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Formulation of Fuzzy Linear Programming Problem Based on Fuzzy Objective Function

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ABSTRACT

FORMULATION OF FUZZY LINEAR PROGRAMMING

PROBLEM BASED ON FUZZY

OBJECTIVE FUNCTION

Hideo TANAKA Hidetomo ICHlHASHI

University of Osaka Prefecture University of Osaka Prefecture Kiyoji ASAI

University of Osaka Prefecture

This paper describes a formulation of Fuzzy Linear Programming (FLP) Problem with fuzzy coeffieients by the extension principle. An order relation among fuzzy sets is defined by fuzzy max which is defined through the extension principle. Mathematically speaking, it means that

The constraints and the object are both fuzzified by fuzzy linear function. Two FLP problems are considered as follows: (i) Problem tA) is to decide the non-fuzzy solution x that maximizes ¥=c;:x t subject to ~ ~ ~ t t and (ii) Problem

(B) is to decide the fuzzy solution x that maximizes ¥=c~ t subject to kI::t::.~t.

This fuzzy solution means the possibility distribution of solution in the problem(B) .

Two concepts of optimality are used as maximizing the fuzzy objective function in a whole sense of fuzzy SEt and minimizing its fuzziness. Since the FLP problem (A) takes the possibility distribution of coefficients into consideration, its solution is robust to the uncertainty of model, compared with the solution in conventional LP problem. The FLP problem (B) provides us with the possibility of solution which reflects the fuzziness of paramHers. This formulation can be used as a model of top level decision problem in a fuzzy environment. This approach seems tractable and applicable to thE! real world decision problem where human estimation is influential.

Fuzzy sets are restricted to a class of trianguler membership functions. Owing to this simplification, the FLP problem can be turned into a conventional LP problem with twice numbers of constraints in the FLP problem. Numerical examples are discribed to explain our FLP problems.

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