A Study on the Fuzzy Learning Control for Force Control of Robot Manipulators

로봇 매니퓰레이터의 힘제어를 위한 퍼지 학습제어에 관한 연구

  • 황용연 (부경대학교 전기·제어계측공학부)
  • Published : 2002.09.01

Abstract

A fuzzy learning control algorithm is proposed in this paper. In this method, two fuzzy controllers are used as a feedback and a feedforward type. The fuzzy feedback controller can be designed using simple knowledge for the controlled system. On the other hand, the fuzzy feedforward controller has a self-organizing mechanism and therefore, it does not need any knowledge in advance. The effectiveness of the proposed algorithm is demonstrated by experiment on the position and force control problem of a parallelogram type robot manipulator with two degrees of freedom. It is shown that the rapid learning and the robustness can be achieved by adopting the proposed method.

Keywords

References

  1. Automatica v.15 no.1 A linguistic Self Organizing Process Controller T. J. Procyk;E. H. Mamdani https://doi.org/10.1016/0005-1098(79)90084-0
  2. 計測自動制御學會論文集 v.20 no.8 自動學習ファジイコソトロ一ラ 山崎束;管野道夫
  3. Fuzzy Sets and System v.45 no.2 Stability Analysis and Design of Fuzzy Control System K. Tanaka;M. Sugeno https://doi.org/10.1016/0165-0114(92)90113-I
  4. Automatica v.26 Fuzzy Control Theory: A Nonlinear Case H. Ying;W. Siler;J. J. Buckely https://doi.org/10.1016/0005-1098(90)90022-A
  5. Fuzzy Sets and System v.79 Design and Analysis of a Fuzzy Proportional - Integral - Derivative Controller D. Misir;H. A. Malki;G. Chen https://doi.org/10.1016/0165-0114(95)00149-2
  6. IEEE Trans. Fuzzy System v.7 no.5 New Methodology for Analytical and Optimal Design of Fuzzy PID Controller B. G. Hu;G. K. I. Mann;R. G. Gosine https://doi.org/10.1109/91.797977
  7. Proceeding of the 20th International Symposium on Industrial Robots A Fuzzy Self - Organizing Control Algorithm and Its Application to the Control of Robot Arm F. Guely;I. Todo
  8. ASME. Journal of Dynamic Systems, Measurement and Control v.102 no.2 Hybrid Position/Force Control of Manipulators M. H. Raibert;J. J. Craig
  9. IEEE Trans. on System, Man and Cybernetics v.SMC-11 no.6 Compliance and Force Control for Computer Controlled Manipulators M. T. Mason