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Journal ArticleDOI

Using fuzzy numbers in linear programming

José Manuel Cadenas, +1 more
- Vol. 27, Iss: 6, pp 1016-1022
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TLDR
This paper studies a linear programming problem in which all its elements are defined as fuzzy sets, and shows how it is possible to address and solve linear programming problems with data given in a qualitative form, instead of the usual quantitative and precise way.
Abstract
Managers, decision makers, and experts dealing with optimization problems often have a lack of information on the exact values of some parameters used in their problems. To deal with this kind of imprecise data, fuzzy sets provide a powerful tool to model and solve these problems. This paper studies a linear programming (LP) problem in which all its elements are defined as fuzzy sets. Special cases of this general model are found and reproduced, and it is shown that they coincide with the particular problems proposed in the literature by different authors and distinct approaches. Solution methods are also provided. They show how it is possible to address and solve linear programming problems with data given in a qualitative form, instead of the usual quantitative and precise way.

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Citations
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Book

Theory and practice of uncertain programming

Baoding Liu
TL;DR: This book provides a self-contained, comprehensive and up-to-date presentation of uncertain programming theory, including numerous modeling ideas, hybrid intelligent algorithms, and applications in system reliability design, project scheduling problem, vehicle routing problem, facility location problem, and machine scheduling problem.
Book ChapterDOI

Multiple criteria decision making

TL;DR: In this Chapter, a decision maker (or a group of experts) trying to establish or examine fair procedures to combine opinions about alternatives related to different points of view is imagined.
Journal ArticleDOI

Linear programming with fuzzy parameters: an interactive method resolution

TL;DR: A fuzzy ranking method is used to rank the fuzzy objective values and to deal with the inequality relation on constraints in linear programming problems where all the coefficients are, in general, fuzzy numbers.
Journal ArticleDOI

Expected value operator of random fuzzy variable and random fuzzy expected value models

TL;DR: A new definition of the expected value operator of a random fuzzy variable is presented, and the linearity of the operator is proved, and aRandom fuzzy simulation approach, which combines fuzzy simulation and random simulation, is designed to estimate the expectedvalue of arandom fuzzy variable.
Journal ArticleDOI

Fuzzy optimization for supply chain planning under supply, demand and process uncertainties

TL;DR: A fuzzy mathematical programming model for supply chain planning which considers supply, demand and process uncertainties, formulated as a fuzzy mixed-integer linear programming model where data are ill-known and modelled by triangular fuzzy numbers is proposed.
References
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Book

Fuzzy sets

TL;DR: A separation theorem for convex fuzzy sets is proved without requiring that the fuzzy sets be disjoint.
Journal ArticleDOI

The concept of a linguistic variable and its application to approximate reasoning—II☆

TL;DR: Much of what constitutes the core of scientific knowledge may be regarded as a reservoir of concepts and techniques which can be drawn upon to construct mathematical models of various types of systems and thereby yield quantitative information concerning their behavior.
Book

Fuzzy Sets and Systems: Theory and Applications

Didier Dubois, +1 more
TL;DR: This book effectively constitutes a detailed annotated bibliography in quasitextbook style of the some thousand contributions deemed by Messrs. Dubois and Prade to belong to the area of fuzzy set theory and its applications or interactions in a wide spectrum of scientific disciplines.
Book ChapterDOI

Multiple criteria decision making

TL;DR: In this Chapter, a decision maker (or a group of experts) trying to establish or examine fair procedures to combine opinions about alternatives related to different points of view is imagined.