Open AccessHigh-Dimensional Robust Multi-Objective Optimization for Order Scheduling: A Decision Variable Classification Approach
Author(s) -
Wei Du,
Weimin Zhong,
Yang Tang,
Wenli Du,
Yaochu Jin
Publication year - 2018
Publication title -
ieee transactions on industrial informatics
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 2.496
H-Index - 135
eISSN - 1941-0050
pISSN - 1551-3203
DOI - 10.1109/tii.2018.2836189
Subject(s) - mathematical optimization , tardiness , robustness (evolution) , computer science , scheduling (production processes) , evolutionary algorithm , differential evolution , robust optimization , evolutionary computation , job shop scheduling , artificial intelligence , mathematics , schedule , biochemistry , chemistry , gene , operating system
This paper tackles the high-dimensional robust order scheduling problem. A multi-objective evolutionary algorithm called constrained nondominated sorting differential evolution based on decision variable classification is developed to search for robust order schedules. The decision variables are classified into highly and weakly robustness-related variables according to their contributions to the ...
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