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Title: :  Neural Network Based Controllers Design for Nonlinear Quarter Car Active Suspension System
PaperId: :  11675
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 6 Issue 2 2020
DUI:    16.0415/IJARIIE-11675
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Mustefa JibrilDire Dawa Institute of Technology
Mesay Tadesse DumechaDire Dawa Institute of Technology
Eliya AlemayehuJimma Institute of Technology

Abstract

Control system
Magnetic Active suspension system, NARMA-L2 controller, model reference controller, predictive controller
Recently, active suspension system will become important to the vehicle industries because of its advantages in improving road managing and ride comfort. This paper offers the development of mathematical modelling and design of a neural network control approach. The paper will begin with a mathematical model designing primarily based at the parameters of the active suspension system. A nonlinear three by four-way valve-piston hydraulic actuator became advanced which will make the suspension system under the active condition. Then, the model can be analyzed thru MATLAB/Simulink software program. Finally, the NARMA-L2, model reference and predictive controllers are designed for the active suspension system. The results are acquired after designing the simulation of the quarter-car nonlinear active suspension system. From the simulation end result using MATLAB/Simulink, the response of the system might be as compared between the nonlinear active suspension system with NARMA-L2, model reference and predictive controllers. Besides that, the evaluation has been made between the proposed controllers thru the characteristics of the manage objectives suspension deflection, body acceleration and body travel of the active suspension system. . As a conclusion, designing a nonlinear active suspension system with a nonlinear hydraulic actuator for quarter car model has improved the car performance by using a NARMA-L2 controller. The improvements in performance will improve road handling and ride comfort performance of the active suspension system.

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IJARIIE Mustefa Jibril, Mesay Tadesse Dumecha, and Eliya Alemayehu. "Neural Network Based Controllers Design for Nonlinear Quarter Car Active Suspension System" International Journal Of Advance Research And Innovative Ideas In Education Volume 6 Issue 2 2020 Page 1032-1042
MLA Mustefa Jibril, Mesay Tadesse Dumecha, and Eliya Alemayehu. "Neural Network Based Controllers Design for Nonlinear Quarter Car Active Suspension System." International Journal Of Advance Research And Innovative Ideas In Education 6.2(2020) : 1032-1042.
APA Mustefa Jibril, Mesay Tadesse Dumecha, & Eliya Alemayehu. (2020). Neural Network Based Controllers Design for Nonlinear Quarter Car Active Suspension System. International Journal Of Advance Research And Innovative Ideas In Education, 6(2), 1032-1042.
Chicago Mustefa Jibril, Mesay Tadesse Dumecha, and Eliya Alemayehu. "Neural Network Based Controllers Design for Nonlinear Quarter Car Active Suspension System." International Journal Of Advance Research And Innovative Ideas In Education 6, no. 2 (2020) : 1032-1042.
Oxford Mustefa Jibril, Mesay Tadesse Dumecha, and Eliya Alemayehu. 'Neural Network Based Controllers Design for Nonlinear Quarter Car Active Suspension System', International Journal Of Advance Research And Innovative Ideas In Education, vol. 6, no. 2, 2020, p. 1032-1042. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Neural_Network_Based_Controllers_Design_for_Nonlinear_Quarter_Car_Active_Suspension_System_ijariie11675.pdf (Accessed : ).
Harvard Mustefa Jibril, Mesay Tadesse Dumecha, and Eliya Alemayehu. (2020) 'Neural Network Based Controllers Design for Nonlinear Quarter Car Active Suspension System', International Journal Of Advance Research And Innovative Ideas In Education, 6(2), pp. 1032-1042IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Neural_Network_Based_Controllers_Design_for_Nonlinear_Quarter_Car_Active_Suspension_System_ijariie11675.pdf (Accessed : )
IEEE Mustefa Jibril, Mesay Tadesse Dumecha, and Eliya Alemayehu, "Neural Network Based Controllers Design for Nonlinear Quarter Car Active Suspension System," International Journal Of Advance Research And Innovative Ideas In Education, vol. 6, no. 2, pp. 1032-1042, Mar-App 2020. [Online]. Available: https://ijariie.com/AdminUploadPdf/Neural_Network_Based_Controllers_Design_for_Nonlinear_Quarter_Car_Active_Suspension_System_ijariie11675.pdf [Accessed : ].
Turabian Mustefa Jibril, Mesay Tadesse Dumecha, and Eliya Alemayehu. "Neural Network Based Controllers Design for Nonlinear Quarter Car Active Suspension System." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 6 number 2 ().
Vancouver Mustefa Jibril, Mesay Tadesse Dumecha, and Eliya Alemayehu. Neural Network Based Controllers Design for Nonlinear Quarter Car Active Suspension System. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2020 [Cited : ]; 6(2) : 1032-1042. Available from: https://ijariie.com/AdminUploadPdf/Neural_Network_Based_Controllers_Design_for_Nonlinear_Quarter_Car_Active_Suspension_System_ijariie11675.pdf
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