DOI QR코드

DOI QR Code

신경회로망과 틸팅을 이용한 이족 보행로봇의 ZMP 개선 연구

A Study on ZMP Improvement of Biped Walking Robot Using Neural Network and Tilting

  • 투고 : 2011.01.11
  • 심사 : 2011.10.11
  • 발행 : 2011.11.30

초록

Based on the stability criteria of ZMP (Zero Moment Point), this paper proposes an adjusting algorithm that modifies walking trajectory of a bipedal robot for stable walking by analyzing ZMP trajectory of it. In order to maintain walking balance of the bipedal robot, ZMP should be located within a supporting polygon that is determined by the foot supporting area with stability margin. Initially tilting imposed to the trajectory of the upper body is proposed to transfer ZMP of the given walking trajectory into the stable region for the minimum stability. A neural network method is also proposed for the stable walking trajectory of the biped robot. It uses backpropagation learning with angles and angular velocities of all joints with tilting to get the improved walking trajectory. By applying the optimized walking trajectory that is obtained with the neural network model, the ZMP trajectory of the bipedal robot is certainly located within a stable area of the supporting polygon. Experimental results show that the optimally learned trajectory with neural network gives more stability even though the tilting of the pelvic joint has a great role for walking stability.

키워드

참고문헌

  1. R. B. McGhee, A. A. Frank, "On the stability properties of quadruped creeping gaits", Mathematical Biosciences, vol.3, pp. 331-351, 1968. https://doi.org/10.1016/0025-5564(68)90090-4
  2. M. Vukobratovic, V. Potkonjak, "Contribution to the dynamic study of humanoid robots interacting with dynamic environment", Robotica, Vol.22, pp.439-447, 2004. https://doi.org/10.1017/S0263574704000207
  3. O. L. Vele, "Cinematica inversa de un robot bipedo", Cuenca-Ecuador, Noviembre, 2005.
  4. J. H. Park, Y. K. Rhee, "ZMP trajectory generation for reduced trunk motions of biped robot", IEEE International Conference on Robotics and Automation, pp.189-203, 1998.
  5. M. S. Kim, S. S. Ahn, "Feedback Interference Cancellation System of RF Relay Utilizing the LMS Algorithm", IEEK, March, 2008.
  6. L. L. Guang, K. Maki, Habib, K. Watanabe, K. Izumi, "Central pattern generators based on Matsuoka oscillators for the locomotion of biped robots", Artif Life Robotics, Vol.12, pp.264-269, 2008. https://doi.org/10.1007/s10015-007-0479-z
  7. J. S. Kong, K. G. Noh, J. G. Kim, "A Study on the Gait Optimization of a Biped Robot", Journal of the Korean Society of Precision Engineering, Vol.21, No.7, 2004.
  8. M.Whittle, "Gait Analysis: An Introduction", Butterworth-Heinemann, 1997.

피인용 문헌

  1. 목표 ZMP 궤적 기반 휴머노이드 로봇 이족보행의 최적 관절궤적 생성 vol.8, pp.2, 2011, https://doi.org/10.7746/jkros.2013.8.2.092