Final published version, 332 KB, PDF document
Final published version
Licence: CC BY: Creative Commons Attribution 4.0 International License
Research output: Contribution to Journal/Magazine › Journal article › peer-review
Research output: Contribution to Journal/Magazine › Journal article › peer-review
}
TY - JOUR
T1 - The Lexicographic Tolerable Robustness Concept for Uncertain Multi-Objective Optimization Problems
T2 - A Study on Water Resources Management
AU - Boriwan, Pornpimon
AU - Ehrgott, Matthias
AU - Kuroiwa, Daishi
AU - Petrot, Narin
PY - 2020/9/14
Y1 - 2020/9/14
N2 - 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.
AB - 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.
KW - uncertain multi-objective optimization
KW - robustness concept
KW - minmax robustness
KW - lexicographic tolerable robust
KW - water resources management planning
U2 - 10.3390/su12187582
DO - 10.3390/su12187582
M3 - Journal article
VL - 12
JO - Sustainability
JF - Sustainability
SN - 2071-1050
IS - 18
M1 - 7582
ER -