Skip to main content
Log in

Cell-to-cell mapping method for time-optimal trajectory planning of multiple robot arm systems

  • Contributed Papers
  • Published:
Journal of Optimization Theory and Applications Aims and scope Submit manuscript

Abstract

This paper presents the results obtained by applying the cell-to-cell mapping method to solve the problem of the time-optimal trajectory planning for coordinated multiple robotic arms handling a common object along a specified geometric path. Based on the structure of the time-optimal trajectory control law, the continuous dynamic model of multiple arms is first approximated by a discrete and finite cell-to-cell mapping on a two-dimensional cell space over a phase plane. The optimal trajectory and the corresponding control are then determined by using the cell-to-cell mapping and a simple search algorithm. To further improve the computational efficiency and to allow for parallel computation, a hierarchical search algorithm consisting of a multiple-variable optimization on the top level and a number of cell-to-cell searches on the bottom level is proposed and implemented in the paper. Besides its simplicity, another distinguishing feature of the cell-to-cell mapping methods is the generation of all optimal trajectories for a given final state and all possible initial states through a single searching process. For most of the existing trajectory planning methods, the planning process can be started only when both the initial and final states have been specified. The cell-to-cell method can be generalized to any optimal trajectory planning problem for a multiple robotic arms system.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Chen, Y. B., andDesrochers, A. A.,On the Time-Optimal Control Law for Robotic Arms Moving a Common Object along a Specified Path, Working Paper, Electrical Engineering Department, Purdue University, Indianapolis, Indiana, 1990.

    Google Scholar 

  2. Chen, Y. B., andDesrochers, A. A. Structure for the Minimum-Time Control Law for Robotic Manipulators with Constrained Paths, Proceedings of the IEEE Conference on Robotics and Automation, San Francisco, California, pp. 971–976, 1989.

  3. Chen, Y. C.,On the Structure of Time-Optimal Controls for Robotic Manipulators, IEEE Transactions on Automatic Control, Vol. 29, pp. 115–116, 1989.

    Article  Google Scholar 

  4. Dubowsky, S., Norris, M. A., andShiller, Z.,Time-Optimal Trajectory Planning for Robotic Manipulators with Obstacle Avoidance: A CAD Approach, Proceedings of the IEEE Conference on Robotics and Automation, San Fransisco, California, pp. 115–124, 1986.

  5. Pfeiffer, F., andJohanni, R.,A Concept for Manipulator Trajectory Planning, IEEE Transactions on Robotics and Automation, Vol. 3, pp. 241–258, 1987.

    Google Scholar 

  6. Sahar, G., andHollerbach, J. M.,Planning of Minimum-Time Trajectories for Robot Arms, International Journal of Robotics Research, Vol. 5, pp. 234–256, 1986.

    Google Scholar 

  7. Shin, K. G., andMcKay, N. D.,Minimum-Time Control of Robotic Manipulators with Geometric Path Constraints, IEEE Transactions on Automatic Control, Vol. 25, pp. 511–524, 1985.

    Google Scholar 

  8. Singh, S., andLeu, M. C.,Optimal Trajectory Generation for Robotic Manipulators Using Dynamic Programming, Journal of Dynamic Systems, Measurements, and Control, Vol. 109, pp. 321–345, 1987.

    Google Scholar 

  9. Slotine, J. E., andYang, H. S.,Improving the Efficiency of Time-Optimal Path-Following Algorithms, IEEE Transactions of Robotics and Automation, Vol. 5, pp. 118–124, 1989.

    Article  Google Scholar 

  10. Chien, Y. P., andXue, Q.,Trajectory Planning for Coordinately Operating Robots, Artificial Intelligence for Engineering Design, Analysis, and Manufacturing, Vol. 4, pp. 165–177, 1990.

    Google Scholar 

  11. Jouaneh, M. K., Wang, Z. X., Dornfeld, D. A., andTomizuka, M.,Trajectory Planning for Coordinated Motion of a Robot and Position Table, Parts 1 and 2, IEEE Transactions on Robotics and Automation, Vol. 6, pp. 735–745, 1990 and Vol. 6, pp. 746–759, 1990.

    Article  Google Scholar 

  12. Shin, K. G., andZheng, Q.,Minimum-Time Trajectory Planning for Dual Robot Systems, Proceedings of the IEEE Conference on Decision and Control, Tampa, Florida, pp. 2506–2511, 1989.

  13. Zhu, W. H., andLeu, M. C.,Planning an Optimal Robot Trajectory by Cell Mapping, Proceedings of the IEEE Conference on Robotics and Automation, Vol. 1, pp. 567–596, 1990.

    Google Scholar 

  14. Hsu, C. S.,A Theory of Cell-to-Cell Mapping Dynamical Systems, Journal of Applied Mechanics, Vol. 47, pp. 928–939, 1980.

    Google Scholar 

  15. Hsu, C. S.,A Generalized Theory of Cell-to-Cell Mapping for Nonlinear Dynamical Systems, Journal of Applied Mechanics, Vol. 48, pp. 634–842, 1981.

    Google Scholar 

  16. Shigley, J. E.,Kinematic Analysis of Mechanics, McGraw-Hill, New York, New York, 1969.

    Google Scholar 

  17. Pars, A.,A Treatise on Analytical Dynamics, Ox Bow Press, Woodbridge, Connecticut, 1979.

    Google Scholar 

  18. Leitmann, G.,The Calculus of Variations and Optimal Control Plenum Press, New York, New York, 1981.

    Google Scholar 

  19. Hsu, C. S.,A Discrete Method of Optimal Control Based upon the Cell State Space Concept, Journal of Optimization Theory and Applications, Vol. 46, pp. 547–569, 1985.

    Article  Google Scholar 

  20. Wang, F. Y., andPu, B.,Optimal Trajectory Generation for Coordinated Robotic Manipulators Using the Cell-to-Cell Mapping Method, Paper Presented at the SPIE Conference on Intelligent Robot and Computer Vision, Boston, Massachusetts, 1991.

  21. Wang, F. Y., andLever, P.,A Cell Mapping Method for General Optimum Trajectory Planning of Multiple Robotic Arms, Journal of Robotic and Autonomous Systems, Vol. 12, pp. 15–27, 1994.

    Article  Google Scholar 

  22. Wang, P. K. C.,A Method for Approximating Dynamical Processes by Finite-State Systems, International Journal of Control, Vol. 8, pp. 285–296, 1968.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Additional information

Communicated by C. S. Hsu

Rights and permissions

Reprints and permissions

About this article

Cite this article

Wang, F.Y., Fan, X.Y. Cell-to-cell mapping method for time-optimal trajectory planning of multiple robot arm systems. J Optim Theory Appl 86, 347–368 (1995). https://doi.org/10.1007/BF02192084

Download citation

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF02192084

Key Words

Navigation