy. Firstly, we provide two EV definitions in the sense of Lebesgue-Stieltjes (L-S) integral, where two L-S measures are characterized by different nondecreasing functions. Meanwhile, several properties of EV operator are presented to facilitate us to model with this operator. Secondly, for two-stage fuzzy EV programming problem, the second-stage feasibility set and fuzzy elementary feasibility set are defined. Moreover, we demonstrate the convexity of the second-stage feasibility set and recourse function, and establish the supporting hyperplane of the recourse function. Then, a new plane decomposition algorithm is developed to solve two-stage fuzzy EV programming problem, which adds iteratively feasibility and optimality cuts to the relaxed formulation of its first-stage programming problem. Finally, an illustrative example shows the solution details, and demonstrates the applicability of this proposed method.
Keywords: Equivalent value, Lebesgue-Stieltjes integral, plane decomposition algorithm, supporting hyperplane, two-stage fuzzy programming
DOI: 10.3233/JIFS-17084
Journal: Journal of Intelligent & Fuzzy Systems, vol. 33, no. 4, pp. 2235-2247, 2017
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