Multi-choice goal programming approach to solve multi-objective probabilistic programming problem

被引:9
作者
Patro, Kanan K. [1 ,2 ]
Acharya, M. M. [1 ]
Acharya, S. [1 ]
机构
[1] KIIT Univ, Sch Appl Sci, Dept Math, Bhubaneswar 751024, Odisha, India
[2] Kendriya Vidyalaya Rayagada, Dept Math, Rayagada 765002, Odisha, India
关键词
Probabilistic Programming; multi-choice goal programming; multiple aspiration levels; logistic distribution;
D O I
10.1080/02522667.2017.1400743
中图分类号
G25 [图书馆学、图书馆事业]; G35 [情报学、情报工作];
学科分类号
1205 ; 120501 ;
摘要
Stochastic Programming is an art of modeling optimization problems in an environment, where randomness occurs. In this manuscript, we present a multi-objective probabilistic programming problem, where the random parameter follow logistic distribution. We transform the probabilistic programming model to an equivalent deterministic mathematical model by using chance constrained technique. Multiple number of aspiration levels are allocated to the objective function by Decision maker, the main aim is to obtain such a decision. After allocating several aspiration levels to the objective function, which will provide minimum deviation from objective function and aspiration level. Such minimization of deviation is possible by using multi-choice goal programming technique. Multi-choice parameters are handled by three different techniques viz; binary variable approach, Vandermonde's interpolating polynomial approach and linear least square approximation approach. To illustrate the methodology, a numerical example is presented.
引用
收藏
页码:607 / 629
页数:23
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