Title :
Amphibious hovercraft course control based on support vector machines adaptive PID
Author :
Xiaocheng Shi ; Zhenye Liu ; Mingyu Fu ; Chenglong Wang
Author_Institution :
Dept. of Autom., Harbin Eng. Univ., Harbin, China
Abstract :
Amphibious hovercraft is very different from conventional surface ships. Its mathematical model perturbs erratically as the change of sailing status and environment. For the nonlinear characteristic, adaptive PID controller based on support vector machines (SVM) is applied in the course control. The SVM is used to identify the system information, which is then linearized to extract the instantaneous linear model. The parameters of PID are turned based on the linear model. The simulation results in harsh environment show that the controller designed achieves high dynamic and steady performances, which brings a new effective method to solve the problem of hovercraft course control.
Keywords :
adaptive control; control engineering computing; hovercraft; linear systems; position control; support vector machines; three-term control; adaptive PID controller; amphibious hovercraft course control; instantaneous linear model; support vector machines; surface ships; Data models; Marine vehicles; Mathematical model; Support vector machines; Turning; Vehicles; Wind speed; Adaptive PID; Course control; Hovercraft; Linearization; Support vector machines;
Conference_Titel :
Automation and Logistics (ICAL), 2011 IEEE International Conference on
Conference_Location :
Chongqing
Print_ISBN :
978-1-4577-0301-0
Electronic_ISBN :
2161-8151
DOI :
10.1109/ICAL.2011.6024729