Parameter Optimization for Exoskeleton Control System Using Sobol Sequences

Conference paper
Part of the CISM International Centre for Mechanical Sciences book series (CISM, volume 569)

Abstract

The focus of this paper is the control system of an exoskeleton that performs sit-to-stand motion. In previous publications it was shown that during such motion an exoskeleton can be modeled as a four bar serial mechanisms. That allows to simplify the control system design, which has been shown in the literature. This work provides further development of one of the existing approaches in designing control systems for exoskeletons performing sit-to-stand motion. In the paper a method for parameter optimization of the regulator is presented. The method is based on a multi stage procedure and combines the use of Sobol sequences with a nonlinear numerical optimization techniques. The results of the optimization and their analysis are presented. Relative advantages of using different objective functions are discussed.

Keywords

Exoskeleton Verticalization Control system Regulator Optimization Sobol sequence 

Notes

Acknowledgments

Work is performed with RSF, Project № 14-39-00008 “The establishment of the research laboratory of modern methods and robotic systems to improve the human environment”.

References

  1. Jatsun, S. F. (2015a). The modelling of the standing-up process of the anthropomorphic mechanism In S. F. Jatsun, L. Yu. Vorochaeva, A. S. Yatsun, & S. I. Savin (Eds.), Proceedings of the International Conference on CLAWAR (pp. 175–182).Google Scholar
  2. Jatsun, S. (2015b) Study of controlled motion of exoskeleton moving from sitting to standing position. In S. Jatsun, S. Savin, A. Yatsun, & A. Malchikov (Eds.), Advances in Robot Design and Intelligent Control. Proceedings of the 24th International Conference on Robotics in Alpe-Adria-Danube Region (RAAD). Volume 371 of the series Advances in Intelligent Systems and Computing (pp. 165–172).Google Scholar
  3. Jatsun, S. F. (2015c). Locomotion control method for patients verticalization with regard to their safety and comfort. In S. F. Jatsun, S. I. Savin, A. S. Yatsun, & R. N. Turlapov (Eds.), 26th DAAAM International Symposium on Intelligent Manufacturing and Automation.Google Scholar
  4. Jatsun, S. F., Savin, S. I., Yatsun, A. S., & Turlapov, R. N. (2015). Adaptive control system for exoskeleton performing sit-to-stand motion. In The Tenth International Symposium on Mechatronics and its Applications ISMA (p. 25).Google Scholar
  5. Jun, H. G., Chang, Y. Y., Dan, B. J., Jo, B. R., Min, B. H., Yang, H., et al. (2011). Walking and sit-to-stand support system for elderly and disabled. In 2011 IEEE International Conference on Rehabilitation Robotics (ICORR) (pp. 1–5). IEEE.Google Scholar
  6. Kajita, S., Kanehiro, F., Kaneko, K., Yokoi, K., & Hirukawa, H. (2001). The 3D linear inverted pendulum mode: A simple modeling for a biped walking pattern generation. In Proceedings. 2001 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2001 (Vol. 1, pp. 239–246). IEEE.Google Scholar
  7. Kajita, S., Kanehiro, F., Kaneko, K., Fujiwara, K., Harada, K., Yokoi, K., et al. (2003, September). Biped walking pattern generation by using preview control of zero-moment point. In Proceedings. ICRA’03. IEEE International Conference on Robotics and Automation, 2003. (Vol. 2, pp. 1620–1626). IEEE.Google Scholar
  8. Park, J., & Khatib, O. (2006). Contact consistent control framework for humanoid robots. In Proceedings 2006 IEEE International Conference on Robotics and Automation, 2006. ICRA 2006 (pp. 1963–1969). IEEE.Google Scholar
  9. Plagenhoef, S., Gaynor Evans, F., & Abdelnour, T. (1983). Anatomical data for analyzing human motion. Research Quarterly for Exercise and Sport, 54(2), 169–178.CrossRefGoogle Scholar
  10. Sentis, L., Park, J., & Khatib, O. (2010). Compliant control of multicontact and center-of-mass behaviors in humanoid robots. IEEE Transactions on Robotics, 26(3), 483–501.CrossRefGoogle Scholar
  11. Sobol, I. M. (1976). Uniformly distributed sequences with an additional uniform property. USSR Computational Mathematics and Mathematical Physics, 16(5), 236–242.MathSciNetCrossRefMATHGoogle Scholar
  12. Tsukahara, A., Hasegawa, Y., & Sankai, Y. (2009). Standing-up motion support for paraplegic patient with Robot Suit HAL. In IEEE International Conference on Rehabilitation Robotics, 2009. ICORR 2009 (pp. 211–217). IEEE.Google Scholar

Copyright information

© CISM International Centre for Mechanical Sciences 2016

Authors and Affiliations

  1. 1.Department of Mechanics, Mechatronics and RoboticsSouthwest State UniversityKurskRussia

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