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Smart Structures and Systems Volume 22, Number 4, October 2018 , pages 469-479 DOI: https://doi.org/10.12989/sss.2018.22.4.469 |
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Weighted sum Pareto optimization of a three dimensional passenger vehicle suspension model using NSGA-II for ride comfort and ride safety |
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Mohammad Reza Bagheri, Masoud Mosayebi, Asghar Mahdian and Ahmad Keshavarzi
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| Abstract | ||
| The present research study utilizes a multi-objective optimization method for Pareto optimization of an eight-degree of freedom full vehicle vibration model, adopting a non-dominated sorting genetic algorithm II (NSGA-II). In this research, a full set of ride comfort as well as ride safety parameters are considered as objective functions. These objective functions are divided in to two groups (ride comfort group and ride safety group) where the ones in one group are in conflict with those in the other. Also, in this research, a special optimizing technique and combinational method consisting of weighted sum method and Pareto optimization are applied to transform Pareto double-objective optimization to Pareto full-objective optimization which can simultaneously minimize all objectives. Using this technique, the full set of ride parameters of three dimensional vehicle model are minimizing simultaneously. In derived Pareto front, unique trade-off design points can selected which are non-dominated solutions of optimizing the weighted sum comfort parameters versus weighted sum safety parameters. The comparison of the obtained results with those reported in the literature, demonstrates the distinction and comprehensiveness of the results arrived in the present study. | ||
| Key Words | ||
| full vehicle vibration model; multi-objective optimization; non-dominated sorting genetic algorithm II; passenger vehicle suspension model; weighted sum Pareto optimization | ||
| Address | ||
| Mohammad Reza Bagheri, Masoud Mosayebi and Asghar Mahdian:School of Mechanical Engineering, Malek-Ashtar University of Technology, ShahinShahr, Isfahan, Iran Ahmad Keshavarzi: Department of Mechanical Engineering, Khomeinishahr Branch, Islamic Azad University, Isfahan, Iran | ||