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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2021
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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) |
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Control engineering systems. Automatic machinery (General) TJ212-225 Acoustics. Sound QC221-246 |
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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 |
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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 |
_version_ |
1718402997167325184 |