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  • 學位論文

壓電微動平台之自調式類神經PID控制器設計

Design of Self-Tuning Neuro-PID Controller for Micro-Piezoelectric Motion Platform

指導教授 : 劉煥彩
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摘要


本論文主要針對壓電微動平台設計追跡控制器。壓電致動器的非線性現象主要是受磁滯現象所影響,本論文首先採用Prandtl-Ishlinskii(PI)模型來描述壓電致動器的磁滯現象,利用最小平方演算法識別出磁滯模型的權重值,再利用此模型求出其逆模型以前饋控制器來補償,最後利用自調式類神經PID控制器來消除建模誤差。實驗驗證方面,在PC-based壓電控制平台架構下,利用前饋控制器與閉迴路結合自調式類神經PID控制器進行定位控制。

並列摘要


The propose of this study is to design a tracking controller for micro-piezoelectric motion platform. The hysteresis effect is the piezoelectric actuated platform provided nonlinear behavior. A Prandtl-Ishlinskii model is constructed to describe the hysteresis behavior of piezoelectric actuators. The weights of hysteresis model are identified by using LMS(Least-Mean-Square) algorithm. Based on the Prandtl-Ishlinskii model, a feed-forward controller is developed for compensate for the hysteresis nonlinearity. A self-tuning neuro-PID controller is introduced to suppress the tracking error due to the modeling inaccuracy and hence to get precision tracking error. The developed approaches are numerically and experimentally verified which demonstrate performance and applicability of the proposed designs under a variety of operating conditions.

參考文獻


[1] U. X. Tan, T. L. Win , and W. T. Ang, “Modeling Piezoelectric Actuator Hysteresis with Singularity Free Prandtl-Ishlinskii Model,” IEEE International Conference on Robotics and Biomimetics , pp. 251-256, Kunming , China , 2006.
[2] Ang, W. T., Riviere, C.N., and Khosla, P. K., “Feedforward Controller with Inverse Rate-Dependent Model for Piezoelectric Actuators in Trajectory Tracking Applications”, ASME/IEEE Transactions on Mechatronics, Vol.12, No.2, pp. 1-8, April 2007.
[3] U. X. Tan, T. L. Win, M. Tanjaya, H. T. Wirawan, C. Y. Shee, and W. T. Ang, “Real-Time Disturbance Compensation with Accelerometers & Piezoelectric-Driven Mechanism”, IEEE International Symposium on Computational Intelligence in Robotics and Automation, Florida, USA, June 2007.
[4] Ru, C.H., Sun, L., Kong, M.X., “Adaptive inverse control for piezoelectric actuator based on hysteresis model,” Proceedings of 2005 International Conference on Machine Learning and Cybernetics, Vol 5, pp. 3189–3193, 2005.
[5] D. Croft and S. Devasia, “Hysteresis and vibration compensation for piezoactuators,” Journal of Guidance, Control and Dynamics, vol. 21, pp. 710-717, 1998.

被引用紀錄


王昱翔(2012)。奈米級雷射直寫平台之研製〔碩士論文,國立虎尾科技大學〕。華藝線上圖書館。https://www.airitilibrary.com/Article/Detail?DocID=U0028-3101201216342200

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