| 研究生: |
陳建宏 Jian-Hung Chen |
|---|---|
| 論文名稱: |
模糊控制與灰色預測於機械手臂視窗化之控制應用 Fuzzy Controller and Grey Prediction Model Applied to the |
| 指導教授: |
鍾鴻源
Hung-yuan Chung |
| 口試委員: | |
| 學位類別: |
碩士 Master |
| 系所名稱: |
資訊電機學院 - 電機工程學系 Department of Electrical Engineering |
| 畢業學年度: | 89 |
| 語文別: | 中文 |
| 論文頁數: | 56 |
| 中文關鍵詞: | 模糊控制器 、灰色預測 、機械手臂 、簡易遺傳演算法 、視窗 |
| 外文關鍵詞: | Fuzzy controller, Grey prediction, Robot arm, SGA, Windows |
| 相關次數: | 點閱:12 下載:0 |
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本論文將探討模糊控制及灰色預測應用於三軸機械手臂的運動控制。最近,模糊控制器已成新興的潮流,雖然其設計時很方便,但對機械手臂的設計,往往會有超越量的情形發生及較差的暫態和穩態響應。因此,針對這個問題,本論文將採取灰色預測當做前饋式補償器,如此設計的模糊控制器,當超越量產生之前,便以力量之補償方式降下來,可預防超越量的產生,並且於上升時間也有不錯的暫態響應及較小的穩態誤差,並且使用最佳化之演算法-基因演算法去調適灰色預測內重要參數ak,使整個系統設計更加完善。再進一步討論,將設計比例-微分-積分控制器,並且與提出的方法做比較及分析。此外,本論文使用模糊速度控制器去控制手臂的等速運動及防止干擾(如負載量的變化)。最後,發現在大部分實驗中,機械手臂均可達到預期目標,而且藉由視窗化的軟體,將所有實驗及設計均視窗化,以求達到良好的人機使用介面。本論文將在最後探討小部分結果不甚理想的原因,並提出未來可以改進的方向。
[1] M. Sugeno, “Industrial Applications of Fuzzy Control”,
North-Holland, New York, Elsevier Science Pub. Co., 1985.
[2] B. A. M. Wakileh, K. F. Gill, “Use of Fuzzy Logic in
Robotics”, Computers in Industry, vol.10, pp.35-46, 1998.
[3] S. J. Huang, C. F. Hu, “Predictive fuzzy controller for
robotic motion control” Proc. IEEE International
Conference on Industry Applications, pp.1668-1672, 1995.
[4] Y. W. Chu, H. Y. Chung, “A fuzzy controller with the Grey
prediction model for the motion of a robot” M. S. thesis
in Electrical Engineering, National Central University,
2000.
[5] Y. W. Chu, H. Y. Chung, “A fuzzy controller with the Grey
prediction model for the motion of a robot”, Proc.22nd
National Symposium on Automatic Control, Taiwan, R.O.C.,
pp.267-271, March 2000.
[6] C. C. Wong C. C. Chen, “Design of Fuzzy Control Systems
with a Switching Grey Prediction”, Proc. IEEE
International Conference on Fuzzy Systems, vol.1, pp.567-
571, 1998.
[7] J. L. Deng, John H. Wu, “Grey Theory and Analysis”, KaoLi
Pub. Co., 1996.
[8] J. L. Deng, “Introduction to grey system theory”, The
Journal of Grey System vol.1, no.1, pp.1-24, 1989.
[9] D. E. Goldberg, “Genetic Algorithms in Search,
Optimization and Machine Learning”, Addison Wesley, 1989.
[10] J. J. Grefenstette, “Optimization of control parameters
for genetic algorithms”, IEEE Trans. System, Man
Cybernetic, vol.16, no.1, pp. 122-128, 1986.
[11] T. H. S. Li, M. Y. Shieh, “Design of a GA-based fuzzy PID
controller for non-minimum phase systems”, Fuzzy Sets and
Systems, vol.111, pp.183-197, 2000.
[12] K. Belarbi, F. Titel, “Genetic Algorithm for the Design
of a Class of Fuzzy Controllers: An Alternative Approach”,
IEEE Trans. on Fuzzy System, vol.8, no.4, pp.398-405,
August 2000.
[13] C. W. Chuang, L. P. Yun, R. C. Hwang, “Grey-Fuzzy-Fuzzy
Controller”, Third National Conference on Grey Theory and
Application, pp.145-150, 1998.
[14] Y. P. Huang, C. H. Huang, “A genetic-based fuzzy grey
prediction model”, IEEE International Conference on
Systems, Man, and Cybernetic, pp.1051-1056, 1995.
[15] D. C. Hanselman, B. C. Kuo, “Matlab Tools for Control
System Analysis and Design”, Prentice-Hall, Englewood
Cliffs, New Jersey, 1995.
[16] K. Ogata, “Discrete-Time Control Systems”, Prentice-
Hall, Englewood Cliffs, New Jersey, 1995.