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author:

Chen, M. (Chen, M..) [1] | Wang, S.-G. (Wang, S.-G..) [2] | Wang, P.P. (Wang, P.P..) [3] | Ye, X. (Ye, X..) [4]

Indexed by:

Scopus

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 3σ 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. © 2015, Springer Science+Business Media New York.

Keyword:

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

Community:

  • [ 1 ] [Chen, M.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350108, China
  • [ 2 ] [Wang, S.-G.]Department of Engineering Technology, University of North Carolina at Charlotte, Charlotte, NC 28223, United States
  • [ 3 ] [Wang, P.P.]Department of Electrical and Computer Engineering, Duke University, Durham, NC 27708, United States
  • [ 4 ] [Ye, X.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350108, China

Reprint 's Address:

  • [Chen, M.]College of Mathematics and Computer Science, Fuzhou UniversityChina

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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 HC Threshold:177

JCR Journal Grade:2

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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