ISDE+ — an indicator for multi and many-objective optimization

ISDE+ — an indicator for multi and many-objective optimization

In this letter, an efficient indicator for multi and many-objective optimization is proposed. The proposed indicator (ISDE+) 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 mu...

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Bibliographic Details
Main Authors: Pamulapati, Trinadh, Mallipeddi, Rammohan, Suganthan, Ponnuthurai Nagaratnam
Other Authors: School of Electrical and Electronic Engineering
Format: Article
Language:English
Published: 2020
Subjects:
Engineering::Electrical and electronic engineering
Indicator-based
Many-objective
Online Access:https://hdl.handle.net/10356/139617
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Institution: Nanyang Technological University
Language: English
Description
Summary:In this letter, an efficient indicator for multi and many-objective optimization is proposed. The proposed indicator (ISDE+) 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.

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