New hybrid approach HNSGA-III&SPEA/R: Application to optimization of powertrain mount system stiffness parameters

In this study, a new methodology, hybrid NSGA-III with SPEA/R (HNSGA-III&SPEA/R), has been developed to design and achieve cost optimization of powertrain mount system stiffness parameters. This problem is formalized as a multi-objective optimization problem involving six optimization objectives...

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Autores principales: Nguyễn H Trưởng, Dinh-Nam Dao
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Lenguaje:EN
Publicado: SAGE Publishing 2021
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spelling oai:doaj.org-article:0897e81af2a14d3bb5ab1694e55d81452021-12-02T01:34:08ZNew hybrid approach HNSGA-III&SPEA/R: Application to optimization of powertrain mount system stiffness parameters1461-34842048-404610.1177/14613484211014679https://doaj.org/article/0897e81af2a14d3bb5ab1694e55d81452021-12-01T00:00:00Zhttps://doi.org/10.1177/14613484211014679https://doaj.org/toc/1461-3484https://doaj.org/toc/2048-4046In this study, a new methodology, hybrid NSGA-III with SPEA/R (HNSGA-III&SPEA/R), has been developed to design and achieve cost optimization of powertrain mount system stiffness parameters. This problem is formalized as a multi-objective optimization problem involving six optimization objectives: mean square acceleration and mean square displacement of the powertrain mount system. A hybrid HNSGA-III&SPEA/R is proposed with the integration of Strength Pareto evolutionary algorithm based on reference direction for Multi-objective (SPEA/R) and Many-objective optimization genetic algorithm (NSGA-III). Several benchmark functions are tested, and results reveal that the HNSGA-III&SPEA/R is more efficient than the typical SPEA/R, NSGA-III. Powertrain mount system stiffness parameters optimization with HNSGA-III&SPEA/R is simulated respectively. It proved the potential of the HNSGA-III&SPEA/R for powertrain mount system stiffness parameter optimization problem.Nguyễn H TrưởngDinh-Nam DaoSAGE PublishingarticleControl engineering systems. Automatic machinery (General)TJ212-225Acoustics. SoundQC221-246ENJournal of Low Frequency Noise, Vibration and Active Control, Vol 40 (2021)
institution DOAJ
collection DOAJ
language EN
topic Control engineering systems. Automatic machinery (General)
TJ212-225
Acoustics. Sound
QC221-246
spellingShingle Control engineering systems. Automatic machinery (General)
TJ212-225
Acoustics. Sound
QC221-246
Nguyễn H Trưởng
Dinh-Nam Dao
New hybrid approach HNSGA-III&SPEA/R: Application to optimization of powertrain mount system stiffness parameters
description In this study, a new methodology, hybrid NSGA-III with SPEA/R (HNSGA-III&SPEA/R), has been developed to design and achieve cost optimization of powertrain mount system stiffness parameters. This problem is formalized as a multi-objective optimization problem involving six optimization objectives: mean square acceleration and mean square displacement of the powertrain mount system. A hybrid HNSGA-III&SPEA/R is proposed with the integration of Strength Pareto evolutionary algorithm based on reference direction for Multi-objective (SPEA/R) and Many-objective optimization genetic algorithm (NSGA-III). Several benchmark functions are tested, and results reveal that the HNSGA-III&SPEA/R is more efficient than the typical SPEA/R, NSGA-III. Powertrain mount system stiffness parameters optimization with HNSGA-III&SPEA/R is simulated respectively. It proved the potential of the HNSGA-III&SPEA/R for powertrain mount system stiffness parameter optimization problem.
format article
author Nguyễn H Trưởng
Dinh-Nam Dao
author_facet Nguyễn H Trưởng
Dinh-Nam Dao
author_sort Nguyễn H Trưởng
title New hybrid approach HNSGA-III&SPEA/R: Application to optimization of powertrain mount system stiffness parameters
title_short New hybrid approach HNSGA-III&SPEA/R: Application to optimization of powertrain mount system stiffness parameters
title_full New hybrid approach HNSGA-III&SPEA/R: Application to optimization of powertrain mount system stiffness parameters
title_fullStr New hybrid approach HNSGA-III&SPEA/R: Application to optimization of powertrain mount system stiffness parameters
title_full_unstemmed New hybrid approach HNSGA-III&SPEA/R: Application to optimization of powertrain mount system stiffness parameters
title_sort new hybrid approach hnsga-iii&spea/r: application to optimization of powertrain mount system stiffness parameters
publisher SAGE Publishing
publishDate 2021
url https://doaj.org/article/0897e81af2a14d3bb5ab1694e55d8145
work_keys_str_mv AT nguyenhtruong newhybridapproachhnsgaiiispearapplicationtooptimizationofpowertrainmountsystemstiffnessparameters
AT dinhnamdao newhybridapproachhnsgaiiispearapplicationtooptimizationofpowertrainmountsystemstiffnessparameters
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