Position Control of Nonlinear Crane Systems using Dynamic Neural Network

동적 신경회로망을 이용한 비선형 크레인 시스템의 위치제어

  • Published : 2007.05.01

Abstract

This paper presents position control of nonlinear three-dimensional crane systems using neural network approach. Such crane system generally includes very complicated characteristic dynamics and mechanical framework such that its mathematical model is expressed by strong nonlinearity. This leads difficulty in control design for the systems. We linearize the nonlinear system model to construct PID control applying well-known linear control theory and then neural network is utilized to compensate system perturbation due to linearization. Thus, control input of the crane system is composed of nominal PID and neural output signals respectively. Our method illustrates simple design procedure, but system perturbation and modelling error are overcome through a neural compensator. As well. adaptive neural control is constructed from online learning. Computer simulation demonstrates our control approach is superior to the classic control systems.

Keywords

References

  1. T. Mita and T. Kanai, 'Optimal control of the crane system using the maximum speed of the trolley', 일본 계측자동제어학회 논문집, vol. 15, no. 6, pp. 125-130, 1996
  2. E. Ohishhi, I. Tsuboi, and T. Egusa, 'Automatic control of an overhead crane,' IFAC World Congress, pp. 1885-1890, 1981
  3. Y, Sakawa and Y, Shindo, 'Optimal control container crane', IFAC, vol. 18, no. 3, pp. 257-266, 1982 https://doi.org/10.1016/0005-1098(82)90086-3
  4. 홍금식, 손성철 , 이만형, 장국현, '컨테이너 크레인의 모델링 및 제어에 관한 연구,' KACC, pp 609-612, 1995
  5. A. J. Ridout, 'New feedback control system for overhead crane.' Electric Energy Conference, pp. 135-140, 1987
  6. J. Yu, F. L. Lewis, and T. Huang, 'Nonlinear feedback control of a gantry crane' American Control Conference, pp. 4310 -4315, 1995
  7. K. A. Moustafa and A. M. Eberid, 'Nonlinear modeling and control of overhead crane load sway' J. of Dynamic Modeling System, Measurement, & Control, vol. 110 pp. 266-271, 1998
  8. 정승현, 박정일, 'Anti-swing and position control of crane using fuzzy controller,' J. of Control, Automation & Systems Engineering, vol 3, no. 5, pp. 435-442, 1997
  9. 이호훈, 조성근, '천정크레인의 부하의 위치 및 흔들림 제어', 대한기계학회논문집, vol. 21, no. 2, pp.297-304, 1997