ANFIS Networks Design using Hybrid Gentic and SVD Methods for Modelling of Rubbdr Engine Mount Stiffness

Publish Year: 1384
نوع سند: مقاله کنفرانسی
زبان: English
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شناسه ملی سند علمی:

ISME13_548

تاریخ نمایه سازی: 21 اسفند 1385

Abstract:

Genetic Algorithm (GA) and Singular Value Decomposition (SVD) are deployed for optimal design of both Gaussian membership functions of antecedents and vector of linear coefficients of consequents, respectively, of ANFIS networks which are used for modelling of stiffness of rubber engine mount. The aim of such modelling is to show how the stiffness of an engine mount varies with the variation of geometric parameters. It is demonstrated that SVD can be effectively used to optimally find the vector of linear coefficients of conclusion parts in ANFIS (Adaptive Neuro-Fuzzy Inference Systems) models whilst their Gaussian membership functions in premise parts are determined by GA. In this way, the stiffness training data are obtained for 36 different bush type engine mounts by using the finite element analysis (FEA).

Authors

Nariman zadeh

Associate Professor Department of Mechanical Engineering, Engineering Faculty, Guilan University

Marzbanrad

Assistance Professor, Department of Automotive Engineering, Iran University of Science & Technology

Jamali

Graduate Student Department of Mechanical Engineering, Engineering Faculty, Guilan University

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