TY - GEN
T1 - On-line adaptive T-S fuzzy neural control for active suspension systems
AU - Wang, Wei Yen
AU - Chen, Ming Chang
AU - Chien, Yi Hsing
AU - Lee, Tsu Tian
PY - 2009
Y1 - 2009
N2 - Vehicles are not always driven on smooth roads. If parts of the suspension system fail, it becomes an uncertain system. Thus we need an approximator to remodel this uncertain system to maintain good control. In this paper, we propose a new method to on-line identify the uncertain suspension system and design a T-S fuzzy-neural controller to control it. We first use the mean value theorem to transform the active suspension system into a virtual linearized system. In addition, an on-line adaptive T-S fuzzy-neural modeling approach to the design of robust tracking controllers is developed for the uncertain active suspension system. Finally, this paper gives simulation results of an uncertain suspension system with the on-line adaptive T-S fuzzy-neural controller, and is shown to provide good effectiveness under the conditions that parts of the suspension system fail.
AB - Vehicles are not always driven on smooth roads. If parts of the suspension system fail, it becomes an uncertain system. Thus we need an approximator to remodel this uncertain system to maintain good control. In this paper, we propose a new method to on-line identify the uncertain suspension system and design a T-S fuzzy-neural controller to control it. We first use the mean value theorem to transform the active suspension system into a virtual linearized system. In addition, an on-line adaptive T-S fuzzy-neural modeling approach to the design of robust tracking controllers is developed for the uncertain active suspension system. Finally, this paper gives simulation results of an uncertain suspension system with the on-line adaptive T-S fuzzy-neural controller, and is shown to provide good effectiveness under the conditions that parts of the suspension system fail.
UR - http://www.scopus.com/inward/record.url?scp=71249109470&partnerID=8YFLogxK
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U2 - 10.1109/FUZZY.2009.5277406
DO - 10.1109/FUZZY.2009.5277406
M3 - Conference contribution
AN - SCOPUS:71249109470
SN - 9781424435975
T3 - IEEE International Conference on Fuzzy Systems
SP - 1297
EP - 1302
BT - 2009 IEEE International Conference on Fuzzy Systems - Proceedings
T2 - 2009 IEEE International Conference on Fuzzy Systems
Y2 - 20 August 2009 through 24 August 2009
ER -