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[期刊论文]

A new equivalent transformation for interval inequality constraints of interval linear programming

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author:

Chen, Mingzhi (Chen, Mingzhi.) [1] | Wang, Sheng-Guo (Wang, Sheng-Guo.) [2] | Wang, Paul P. (Wang, Paul P..) [3] | Unfold

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EI Scopus SCIE

Abstract:

In this paper, we have introduced a new approach to solve a class of interval linear programming (ILP) problems. Firstly, the novel concept of an interval ordering relation is further developed to make desired solution feasible. Secondly, according to the 3 law of normal distribution, a new equivalent transformation for constraints with the interval-valued coefficients of ILP is justified. Accordingly, the uncertainty stemmed from interval number could be replaced by the uncertainty of random variables. Consequently, the classical methodology of stochastic linear programming, a chance constrained programming model based on normal distribution is designed to work out the equivalent form of the original problem. This is because it allows us to carry out the optimization operation with a certain calibrated probability. A typical numerical example is given to illustrate how to apply equivalent transformation in order to realize ILP. Finally, we conclude this paper by elaborated comparisons among our method and selected existing solutions to advance our confidence of our research results as to their correctness and effectiveness.

Keyword:

Chance-constrained programming Interval linear programming (ILP) Modeling the interval uncertainty Ordering relation of intervals Stochastic linear programming Variate transformation

Community:

  • [ 1 ] [Chen, Mingzhi]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350108, Peoples R China
  • [ 2 ] [Ye, Xiaoxiang]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350108, Peoples R China
  • [ 3 ] [Wang, Sheng-Guo]Univ N Carolina, Dept Engn Technol, Charlotte, NC 28223 USA
  • [ 4 ] [Wang, Paul P.]Duke Univ, Dept Elect & Comp Engn, Durham, NC 27708 USA

Reprint 's Address:

  • 陈明志

    [Chen, Mingzhi]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350108, Peoples R China

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Source :

FUZZY OPTIMIZATION AND DECISION MAKING

ISSN: 1568-4539

Year: 2016

Issue: 2

Volume: 15

Page: 155-175

1 . 6 8 1

JCR@2016

4 . 8 0 0

JCR@2023

ESI Discipline: ENGINEERING;

ESI HC Threshold:177

JCR Journal Grade:2

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 17

SCOPUS Cited Count: 18

30 Days PV: 0

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