Fuzzy control for pneumatic muscle tracking via evolutionary tuning

Intelligent Automation and Soft Computing

Volumn 9, Issue 4, 2003, Pages 227-244

  Chang, Xiaoguang ^a   Lilly, John H ^a  

^a University of Louisville   (United States)

Author keywords

Evolutionary algorithms; Fuzzy control; Neurofixzzy modeling; Pneumatic actuators

Indexed keywords

ACTUATORS; EVOLUTIONARY ALGORITHMS; FUZZY SETS; MUSCLE; PREDICTIVE CONTROL SYSTEMS;

NEUROFUZZY MODELING; PNEUMATIC ACTUATORS;

FUZZY CONTROL;

EID: 1642382067     PISSN: 10798587     EISSN: 2326005X     Source Type: Journal    
DOI: 10.1080/10798587.2000.10642856     Document Type: Article

References (30)

1. Q. Richard, “Design, Analysis, and Control of a Low Power Joint for Walking Robot by Phasic Activation of McKibben Muscle,” IEEE Transactions on Robotics and Automation, Vol. 15, No. 4, pp. 599-604, 1999.
2. S. D. Prior, P. R. Warner, A. S. White, J. T. Parsons, and R. Gill, “Actuator for Rehabilitation Robot,” Mechatronics, Vol. 3, No. 3, 1993.
3. Bridgestone Corp., Soft Arm ACFAS Robot System, Tokyo, Japan, 1987.
4. N. Toshiro and T. Toshihiro, “Application of Rubber Artificial Muscle Manipulator as a Rehabilitation Robot,” IEEE/ASME Transactions on Mechatronics, Vol. 2, No. 4, pp. 259-267, 1997.
5. J. Lilly, “Adaptive Tracking for Pneumatic Muscle Actuators in Bicep and Tricep Configurations,” IEEE Transactions on Neural Systems and Rehabilitation Engineering (to appear).
6. G. C. Darwin, A. Gustavo, and M. Goodwin, “Control of Pneumatic Muscle Actuators,” IEEE Control Systems Magazine, Vol. 15, No. 1, pp. 40-48, 1995.
7. A. Gustavo, J. B. Colin, and G. C. Darwin, “Adaptive Position Control of Antagonistic Pneumatic Muscle Actuators,” Proc. IEEE International Conference on Intelligent Robots and Systems, Pittsburgh, PA, USA, August 1995.
8. B. Tondu and P. Lopez, “Modeling and Control of McKibben Pneumatic Artificial Muscle Robot Actuators,” IEEE Control Systems Magazine, Vol. 20, No. 2, pp. 15-38, 2000.
9. D. W. Repperger, K. R. Johnson, and C. A. Phillips, “VSC Position Tracking System Involving a Large Scale Pneumatic Muscle Actuator,” Proc. IEEE Conference on Decision and Control, Tampa, FL, USA, December 1998.
10. M. Hamerlain, “Anthropomorphic Robot Arm Driven by Artificial Muscles using a Variable Structure Control,” Proc. IEEE International Conference on Intelligent Robots and Systems, Pittsburgh, PA, USA, August 1995.
11. T. Nagaoka, Y. Konishi, and H. Ishigaki, “Nonlinear Optimal Predictive Control of Rubber Artificial Muscle,” Proc.of SPIE - The International Society for Optical Engineering, Vol. 2595, pp. 54-61, Machine Tool, In-Line, and Robot Sensors and Controls, Philadelphia, PA, USA, October 1995.
12. D. W. Repperger, C. A. Phillips, and M. Krier, “Controller Design Involving Gain Scheduling for a Large Scale Pneumatic Muscle Actuator,” Proc. IEEE Conference on Control Applications, Kohala Coast, HI, USA, August 1999.
13. T. Hesselroth, K. Sarkar, P. Van der Smagt, and K. Schulten, “Neural Network Control of a Pneumatic Robot Arm,” IEEE Transactions on Systems, Man and Cybernetics, Vol. 24, No. 1, pp. 28-38, 1994.
14. S. W. Chan, J. Lilly, D. W. Repperger and J. E. Berlin, “Fuzzy PD+I Learning Control for a Pneumatic Muscle,” 2003 IEEE International Conference on Fuzzy Systems (submitted).
15. P. Carbonell, Z. P. Jiang, and D. W. Repperger, “A Fuzzy Backstepping Controller for a Pneumatic Muscle Actuator System,” Proc. IEEE International Symposium on Intelligent Control, Mexico City, September 2001.
16. David E. Goldberg, Genetic Algorithms in Search, Optimization, and Machine Learning, Addison-Wesley, Reading, MA, 1989.
17. H. P. Schewefel, Evolution and Optimum Seeking, John Wiley & Sons, New York, 1995.
18. L. J. Fogel, Intelligence Through Simulated Evolution - Forty Years of Evolutionary Programming, John Wiley & Sons, New York, 1999.
19. S. J. Kang, C. H. Woo, H. S. Hwang, and K. B. Woo, “Evolutionary Design of Fuzzy Rule Base for Nonlinear System Modeling and Control,” IEEE Transactions on Fuzzy Systems, Vol. 8, No. 1, pp. 37-45, 2000.
20. Y. Shi, R. Eberhart, and Y. Chen, “Implementation of Evolutionary Fuzzy System,” IEEE Transactions on Fuzzy Systems, Vol. 7, No. 2, pp. 109-11, April 1999.
21. O. Cordon and F. Herrera, “A Two Stage Evolutionary Process for Designing TSK Fuzzy Rule-based Systems,” IEEE Transactions on Systems, Man and Cybernetics: Part B, Vol. 29, pp. 703-715, Dec.1999.
22. D. Spiegel and T. Sudkmp, “Employment Locality in the Evolutionary Generation of Fuzzy Rule Base,” IEEE Transactions on Systems, Man and Cybernetics- Part B, Vol. 32, No. 3, pp. 296-305, 2002.
23. C. P. Chou and B. Hannaford, “Measurement and Modeling of McKibben Pneumatic Artificial Muscles,” IEEE Transactions on Robotics and Automation, Vol. 12, No. 1, pp. 90-102, 1996.
24. C. P. Chou and B. Hannaford, “Static and Dynamic Characteristics of McKibben Pneumatic Artificial Muscles,” Proc. IEEE International Conference on Robotics and Automation, San Diego, CA, USA, May 1994.
25. D. B. Reynolds, D. W. Repperger, C. A. Philips, and G. Bandry, “Dynamic Characteristics of Pneumatic Muscle,” Computers in Biology and Medicine (submitted).
26. N. Tsagarakis and G. C. Darwin, “Improved Modeling and Assessment of Pneumatic Muscle Actuators,” Proc. IEEE International Conference on Robotics and Automation, San Francisco, CA, USA, April 2000.
27. X. Chang and J. H. Lilly, “Neuro-Fuzzy Modeling and Evolutionary Fuzzy Control for Pneumatic Muscles”, IEEE Transactions on Fuzzy Systems (submitted).
28. J. S. Branson and J. H. Lilly, “Obtaining Fuzzy Systems from Data - the VISIT Algorithm,” IEEE Southeastern Symposium on System Theory, Auburn AL, March 1999.
29. X. Chang, “Fuzzy P+ID Controller and Behavior Modeling for Complex Systems,” Ph.D. Dissertation, Sept. 2000.
30. W. Li, X. Chang, Jay Farrell and F. Wahl, “Design of an Enhanced Hybrid Fuzzy P+ID Controller for a Mechanical Manipulator,” IEEE Transactions on Systems, Man and Cybernetics - Part B (to appear).