EMOTIONAL LEARNING BASED POSITION CONTROL OF PNEUMATIC ACTUATORS

被引:14
|
作者
Garmsiri, Naghmeh [1 ]
Sepehri, Nariman [1 ]
机构
[1] Univ Manitoba, Dept Mech Engn, Fluid Power & Telerobot Res Lab, Winnipeg, MB R3T 5V6, Canada
来源
INTELLIGENT AUTOMATION AND SOFT COMPUTING | 2014年 / 20卷 / 03期
关键词
Pneumatic Actuators; Position Control; Emotional Learning; Experimental Validation; SLIDING-MODE; SERVO SYSTEM; DRIVEN;
D O I
10.1080/10798587.2014.901651
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a new scheme for position tracking of pneumatic actuators. The controller is built upon the Brain Emotional Learning Based Intelligent Control (BELBIC) concept proposed by Caro Lucas [Lucas, C., Shahmirzadi, D., & Sheikholeslami, N. (2004). Introducing BELBIC: Brain emotional learning based intelligent controller. International Journal of Intelligent Automation and Soft Computing, 10, 11-21]. First the structure of BELBIC is analyzed to further understand its features. Next, different types of emotional signals, required by BELBIC, are experimentally evaluated to meet the challenges in position tracking of pneumatic actuators. The best performing BELBIC structure is then experimentally compared with a previously developed robust proportional integral controller. It is also successfully applied to a force reflecting tele-operated application of pneumatic actuator.
引用
收藏
页码:433 / 450
页数:18
相关论文
共 50 条
  • [1] A study or tracking position control of pneumatic actuators
    Lee, HK
    Choi, GS
    Choi, GH
    MECHATRONICS, 2002, 12 (06) : 813 - 831
  • [2] Position Control of Hybrid Pneumatic-Electric Actuators
    Bone, Gary M.
    Chen, Xing
    2012 AMERICAN CONTROL CONFERENCE (ACC), 2012, : 1793 - 1799
  • [3] Learning-based Position and Stiffness Feedforward Control of Antagonistic Soft Pneumatic Actuators using Gaussian Processes
    Habich, Tim-Lukas
    Kleinjohann, Sarah
    Schappler, Moritz
    2023 IEEE INTERNATIONAL CONFERENCE ON SOFT ROBOTICS, ROBOSOFT, 2023,
  • [4] Experimental comparison of position tracking control algorithms for pneumatic cylinder actuators
    Bone, Gary M.
    Ning, Shu
    IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2007, 12 (05) : 557 - 561
  • [5] A study on tracking position control of pneumatic actuators using neural network
    Choi, GS
    Lee, HK
    Choi, GH
    IECON '98 - PROCEEDINGS OF THE 24TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1-4, 1998, : 1749 - 1753
  • [6] Pressure observer based servo control of pneumatic actuators
    Gulati, N
    Barth, EJ
    2005 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS, VOLS 1 AND 2, 2005, : 498 - 503
  • [7] A Position Estimation Method for Pneumatic Actuators Based on Flow and Pressure Sensors
    Qiu, Zhe
    Shimizu, Masao
    Wang, Zhongkui
    Kawamura, Sadao
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2024, 73
  • [8] CONTROL OF PNEUMATIC MUSCLE ACTUATORS
    CALDWELL, DG
    MEDRANOCERDA, GA
    GOODWIN, M
    IEEE CONTROL SYSTEMS MAGAZINE, 1995, 15 (01): : 40 - 48
  • [9] A Probabilistic Model-Based Online Learning Optimal Control Algorithm for Soft Pneumatic Actuators
    Tang, Zhi Qiang
    Heung, Ho Lam
    Tong, Kai Yu
    Li, Zheng
    IEEE ROBOTICS AND AUTOMATION LETTERS, 2020, 5 (02): : 1437 - 1444
  • [10] Optimal Force Allocation and Position Control of Hybrid Pneumatic-Electric Linear Actuators
    Rouzbeh, Behrad
    Bone, Gary M.
    ACTUATORS, 2020, 9 (03)