Interactive decision making with fuzzy goals for simple recourse in multiobjective stochastic programming problems

Q4 Business, Management and Accounting International Journal of Multicriteria Decision Making Pub Date : 2018-09-05 DOI:10.1504/IJMCDM.2018.10015557
H. Yano, I. Nishizaki, Rongrong Zhang
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Abstract

In this paper, we focus on multiobjective stochastic programming problems, and propose two interactive fuzzy decision-making methods to obtain a satisfactory solution of a decision maker. In the proposed methods, equality constraints with random variables are formulated on the basis of the two-stage programming method, in which two kinds of random variables, i.e., continuous ones and discrete ones, are considered, respectively. Under the assumption that the decision maker has fuzzy goals not only for the original objective functions but also for the expectations of shortages and excesses for the violation of the equality constraints, the M-α-Pareto optimality concept is introduced, and two interactive fuzzy decision-making methods are proposed to obtain a satisfactory solution from among an M-α-Pareto optimal solution set. The proposed method is applied to a farm planning problem in the Philippines, in which it is assumed that an amount supplied of water resource in dry season is represented as a continuous or discrete random variable.
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多目标随机规划问题中简单追索模糊目标的交互决策
本文主要研究多目标随机规划问题,并提出了两种交互式模糊决策方法来获得决策者的满意解。在所提出的方法中,在两阶段规划方法的基础上,建立了带有随机变量的等式约束,其中分别考虑了连续和离散两种随机变量。在假设决策者不仅对原始目标函数具有模糊目标,而且对违反等式约束的短缺和过度的期望也具有模糊目标的情况下,引入了M-α-Pareto最优性概念,并提出了两种交互式模糊决策方法来从M-α-Pareto最优解集中获得满意解。将所提出的方法应用于菲律宾的农场规划问题,其中假设旱季的水资源供应量表示为连续或离散随机变量。
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来源期刊
International Journal of Multicriteria Decision Making
International Journal of Multicriteria Decision Making Business, Management and Accounting-Strategy and Management
CiteScore
0.70
自引率
0.00%
发文量
9
期刊介绍: IJMCDM is a scholarly journal that publishes high quality research contributing to the theory and practice of decision making in ill-structured problems involving multiple criteria, goals and objectives. The journal publishes papers concerning all aspects of multicriteria decision making (MCDM), including theoretical studies, empirical investigations, comparisons and real-world applications. Papers exploring the connections with other disciplines in operations research and management science are particularly welcome. Topics covered include: -Artificial intelligence, evolutionary computation, soft computing in MCDM -Conjoint/performance measurement -Decision making under uncertainty -Disaggregation analysis, preference learning/elicitation -Group decision making, multicriteria games -Multi-attribute utility/value theory -Multi-criteria decision support systems and knowledge-based systems -Multi-objective mathematical programming -Outranking relations theory -Preference modelling -Problem structuring with multiple criteria -Risk analysis/modelling, sensitivity/robustness analysis -Social choice models -Theoretical foundations of MCDM, rough set theory -Innovative applied research in relevant fields
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