| 研究生: |
劉閔咸 Liu, Ming-Shien |
|---|---|
| 論文名稱: |
基於觀測/控制器鑑別法之容錯控制輸入補償 Observer/Controller Identification for the Compensation of the Fault-Tolerant Control-Input |
| 指導教授: |
蔡聖鴻
Tsai, Sheng-Hong |
| 學位類別: |
碩士 Master |
| 系所名稱: |
電機資訊學院 - 電機工程學系 Department of Electrical Engineering |
| 論文出版年: | 2014 |
| 畢業學年度: | 102 |
| 語文別: | 英文 |
| 論文頁數: | 79 |
| 中文關鍵詞: | 容錯 、補償 、觀測/控制器鑑別法 、觀測/卡爾曼濾波器鑑別法 |
| 外文關鍵詞: | fault-tolerant, compensation, observer/controller identification, and observer/Kalman filter identification |
| 相關次數: | 點閱:116 下載:3 |
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本篇論文提出一個適用於未知閉迴路系統結合強制型特徵系統實現演算法的新型觀測/控制器鑑別法之容錯控制輸入補償。此鑑別法的目標是用以滿足當控制器發生損壞時,我們可以透過觀測/控制器鑑別法來加以補償修復,並盡可能保持良好的軌跡追蹤能力。首先利用觀測/卡爾曼濾波器鑑別法來鑑別一個未知線性/非線性系統,轉換求得其等效數學模型,透過此等效數學模型來做為分析與設計觀測器與控制器之工具,接著,我們再運用觀測/控制器鑑別法來鑑別與求得此閉迴路系統之等效數學模型,藉由鑑別出的模型參數來分析控制器當下的狀態,作為系統容錯控制輸入補償的依據;然而,傳統觀測/控制器鑑別法的補償能力不佳,在初始狀態的軌跡追蹤誤差甚大,因此,本篇論文提出一種強制型特徵系統實現演算法來改進軌跡追蹤的效能,最後,以許多範例來證明與闡述該設計的有效性。
This thesis proposes a new observer/controller identification (OCID) with the fault-tolerant control-input for the unknown closed-loop system with the assigned eigensystem realization algorithm (ERA).The principle idea is to satisfy when the controller of the system is broken, we can use the OCID to do compensation for the controller, without losing the good tracking performance as possible. First, the observer/Kalman filter identification (OKID) is utilized to identify the unknown linear/nonlinear system into the equivalent mathematical model. The equivalent mathematical model is used as an analytic and designed tool for the controller and observer. And then, we use OCID to identify the closed-loop system into the equivalent mathematical model. The parameters of the model can be used to analyze the current status of the controller in order to do compensation of the fault-tolerant control-input for the system. However, the traditional OCID has poor performance in compensation case. That is the tracking error in the initial state is large. Therefore, this thesis offers a method called the assigned ERA to improve the tracking performance. Finally, illustrative examples demonstrate the effectiveness of the proposed design.
[1] Guo, S. M., Shieh, L.S., Chen, G., and Lin, C. F., “Effective chaotic orbit tracker: A prediction-based digital redesign approach,” IEEE Transactions on Circuits and Systems-I, Fundamental Theory and Applications, vol. 47(11), pp. 1557-1570, 2000.
[2] Huang, S. J., Liu, X. Z., Su, W. F. and Ou, T. J., “Application of enhanced honey-bee mating optimization algorithm to fault section estimation in power systems”, IEEE Transactions on Power Delivery, vol. 28, no. 3, pp. 1944-1951, July 2013.
[3] Huang, S. J. and Wan, H. H., “A method to enhance ground-fault computation”, IEEE Power Engineers Letters, vol. 25, no.2, pp. 1190-1191, May 2010.
[4] Ho, B. L. and Kalman, R. E., “Effective construction of linear state-variable models from input-output data,” Proceedings of the 3rd Annual Allerton Conference on Circuits and System Theory, Monticello, IL: University of Illinois, pp. 449-459, 1965.
[5] Juang, J. N., Applied System Identification, Prentice Hall, New Jersey, 1994.
[6] Lin, P. H., “A modified NARMAX model-based self-tuner with fault tolerance for unknown nonlinear stochastic hybrid systems with an input-output direct feed-through term and input constraint,” Master Thesis, National Cheng Kung University, 2013.
[7] Liao, C. C. and Yang, H. T., “Recognizing noise-influenced power quality events with integrated feature extraction and neuro-fuzzy network,” IEEE Transactions on Power Delivery, vol. 24, no. 4, pp. 2132-2141, Oct. 2009.
[8] Shiu, Y. C., Tsai, J. S. H., Guo, S. M., Shieh, L. S. and Han, Z., “Fault-tolerant tracker for interconnected large-scale nonlinear systems with input constraint,” The 4_th International Interdisciplinary Chaos Symposium on Chaos and Complex Systems, Antalya, Turkey, April 29 - May 02, 2012.
[9] Soderstrom, T. and Stoica, P., System Identification. Prentice-Hall, 1989.
[10] Tsai, J. S. H., Chen, C. H., Lin, M. J., Guo, S. M. and Shieh, L. S., “Novel quadratic tracker and observer for the equivalent model of the sampled-data linear singular system,” Applied Mathematical Sciences, vol. 6 (68), pp. 3381-3409, 2012.
[11] Tsai, J. S. H., Huang, C. C., Guo, S. M. and Shieh, L. S., “Continuous to discrete model conversion for the system with a singular system matrix based on matrix sign function,” Applied Mathematical Modelling, vol. 35(8), pp. 3893-3904, 2011.
[12] Tarbouriech, S. and Turner, M., “Anti-windup design: An overview of some recent advances and open problems,” IET Control Theory and Applications, vol. 3(1), pp. 1-19, 2009.
[13] Tsai, J. S. H., Chien, T. H., Guo, S. M., Chang, Y. P., and Shieh, L. S., “State-space self-tuning control for stochastic chaotic fractional-order chaotic systems,” IEEE Transactions on Circuits and Systems Part I: Regular Papers, vol. 54(3), pp. 632-642, 2007.
[14] Tsai, J. S. H., Lin, J. Y., Shieh, L. S., Chandra, J. and Guo, S. M., “Self-tuning fault-tolerant digital PID controller for MIMO analog systems with partial actuator and system component failures,” IMA Journal of Mathematical Control and Information. pp. 785-797, 2006.
[15] Teixeira, M. C. M. and Zak, S. H., “Stabilizing controller design for uncertain nonlinear systems using fuzzy models”, IEEE Transactions on Fuzzy Systems, vol. 7(2), pp. 133-142, 1999.
[16] Valluri, S. and Soroush, M., “A non-linear controller design method for processes with saturating actuators”, International Journal Control, vol. 76(7), pp. 698-716, 2003.
[17] Wang, J. H., Tsai, J.S.H., Huang, J. S., Guo, S. M., and Shieh, L. S., “A low-order active fault-tolerant state space self-tuner for the unknown sampled-data nonlinear singular system using OKID and modified ARMAX model-based system identification”, Applied Mathematical Modeling, vol. 37(3), pp. 1242-1274, 2013.
[18] Wang, C. T., Tsai, J. S. H., Chen, C. W., Lin, Y., Guo, S. M. and Shieh, L. S., “An active fault-tolerant PWM tracker for unknown nonlinear stochastic hybrid systems: NARMAX model and OKID based state-space self-tuning control,” Journal of Control Science and Engineering, vol. 2010, pp. 1-27, Article ID 217515, June 2010.
[19] Yoon, S. S., Park, J. K., and Yoon, T. W., “Dynamic anti-windup scheme for feedback linearizable nonlinear control systems with saturating inputs”, Automatica, vol. 44(12), pp. 3176-3180, 2008.