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Intelligent Controller Emulating Human Control Abilities

Research Project

Project/Area Number 09045043
Research Category

Grant-in-Aid for Scientific Research (C).

Allocation TypeSingle-year Grants
Section一般
Research Field Dynamics/Control
Research InstitutionTOHOKU UNIVERSITY

Principal Investigator

INOOKA Hikaru  Graduate School of information Sciences, Tohoku University, Professor, 大学院・情報科学研究科, 教授 (20006191)

Co-Investigator(Kenkyū-buntansha) ONO Takahiko  Graduate School of Engineering, Tohoku University, Research Associate, 大学院・工学研究科, 助手 (20312613)
SAGAWA Koichi  Graduate School of information Sciences, Tohoku University, Research Associate, 大学院・情報科学研究科, 助手 (30272016)
ISHIHARA Tadashi  Graduate School of information Sciences, Tohoku University, Associate Professor, 大学院・情報科学研究科, 助教授 (10134016)
李 祖枢  重慶大学, 工学院, 教授
季 祖枢  重慶大学, 工学院, 教授
Project Period (FY) 1997 – 1999
Project Status Completed (Fiscal Year 1999)
Budget Amount *help
¥2,000,000 (Direct Cost: ¥2,000,000)
Fiscal Year 1999: ¥700,000 (Direct Cost: ¥700,000)
Fiscal Year 1998: ¥600,000 (Direct Cost: ¥600,000)
Fiscal Year 1997: ¥700,000 (Direct Cost: ¥700,000)
KeywordsHuman / Manual control / Intelligent controller / Cart / Invert pendulum / General use / Joy stick / Emulation / 汎用 / 自動制御 / 模倣 / 制御理論 / シミュレーション / 実験 / 振り子
Research Abstract

This project proposes a Human Simulating Intelligent Control (HSIC) theory which simulates human control abilities and enables effective control of a nonlinear system whose parameters are unknown or uncertain. A car-pendulum system moving on a restricted track and driven by a single motor is selected as a target system of the HSIC. At first, we investigated the mechanism of the former HSIC theory, it's performance and the difference between the HSIC theory and the other control methods by the computer simulation, then we confirmed that the HSIC theory shows high performance to simulate the manual control of human. Then, we employed a two-link arm system to develop a new HSIC theory. A human operator applies a torque to the second joint of the arm to controlled the position of the arm. The HSIC theory was revised by using the control output of the human operator. Finally, based on the proposed HSIC theory, the cart-pendulum system was designed and controlled. The whole control process consists of two steps : swinging-up and stabilizing. In swinging-up process, asymmetrical Bang-Bang control is employed to gather energy for the system. In stabilizing process, multi-variable PD control with positive feedback coordinating de-coupling is employed. The HSIC controller switches the control modes by means of online characteristic identifying. A real-time intelligent control system, which is designed based on our studies, successfully accomplished swing-up and stabilizing control of the car-pendulum system. The experiments prove that the control system is very stable even though the length of the pendulum varies or mass of it varies or the shape changes like "L". This project proves that the HSIC theory can effectively control the nonlinear, multi-variable and strong-coupling system such as swinging-up and stabilizing a cart-pendulum system without knowing its mathematical model.

Report

(4 results)
  • 1999 Annual Research Report   Final Research Report Summary
  • 1998 Annual Research Report
  • 1997 Annual Research Report
  • Research Products

    (42 results)

All Other

All Publications (42 results)

  • [Publications] Muhammad Arif: "Investigation of Iterative Learning Control by Human Operator"Proceedings of the IEEE Conference on System, Man and Cvbernetics. 2626-2631 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Yuuki Ito: "Swinging-Up of Two Pendulums by Manual Control"Proceedings of the 6th IEEE International Workshop on Robot and Human Communication. 266-271 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Kee-Ho Yu: "Position Control of an Underactuated Manipulator Using Joint Friction"International Journal of Non-Linear Mechanics. 33-4. 607-614 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 小野貴彦: "コントローラの演算時間による遅れを考慮した離散時間可変構造オブザーバの設計"日本機械学会論文集(C編). 64-620. 190-195 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Xuemei Li: "Positioning of the Two-link Arm by Manual Control"Interdisciplinary Information Sciences. 4-2. 149-156 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Muhammad Arif: "Experimental Study of Human Performance in High Precision Tracking Task Using Iterative Learning Technique"Interdisciplinary Information Sciences. 5-1. 73-85 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Muhammad Arif: "Iterative Learning Control Using Information Database(ILCID)"Journal of Intelligent and Robotic Systems. 25. 27-41 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Yuuki Ito: "Swinging-Up of Two Pendulums by Manual Control with Computer Assistance"Interdisciplinary Information Sciences. 5-2. 117-124 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Muhammad Arif: "Human Learning Characteristics in The Tracking Tasks of Iterative Nature"International Journal of Neural Systems. 9-4. 300-310 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Muhammad Arif: "Iterative Manual Control Model of Human Operator"Biological Cybernetics. 81. 445-455 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Muhammad Arif: "Iterative Learning Control Utilizing the Error Prediction Method"Journal of Intelligent and Robotic Systems. 25. 95-108 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Chaotao Li: "Research on Swinging-up Control and Robustness of the Cart-Pendulum System by Human Simulating Intelligent Control(HSIC)Method"Proceedings of the 3rd International Workshop on Advanced Mechatronics. 248-253 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Muhammad Arif: "Investigation of Iterative Learning Control by Human Operator"Proceedings of the IEEE Conference on System, Man and Cybernetics. 2626-2631 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Yuuki Ito: "Swinging-Up of Two Pendulums by Manual Control"Proceedings of the 6th IEEE International Workshop on Robot and Human Communication. 266-271 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Kee-Ho Yu: "Position Control of an Underactuated Manipulator Using Joint Friction"International Journal of Non-Linear Mechanics. Vol.33, No.4. 607-614 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Takahiko Ono: "Design of a Variable Structure Observer for Discrete-Time Systems Considering the Computation Delay"Transactions of the Japan Society of Mechanical Engineers. Vol64(C), No.620. 190-195 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Xuemei Li: "Positioning of the Two-link Arm by Manual Control"Interdisciplinary Information Sciences. Vol.4, No.2. 149-156 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Muhammad Arif: "Experimental Study of Human Performance in High Precision Tracking Task Using Iterative Learning Technique"Interdisciplinary Information Sciences. Vol.5, No.1. 73-85 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Muhammad Arif: "Iterative Learning Control Using Information Database (ILCID)"Journal of Intelligent and Robotic Systems. Vol.25. 27-41 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Yuki Ito: "Swinging-Up of Two Pendulums by Manual Control with Computer Assistance"Interdisciplinary Information Sciences. Vol.5, No.2. 117-124 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Muhammad Arif: "Human Learning Characteristics in The Tracking Tasks of Iterative Nature"International Journal of Neural Systems. Vol.9, No.4. 300-310 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Muhammad Arif: "Iterative manual control model of human operator"Biological Cybernetics. vol.81. 445-455 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Muhammad Arif: "Iterative Learning Control Utilizing the Error Prediction Method"Journal of Intelligent and Robotic Systems. Vol.25. 95-108 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Chaotao Li: "Research on Swinging-up Control, and Robustness of the Cart-Pendulum System by Human Simulating Intelligent Control (HSIC) Method"Proceedings of the 3rd International Workshop on Advanced Mechatronics. 248-253 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Muhammad Arif: "Experimental Study of Human Performance in High Precision Tracking Task Using Iterative Learning Technique"Interdisciplinary Information Sciences. Vol.5,No.1. 73-85 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Takahiko Ono: "Design of Sampled-Data Control Systems via the Principle of Matching"Proceedings of the 14th World Congress of International Federation of Automatic Cotrol. Vol.C. 43-48 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Muhammad Arif: "Model Based Iterative Learning Control (MILC) for Uncertain Dynamic Non-linear Systems"Proceedings of the 14th World Congress of International Federation of Automatic Cotrol. Vol.C. 459-464 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Muhammad Arif: "Iterative Learning Control Using Information Database (ILCID)"Journal of Intelligent and Robotic Systems. Vol.25. 27-41 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Chaotao Liu: "Research on Swinging-up Control and Robustness of the Cart-Pendulum System by Human Simulating Intelligent Control (HSIC) Method"Proceedings of the 3rd International Workshop on Advanced Mechatronics. 248-253 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Yuuki Ito: "Swinging-Up of Two Pendulums by Manual Control with Computer Assistance"Interdisciplinary Information Sciences. Vol.5,No.2. 117-124 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Nobuaki Nakazawa: "Robotic Hand Emulating Human's Grasping Motion" Proceedings of the 7th RO-MAN'98. 660-665 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 中沢 信明: "人間の指先のせん断方向粘弾性特性" 日本機械学会論文集 C編. 64・624. 292-298 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] Arif Muhammad: "Iterative manual contro:A new perspective" International Conference on control,Automation Robotics and Vision 98. 1233-1238 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] Arif Muhammad: "Prediction based Iterative Learning Control for Linear Time Varing System Subjected to Uncertainties" 2nd IMACS International Multiconference:CESA. 860-865 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] Arif Muhammad: "Application of PILC to Uncertain Non-Linear Systems for Slowly Varying Desired Trajectories" SICE'98(Intl Session). 991-994 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] Arif Muhammad: "Iterative Learning Control using Information Database" SICE'98(Intl Session). 995-998 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] Tadashi Ishihara: "Loop Transfer Recovery for Discrete-Time Plants with Direct Feedthrough Terms" Trannsaction of the Society of Instrument and Control Engineers. 33-4. 247-253 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Takahiko Ono: "Design of a Variable Structure Observer for Discrete-Time Systems Considering the Computation Delay" Proceedings of the 2^<nd> International Workshop on Advanced Mechatronics. 149-154 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Muhammad Arif: "Investigation of Iterative Learning Control by Human Operator" Proceedings of the IEEE Conference on System, Man and Cybernetics. 2626-2631 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Muhammad Arif: "Experimental Study of Human Intelligence Incorporation in High Precision Tracking Task by Iterative Learning Control" Proceedings of the 6^<th> IEEE International Workshop on Robot and Human Communication. 200-205 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Muhammad Arif: "Identification of Linear Time Varying Systems Based on 2-D Model" Proceedings of the 12^<th> Korean Automatic Control Conference. 1033-1036 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Yuuki Ito: "Swinging-Up of Two Pendulumn by manual Control" Proceedings of the 6^<th> IEEE International Workshop on Robot and Human Communication. 266-271 (1997)

    • Related Report
      1997 Annual Research Report

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Published: 1997-04-01   Modified: 2016-04-21  

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