A skill-based PID controller using artificial neural networks

被引:0
|
作者
Takagi, S
Oki, T
Yamamoto, T
Kaneda, M
机构
关键词
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The works for representing human skills are attracted, which human experts have cultivated in long experiences. Recently, there are marly literatures with respect to skill-based controllers which human skills are represented by artificial neural networks. The technique for representing the human skills, plays an important role in various industries, for example, manufacturing systems and process systems. In this paper, a skill-based PID control scheme is proposed, which extracts skills of human experts as PID gains. This controller is designed by using three-layered artificial neural networks. The effectiveness of the proposed skill-based PID control scheme is investigated through an application for a pressure control system. Furthermore, the characteristic of the PID controller constructed based on the human skills is interpreted in the frequency domain.
引用
收藏
页码:4454 / 4459
页数:6
相关论文
共 50 条
  • [1] A skill-based PID controller using artificial neural networks
    Kato, Mitsue
    Yamamoto, Toru
    Fujisawa, Shoichiro
    [J]. INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE FOR MODELLING, CONTROL & AUTOMATION JOINTLY WITH INTERNATIONAL CONFERENCE ON INTELLIGENT AGENTS, WEB TECHNOLOGIES & INTERNET COMMERCE, VOL 1, PROCEEDINGS, 2006, : 702 - +
  • [2] Skill-based PID control by using neural networks
    Omatu, S
    Iwasa, T
    Yoshioka, M
    [J]. 1998 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-5, 1998, : 1972 - 1977
  • [3] Skill-based vehicle guidance by use of artificial neural networks
    Daxwanger, W
    Schmidt, G
    [J]. MATHEMATICS AND COMPUTERS IN SIMULATION, 1996, 41 (3-4) : 263 - 271
  • [4] Design and Experimental Evaluation of a Human Skill-Based PID Controller
    Liao, Yuntao
    Yamamoto, Toru
    [J]. JOURNAL OF ROBOTICS NETWORKING AND ARTIFICIAL LIFE, 2015, 2 (03): : 140 - 143
  • [5] Design and Experimental Evaluation of a Human Skill-Based PID Controller
    Liao, Yuntao
    Yamamoto, Toru
    [J]. PROCEEDINGS OF INTERNATIONAL CONFERENCE ON ARTIFICIAL LIFE AND ROBOTICS (ICAROB2015), 2015, : 364 - 367
  • [6] Design and experimental evaluation of a data-driven skill-based PID controller
    Mori, Shinnosuke
    Sakaguchi, Akihiro
    Yamamoto, Toru
    [J]. 2007 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS, VOLS 1-3, 2007, : 44 - +
  • [7] PID controller based on the artificial neural network
    Yang, JH
    Lu, W
    Liu, WQ
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2004, PT 2, 2004, 3174 : 144 - 149
  • [8] A controller based on artificial neural networks
    Lichota, Janusz
    [J]. RYNEK ENERGII, 2008, (04): : 50 - 55
  • [9] Direct Torque Control of Induction Motor Based on Artificial Neural Networks Speed Control Using MRAS and Neural PID Controller
    Zegai, M. L.
    Bendjebbar, M.
    Belhadri, K.
    Doumbia, M. L.
    Hamane, B.
    Koumba, P. M.
    [J]. 2015 IEEE ELECTRICAL POWER AND ENERGY CONFERENCE (EPEC), 2015, : 320 - 325
  • [10] Design and Experimental Evaluation of a Human Skill-Based Controller
    Liao, Yuntao
    Takuya, Kinoshita
    Yamamoto, Toru
    [J]. 2014 INTERNATIONAL CONFERENCE ON ADVANCED MECHATRONIC SYSTEMS (ICAMECHS), 2014, : 238 - 242