FEASIBILITY STUDY OF SURROGATE MODEL FOR THE APPLICATION OF VEHICLE SUSPENSION SYSTEM

A. Dzakaria, S. Mansor, S.A.A Bakar
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Abstract

High-fidelity (HF) model always provides better performance in assessing vehicle suspension system design compared to low-fidelity (LF) model. However, HF model is computationally expensive. On the contrary, LF model, which depends on a few parameters allow the simulation of ’what-if’ problem run faster and the results potentially comparable with HF model. This research attempts to conduct feasibility study on LF model using the surrogate model for the application of vehicle suspension study. The surrogate models are classified into three types which are Response-Based (RB) model, Variable-Based (VB) model, and Parameter-Based (PB) model. Through three statistical metrics and graphical interpretation, the results show that VB model gave the most superior performance compared to RB model and PB model.
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车辆悬架系统代理模型应用的可行性研究
在评估车辆悬架系统设计时,高保真度模型总是比低保真度模型具有更好的性能。然而,高频模型的计算成本很高。相反,LF模型依赖于几个参数,使得“假设”问题的模拟运行速度更快,结果与HF模型具有可比性。本研究试图利用代理模型对LF模型在车辆悬架研究中的应用进行可行性研究。代理模型分为三种类型:基于响应(Response-Based)模型、基于变量(Variable-Based)模型和基于参数(Parameter-Based)模型。通过三个统计指标和图形化解释,结果表明VB模型比RB模型和PB模型具有更优的性能。
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