INTELLIGENT ACTIVE FORCE CONTROL OF A ROBOTIC ARM USING GENETIC ALGORITHM

Authors

  • Musa Mailah Faculty of Mechanical Engineering Universiti Teknologi Malaysia 81310 Johor Bahru, Johor MALAYSIA
  • Wong Min Vee Faculty of Mechanical Engineering Universiti Teknologi Malaysia 81310 Johor Bahru, Johor MALAYSIA
  • Hishamuddin Jamaluddin Faculty of Mechanical Engineering Universiti Teknologi Malaysia 81310 Johor Bahru, Johor MALAYSIA

Keywords:

Keywords

Abstract

The main requirement of an active force control (AFC) applied to a dynamical system is the
estimation of the inertia matrix, IN to compensate for the disturbances and uncenainties in the
system. In this paper. generic algorithm (GA) is used to estimate sultitable value of IN of a robotic manipulator necessary for the implementation of the AFC strategy through a simulation study. A set of constant torques at the joints is deliberately introduced as Ihe disturbance mechanism to test the effectiveness of the proposed scheme. The results show that the GA used in the study being a stochastic and global optimizer successfully computes appropriate IN value to effect the control action, The proposed scheme exhibits a high degree of robustness and accuracy as the track error is bounded within an acceptable range of value even under the influence of the introduced disturbance.

References

Lewis. F L., Abdallah, C,'T. and Dawson, D.M., 1993, Control of Robot Manipulators, MacMillan PUblishing Company, New York.

Dubowski, S. and Desforgcs. D. T., 1979, "The Application of Model Referenced Adaptive Control to Robotic Manipulators". Transactions of ASME, Journal of Dynamic Systems, Measurement and Control, vol. 101, pp. 193-200.

Slotine, J-J. and Li . W., 1988. "Adaptive Manipulator Control : A case study" , IEEE Transactions on Automatic Control. vol. 38. no. 11. pp. 9051003.

Leahy, M. 8. , Jognson . M. A. and Rogers. S. K.. 1990, "Neural Network Payload Estimation for Adaptive Robot Control", IEEE Transactions on Neural Network, vol. 2. no. l , pp. 93-100.

Astrom, K. 1. and McAvoy. T. J ., 1995, "Intelligent Control: An Overview and Evaluation". in White, D. A., and Sofge, D. A. (editors), Handbook of intelligent Control: Neural , Fuzzy and Adaptive Approaches. Van Nostrand Reinhold, New York. pp. 3-34.

Cheng , W. and Wen. J ., 1994, "A Two-Time-Scale Neural Network Controller for the Tracking Control of Rigid Manipulators" , IEEE Transactions ofSystems, Man and Cybe rnetics, vol . 24, no. 7, pp . 99 1- 1()(X).

Shibata. M., Murakami. T. and Ohn ishi, K., 1996. "A Unified Aapproach To Poshion and Force Control by Fuzzy Logic". IEEE Transactions on Industrial Electronics, vel. 43. no . 1.

Hewit, J .R. and Burdess, J .S., 1981, "Fast Dynamic Decoupled Control for Robotics Using Active Force Control", Transaction on Mechanism and Machine Theory, Vol. 16, No.S. pp. 535-542.

Mailah, M., Hewit. J.R. and Meeran. S.. 1996, "Active Force Control Appl ied to Aa Rigid Robot Arm". Jurnal Mekanikal, Faculty of Mechanical Engineering. Univers iti Teknologi Malaysia. pp. 52-68.

Taylor, P.~t . 1990. Robotic Control, MacMillan Educat ion Ltd.

Mailah. M., 1998, Intelligent Active Force Control Of A Rigid Robot Arm Using Neural Network And Iterative Learning Algorithms . Ph.D. Thesis. University of Dundee, Dundee.

Mailah, M., 1999, "Trajectory Track Control of A Rigid Robotic Manipulator Using Iterative Learning Technique and Active Force Control" , Proceedings of the World Engineering Congress all Robotics and Automation, Kuala Lumpur. pp. 107- 114.

Hewit, J.R., 1988, Advances ill Teleoperutions. Lecture Note s on Control Aspects, CISM.

. Holland . J.H., 1971, "Processing and Processors for Schemata" in Jack , E.L. , Ed., Associative Information Processing. American Elsevier, pp. 127-146.

Siotine, J.J. and Asada, H., 1986, Robot Analysis and Contro l. John Wiley and Sons.

Downloads

Published

2018-05-07

How to Cite

Mailah, M., Min Vee, W., & Jamaluddin, H. (2018). INTELLIGENT ACTIVE FORCE CONTROL OF A ROBOTIC ARM USING GENETIC ALGORITHM. Jurnal Mekanikal, 13(1). Retrieved from https://jurnalmekanikal.utm.my/index.php/jurnalmekanikal/article/view/248

Issue

Section

Mechanical

Similar Articles

1 2 3 4 5 6 7 > >> 

You may also start an advanced similarity search for this article.