The Design of Neuro-Fuzzy Controller for Active Suspension System

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Abstract:

A neuro-fuzzy control (NFC) system is developed to control the suspension system of vehicle due to its nonlinearity and parameter variations. A neural network (NN) is used to adjust the premise parameters and the consequent parameters in fuzzy logic control (FLC). Simulation results by using NFC are compared with those of the conventional PID controller and passive suspension system. Based on the simulation, it can be concluded that the neuro-fuzzy controller shows a good performance in both passenger comfort and vehicle handing in comparison to the conventional PID controller and passive suspension system.

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673-676

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June 2013

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© 2013 Trans Tech Publications Ltd. All Rights Reserved

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[1] Sharkawy AB. Fuzzy and adaptive fuzzy control for the automobiles' active suspension system. Vehicle Syst Dyn: Int J Vehicle Mech Mobility 2005;43(11):795–806..

DOI: 10.1080/00423110500097783

Google Scholar

[2] A. Moran, M. Nagai. Optimal active control of nonlinear vehicle suspensions using neural networks. JSME International Journal, Series C 37 (4) (1994) 707–716.

DOI: 10.1299/jsmec1993.37.707

Google Scholar

[3] Huang S-J, Chen H-Y. Adaptive sliding controller with self-tuning fuzzy compensation for vehicle suspension control. Mechatronics 2006;16(10):607–22.

DOI: 10.1016/j.mechatronics.2006.06.002

Google Scholar

[4] M.A. Akcayol. Application of adaptive neuro-fuzzy controller for SRM. Advances in Engineering Software, 35(2004) 129-137.

DOI: 10.1016/j.advengsoft.2004.03.005

Google Scholar

[5] M.M. Fateh, S.S. Alavi. Impedance control of an active suspension system. Mechatronics, 19 (2009) 134–140.

DOI: 10.1016/j.mechatronics.2008.05.005

Google Scholar

[6] B.A.A. Omar, A.Y.M. Haikai, F.F.G. Design adaptive neuro-fuzzy speed controller for an electro-mechanical system. Ain Shams Engineering Journal, (2011) 2, 99–107

DOI: 10.1016/j.asej.2011.07.003

Google Scholar