A new non-dominated sorting ions motion algorithm: Development and applications

This paper aims a novel and a useful multi-objective optimization approach named Non-Dominated Sorting Ions Motion Algorithm (NSIMO) built on the search procedure of Ions Motion Algorithm (IMO). NSIMO uses selective crowding distance and non-dominated sorting method to obtain various non-domination...

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Main Author: Indrajit N Trivedi
Format: Article
Language:English
Published: Growing Science 2020-01-01
Series:Decision Science Letters
Subjects:
Online Access:http://www.growingscience.com/dsl/Vol9/dsl_2019_20.pdf
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spelling doaj-1ab08044e8fa437c9d1971eba8b246072020-11-24T21:58:39ZengGrowing ScienceDecision Science Letters1929-58041929-58122020-01-0191597610.5267/j.dsl.2019.8.001A new non-dominated sorting ions motion algorithm: Development and applications Indrajit N TrivediThis paper aims a novel and a useful multi-objective optimization approach named Non-Dominated Sorting Ions Motion Algorithm (NSIMO) built on the search procedure of Ions Motion Algorithm (IMO). NSIMO uses selective crowding distance and non-dominated sorting method to obtain various non-domination levels and preserve diversity amongst the best set of solutions. The suggested technique is employed to various multi-objective benchmark functions having different characteristics like convex, concave, multimodal, and discontinuous Pareto fronts. The recommended method is analyzed on different engineering problems having distinct features. The results of the proposed approach are compared with other well-regarded and novel algorithms. Furthermore, we present that the projected method is easy to implement, capable of producing a nearly true Pareto front and algorithmically inexpensive.http://www.growingscience.com/dsl/Vol9/dsl_2019_20.pdfMulti-objective OptimizationNon-dominated SortingIons Motion algorithm
collection DOAJ
language English
format Article
sources DOAJ
author Indrajit N Trivedi
spellingShingle Indrajit N Trivedi
A new non-dominated sorting ions motion algorithm: Development and applications
Decision Science Letters
Multi-objective Optimization
Non-dominated Sorting
Ions Motion algorithm
author_facet Indrajit N Trivedi
author_sort Indrajit N Trivedi
title A new non-dominated sorting ions motion algorithm: Development and applications
title_short A new non-dominated sorting ions motion algorithm: Development and applications
title_full A new non-dominated sorting ions motion algorithm: Development and applications
title_fullStr A new non-dominated sorting ions motion algorithm: Development and applications
title_full_unstemmed A new non-dominated sorting ions motion algorithm: Development and applications
title_sort new non-dominated sorting ions motion algorithm: development and applications
publisher Growing Science
series Decision Science Letters
issn 1929-5804
1929-5812
publishDate 2020-01-01
description This paper aims a novel and a useful multi-objective optimization approach named Non-Dominated Sorting Ions Motion Algorithm (NSIMO) built on the search procedure of Ions Motion Algorithm (IMO). NSIMO uses selective crowding distance and non-dominated sorting method to obtain various non-domination levels and preserve diversity amongst the best set of solutions. The suggested technique is employed to various multi-objective benchmark functions having different characteristics like convex, concave, multimodal, and discontinuous Pareto fronts. The recommended method is analyzed on different engineering problems having distinct features. The results of the proposed approach are compared with other well-regarded and novel algorithms. Furthermore, we present that the projected method is easy to implement, capable of producing a nearly true Pareto front and algorithmically inexpensive.
topic Multi-objective Optimization
Non-dominated Sorting
Ions Motion algorithm
url http://www.growingscience.com/dsl/Vol9/dsl_2019_20.pdf
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