Title :
Integrated chassis control using ANFIS
Author :
Hou, Yuming ; Zhang, Jie ; Zhang, Yunqing ; Chen, Liping
Author_Institution :
Center for Comput.-Aided Design, Huazhong Univ. of Sci. & Technol., Wuhan
Abstract :
A nonlinear control system that integrated active front steering system and vehicle dynamics control system based on a multi-body vehicle dynamic model is introduced in this paper. The multibody vehicle dynamic model based on ADAMS can accurately predict the dynamics performance of the vehicle. The control strategy consists of two control objectives (yaw velocity omega and sideslip angle beta). An integrated controller is built according to the lateral acceleration to distribute the desired yaw moment to VDC and AFS. The VDC and AFS controllers are established using ANFIS (Adaptive-network-based fuzzy inference system) and Fractional-order PIlambdaDmu control algorithm, respectively. The adaptive fuzzy controller can adjust the fuzzy control rules and membership functions through by training of ANFIS, and the parameters of fractional-order PIlambdaDmu are tuned using genetic algorithm (GA) optimization method. The co-simulation scenario takes place on an icy road at high speed with a step steer input. The simulation results show that integrated chassis control system can enhance vehicle handling stability and safety greatly.
Keywords :
acceleration control; adaptive control; centralised control; fuzzy control; genetic algorithms; nonlinear control systems; steering systems; three-term control; vehicle dynamics; ADAMS; adaptive fuzzy controller; adaptive-network-based fuzzy inference system; fractional-order PIlambdaDmu control algorithm; genetic algorithm; integrated active front steering system; integrated chassis control; lateral acceleration; multibody vehicle dynamic model; nonlinear control system; optimization method; vehicle dynamics control system; yaw moment; Control system synthesis; Control systems; Fuzzy control; Nonlinear control systems; Nonlinear dynamical systems; Predictive models; Steering systems; Vehicle dynamics; Vehicle safety; Velocity control; List key index terms here; No mare than 5;
Conference_Titel :
Automation and Logistics, 2008. ICAL 2008. IEEE International Conference on
Conference_Location :
Qingdao
Print_ISBN :
978-1-4244-2502-0
Electronic_ISBN :
978-1-4244-2503-7
DOI :
10.1109/ICAL.2008.4636414