arrow
Return

Optimization of problems with multiple objectives using the multi-verse optimization algorithm

delete2017-10-01
delete255
delete
OA
AI
S
Seyedali Mirjalili *
P
Pradeep Jangir
DOI:10.1016/j.knosys.2017.07.018delete
deleteOriginal
deleteShare
deleteSave
View PDF
Abstract

Abstract

En 中文
This work proposes the multi-objective version of the recently proposed Multi-Verse Optimizer (MVO) called Multi-Objective Multi-Verse Optimizer (MOMVO). The same concepts of MVO are used for converging towards the best solutions in a multi-objective search space. For maintaining and improving the coverage of Pareto optimal solutions obtained, however, an archive with an updating mechanism is employed. To test the performance of MOMVO, 80 case studies are employed including 49 unconstrained multi-objective test functions, 10 constrained multi-objective test functions, and 21 engineering design multi-objective problems. The results are compared quantitatively and qualitatively with other algorithms using a variety of performance indicators, which show the merits of this new MOMVO algorithm in solving a wide range of problems with different characteristics. (C) 2017 Elsevier B.V. All rights reserved.
Keywords:
Multi-objective optimization
Algorithm
Benchmark
Heuristic algorithm
Particle swarm optimization
Genetic algorithm
Optimization
AI Summary

AI Summary

Key information extracted from the uploaded paper, including a brief overview, abstract, background, key highlights, visual analysis, and future outlook.

Journal

K
Knowledge-Based Systems
IF:
7.6
Papers:
1.3W
Citations:
4.5W

Organization

U
University of Newcastle
Scholars:
1.5W
Papers: 1.5W
Citations: 16
G
Griffith University
Scholars:
1.5W
Papers: 1.6W
Citations: 2.5W
Cited Papers

Cited Papers

Elite-guided multi-objective artificial bee colony algorithm
err2015-07-01
err41
PREAI
errHuo, Ying; Zhuang, Yi; Gu, Jingjing; Ni, Siru
errShare
errSave
errShare
errSave
Energy summation indices for wheat crop in India
err1982-11-01
err0
PREAI
errP.S.N. Sastry; N.V.K. Chakravarty
errShare
errSave
Effect of the electrical double layer on voltammetry at microelectrodes
err2002-05-01
err0
PREAI
errJohn D. Norton; Henry S. White; Stephen W. Feldberg
errShare
errSave
researcher View more