The Lexicographic Tolerable Robustness Concept for Uncertain Multi-Objective Optimization Problems: A Study on Water Resources Management

In this study, we introduce a robust solution concept for uncertain multi-objective optimization problems called the lexicographic tolerable robust solution. This approach is advantageous for the practical implementation of problems in which the solution should satisfy priority levels in the objecti...

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Main Authors: Pornpimon Boriwan, Matthias Ehrgott, Daishi Kuroiwa, Narin Petrot
Format: Article
Language:English
Published: MDPI AG 2020-09-01
Series:Sustainability
Subjects:
Online Access:https://www.mdpi.com/2071-1050/12/18/7582
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spelling doaj-417d5e477fab40f3b2a9b41bc137b1f42020-11-25T03:14:04ZengMDPI AGSustainability2071-10502020-09-01127582758210.3390/su12187582The Lexicographic Tolerable Robustness Concept for Uncertain Multi-Objective Optimization Problems: A Study on Water Resources ManagementPornpimon Boriwan0Matthias Ehrgott1Daishi Kuroiwa2Narin Petrot3Department of Mathematics, Faculty of Science, Naresuan University, Phitsanulok 65000, ThailandDepartment of Management Science, Lancaster University Management School, Lancaster LA1 4YX, UKDepartment of Mathematics, Faculty of Science and Engineering, Shimane University, Shimane 690-0823, JapanDepartment of Mathematics, Faculty of Science, Naresuan University, Phitsanulok 65000, ThailandIn this study, we introduce a robust solution concept for uncertain multi-objective optimization problems called the lexicographic tolerable robust solution. This approach is advantageous for the practical implementation of problems in which the solution should satisfy priority levels in the objective function and the worst performance vector of the solution obtained by the proposed concept is close to a reference point of the considered problem, within an acceptable tolerance threshold. Important properties of the solution sets of this introduced concept as well as an algorithm for finding such solutions are presented and discussed. We provide the implementation of the proposed lexicographic tolerable robust solution to improve understanding for practitioners by relying on the data of the water resources master plan for Serbia from Simonovic, 2009. Moreover, we are also concerned with the method of updating a desirable solution for fitting with the preferences when compromising of the multiple groups of decision makers is needed.https://www.mdpi.com/2071-1050/12/18/7582uncertain multi-objective optimizationrobustness conceptminmax robustnesslexicographic tolerable robustwater resources management planning
collection DOAJ
language English
format Article
sources DOAJ
author Pornpimon Boriwan
Matthias Ehrgott
Daishi Kuroiwa
Narin Petrot
spellingShingle Pornpimon Boriwan
Matthias Ehrgott
Daishi Kuroiwa
Narin Petrot
The Lexicographic Tolerable Robustness Concept for Uncertain Multi-Objective Optimization Problems: A Study on Water Resources Management
Sustainability
uncertain multi-objective optimization
robustness concept
minmax robustness
lexicographic tolerable robust
water resources management planning
author_facet Pornpimon Boriwan
Matthias Ehrgott
Daishi Kuroiwa
Narin Petrot
author_sort Pornpimon Boriwan
title The Lexicographic Tolerable Robustness Concept for Uncertain Multi-Objective Optimization Problems: A Study on Water Resources Management
title_short The Lexicographic Tolerable Robustness Concept for Uncertain Multi-Objective Optimization Problems: A Study on Water Resources Management
title_full The Lexicographic Tolerable Robustness Concept for Uncertain Multi-Objective Optimization Problems: A Study on Water Resources Management
title_fullStr The Lexicographic Tolerable Robustness Concept for Uncertain Multi-Objective Optimization Problems: A Study on Water Resources Management
title_full_unstemmed The Lexicographic Tolerable Robustness Concept for Uncertain Multi-Objective Optimization Problems: A Study on Water Resources Management
title_sort lexicographic tolerable robustness concept for uncertain multi-objective optimization problems: a study on water resources management
publisher MDPI AG
series Sustainability
issn 2071-1050
publishDate 2020-09-01
description In this study, we introduce a robust solution concept for uncertain multi-objective optimization problems called the lexicographic tolerable robust solution. This approach is advantageous for the practical implementation of problems in which the solution should satisfy priority levels in the objective function and the worst performance vector of the solution obtained by the proposed concept is close to a reference point of the considered problem, within an acceptable tolerance threshold. Important properties of the solution sets of this introduced concept as well as an algorithm for finding such solutions are presented and discussed. We provide the implementation of the proposed lexicographic tolerable robust solution to improve understanding for practitioners by relying on the data of the water resources master plan for Serbia from Simonovic, 2009. Moreover, we are also concerned with the method of updating a desirable solution for fitting with the preferences when compromising of the multiple groups of decision makers is needed.
topic uncertain multi-objective optimization
robustness concept
minmax robustness
lexicographic tolerable robust
water resources management planning
url https://www.mdpi.com/2071-1050/12/18/7582
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