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ISDE+-An Indicator for Multi and Many-Objective Optimization

delete2019-04-01
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PRE
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T
Trinadh Pamulapati
R
Rammohan Mallipeddi *
P
Ponnuthurai Nagaratnam Suganthan
DOI:10.1109/TEVC.2018.2848921delete
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Abstract

Abstract

En 中文
In this letter, an efficient indicator for multi and many-objective optimization is proposed. The proposed indicator (I-SDE(+)) is a combination of sum of objectives and shift-based density estimation and benefits from their ability to promote convergence and diversity, respectively. An evolutionary multiobjective optimization framework based on the proposed indicator is shown to perform comparably or better than the state-of-the-art on a variety of scalable benchmark problems.
Keywords:
Indicator-based
many-objective
multiobjective
shift-based density estimation (SDE)
weighted sum (WS) of objectives
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Key information extracted from the uploaded paper, including a brief overview, abstract, background, key highlights, visual analysis, and future outlook.

Journal

IEEE Transactions on Evolutionary Computation cover
IEEE Transactions on Evolutionary Computation
IF:
12
Papers:
1.9K
Citations:
2.4W

Organization

N
Nanyang Technological University
Scholars:
4.9W
Papers: 4.8W
Citations: 8.1W
K
kyungpook national university (knu)
Scholars:
1.8W
Papers: 1.8W
Citations: 14
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