System Idenification of an Autonomous Underwater Vehicle and Its Application Using Neural Network

신경회로망을 이용한 AUV의 시스템 동정화 및 응용

  • 이판묵 (한국기계연구원, 선박해양공학연구센터) ;
  • 이종식 (한국기계연구원, 선박해양공학연구센터)
  • Published : 1994.12.01

Abstract

Dynamics of AUV has heavy nonlinearities and many unknown parameters due to its bluff shape and low cruising speed. Intelligent algorithms, therefore, are required to overcome these nonlinearities and unknown system dynamics. Several identification techniques have been suggested for the application of control of underwater vehicles during last decade. This paper applies the neural network to identification and motion control problem of AUVs. Nonlinear dynamic systems of an AUV are identified using feedforward neural network. Simulation results show that the learned neural network can generate the motion of AUV. This paper, also, suggest an adaptive control scheme up-dates the controller weights with reference model and feedforward neural network using error back propagation.

Keywords

References

  1. Tran. ASME. v.109 Robust Self-Designing Controller for Underwater Vehicles K.R.Goheen.;E.R.Jefferys.;D.R.Broome.
  2. IEEE J. of Ocean Eng. v.4 Robust Trajectory Control of Underwater Vehicles D.N.Yoerger.;J.E.Slotine
  3. Introduction to the Theory of Neural Computation J.Herz;A.Krogh.;R.G.Palmer.
  4. Neural Networks-Algorithm J.A.Freeman;D.M.Skapura
  5. IEEE Control System Magazine A Multilayered Neural Network Controller D.Psaltis.;A.Sideris,;A.A.Yamamura
  6. IEEE Control System Magazine Neural Networks for Self-Learning Control Systems D.H.Nguyen.;B.Widrow
  7. IEEE Tran. Neural Networks v.1 no.1 Identificaiton and Control of Dynamical Systems Using Neural Networks K.S.Narendra;K.Parthasarathy
  8. IEEE Control System Magazine Neuromorphic Pitch Attitude Regulation of an Underwater Telerobot R.M.Sanner.;D.L.Akin
  9. IEEE J. of Ocean Eng v.15 no.3 A Neural Net Controller for Underwater Robotic Vehicles J. Yuh
  10. IEEE J. of Ocean Eng. v.18 no.1 An Intelligent Control System for Remotely Operated Vecles J. Yuh.;R.Lakashimi
  11. IEEE J. of Ocean Eng. v.17 no.4 On-line Learning Control of Autonomous Underwater Vehivcles Using Feedforward Neural Networks K.P.Venugopal
  12. 일본조선학회논문집 v.1666 Neural Net에 의한 잠수정의 운동제어-수평향행제어로의 적용 T.Fujii.;T.Ura.
  13. 일본조선학회논문집 v.168 자기생성형 Neural Net Controller System의 개발과 잠수기의 운동제어로의 적용 T.Fujii.;T.Ura.;Y.Kuroda
  14. 일본조선학회논문집 v.169 자기생성형 Neural Net Controller System의 개발과 잠수기의 운동제어로의 적용-제2보 T.Fujii;T.Ura;Y.Kuroda;Y.Nose
  15. Proc. of IJCNN SONCS:Self-Organinzing Neural Net Controller System for Autonomous Underwater Robots T.Fujji;T.Ura
  16. 한국퍼지시스템학회 `94 춘계학술대회 v.4 no.1 수중운동체를 위한 퍼지-뉴럴 제어기 설계 김성현;최중락;전홍태
  17. NSRDC RD Report Standard Equation of Motion for Submarine Simulation M.Getler;G.R.Hagen
  18. 동경대학 수사논문 잠수정의 운동성능에 관한 연구 立田眞