An Adaptive Autopilot for Course-keeping and Track-keeping Control of Ships using Adaptive Neural Network(Part Ⅰ: Theoretical study)
2
조회
0
다운로드
0
인용
0
참고문헌
초록
Abstract
This paper presents a new adaptive autopilot for ships based on the Adaptive Neural Networks. The proposed adaptive autopilot is designed with some modifications and improvements from the previous studies on Adaptive Neural Networks by Adaptive Interaction (ANNAI) theory to perform course-keeping, turning and track-keeping control. A strategy for automatic selection of the neural network controller parameters is introduced to improve the adaptation ability and the robustness of new ANNAI autopilot. In Part II of the paper, to show the effectiveness and feasibility of the proposed ANNAI autopilot, computer simulations of course-keeping and track-keeping tasks with and without the effects of measurement noise and external disturbances will be presented.
참고문헌 (19)
- "Adaptive interaction and its application to neural networks", 121, pp.201~215 (1999)
- "A Neural Network Approach to the Control of Surface Ships", 4(3), pp.411~416 (1996)
- "Feedback optimal neural network controller for dynamic systems-A ship maneuvering example", 41, pp.117~127 (1996)
- "Marine Control Systems: Guidance, Navigation and Control of Ships, Rigs and Underwater Vehicles" (2002)
- "Line-Of-Sight path following of un- deractuated marine craft", pp.244~249 (2003)
- "Recurrent neural net- works for ship modeling and control", 1, pp.39~61 (1997)
- "Neural Networks: a com- prehensive foundation" (1999), Prentice-Hall Inc.
- "Alternative Designs of Neural Network Based Autopilots Mano- euvring and Control of Marine Craft A proceedings volume from the IFAC Conference", pp.10 83~88 (1997)
- "Back- stepping Designs for Nonlinear way-point Tracking of Ships Manoeuvring and Control of Marine Craft", pp.10 111~116 (1997)
- "Neural Network Control of Robot Manipulators and Nonlinear Systems" (1999)
- "Ship steering Control System Optimization Using Genetic Algorithms", pp.429~443 (2000)
- "Neural Networks for Control . The MIT Press. ISBN 0-262-13261-3." (1990)
- "The theory and applications in automatic ship's control of neural networks" (2005)
- "Neural Networks for Identification, Prediction and Control" (1995), Springer- Verlag London Ltd.
- "A Neural Network Controller by Adaptive Interaction", pp.1247~1252 (2001)
- "Fuzzy Autopilot for Ships Experiencing Shallow Water Effect in Manoeuvring Manoeuvring and Control of Marine Craft Edited by Z. Vukic and G. N. Roberts", pp.10 99~104 (1997)
- "Improved Fuzzy Autopilot for Track-Keeping Control Applications in Maritime Systems Edited by K. Kijima and T. I. Fossen", pp.123~128 (1998)
- "Neural network approaches to a class of ship control problems", 1 (1997)
- "Neural network approaches to a class of ship control problems", 1 (1997)
