Position Control of Electro-hydraulic Actuator System Using Fuzzy Logic Controller Optimized by Particle Swarm Optimization

被引:0
|
作者
Daniel M. Wonohadidjojo [1 ]
Ganesh Kothapalli [1 ]
Mohammed Y. Hassan [2 ,3 ]
机构
[1] School of Engineering, Edith Cowan University,Western Australia 6027, Australia
[2] University of Technology,Baghdad, Iraq
[3] Adjunct Academic, Edith Cowan University, Western Australia 6027, Australia
关键词
Position control; electro-hydraulic actuator; fuzzy logic controller; particle swarm optimization (PSO); nonlinear;
D O I
暂无
中图分类号
TP273.4 []; TP18 [人工智能理论];
学科分类号
080201 ; 081104 ; 0812 ; 0835 ; 1405 ;
摘要
The position control system of an electro-hydraulic actuator system (EHAS) is investigated in this paper. The EHAS is developed by taking into consideration the nonlinearities of the system: the friction and the internal leakage. A variable load that simulates a realistic load in robotic excavator is taken as the trajectory reference. A method of control strategy that is implemented by employing a fuzzy logic controller (FLC) whose parameters are optimized using particle swarm optimization (PSO) is proposed. The scaling factors of the fuzzy inference system are tuned to obtain the optimal values which yield the best system performance. The simulation results show that the FLC is able to track the trajectory reference accurately for a range of values of orifice opening. Beyond that range, the orifice opening may introduce chattering, which the FLC alone is not sufficient to overcome. The PSO optimized FLC can reduce the chattering significantly. This result justifies the implementation of the proposed method in position control of EHAS.
引用
收藏
页码:181 / 193
页数:13
相关论文
共 50 条
  • [1] Position control of electro-hydraulic actuator system using fuzzy logic controller optimized by particle swarm optimization
    Wonohadidjojo D.M.
    Kothapalli G.
    Hassan M.Y.
    [J]. International Journal of Automation and Computing, 2013, 10 (03) : 181 - 193
  • [2] CONTROLLER PARAMETER OPTIMIZATION FOR AN ELECTRO-HYDRAULIC ACTUATOR SYSTEM BASED ON PARTICLE SWARM OPTIMIZATION TECHNIQUE
    Soon, Chong Chee
    Ghazali, Rozaimi
    Jaafar, Hazriq Izzuan
    Hussien, Sharifah Yuslinda Syed
    Sam, Yahaya Md.
    Rahmat, Mohd Fua'ad
    [J]. JURNAL TEKNOLOGI, 2016, 78 (6-13): : 101 - 108
  • [3] Force and Position Control in the Electro-Hydraulic System by using a MIMO Fuzzy Controller
    Pratumsuwan, Pornjit
    Junchangpood, Aphaiwong
    [J]. PROCEEDINGS OF THE 2013 IEEE 8TH CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA), 2013, : 1462 - 1467
  • [4] AN INTEGRATOR BACKSTEPPING POSITION CONTROL OF ELECTRO-HYDRAULIC SERVO SYSTEM BASED ON PARTICLE SWARM OPTIMIZATION
    Assegu, Ermiyas
    Roozbahani, Hamid
    Handroos, Heikki
    [J]. PROCEEDINGS OF THE 8TH FPNI PH.D SYMPOSIUM ON FLUID POWER, 2014, 2014,
  • [5] On using fuzzy logic to integrate learning mechanisms in an electro-hydraulic system - Part II: Actuator's position control
    Branco, PJC
    Dente, JA
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS, 2000, 30 (03): : 317 - 328
  • [6] Application of Fuzzy PID Controller for Electro-Hydraulic Servo Position Control System
    Li, Zhixing
    Xing, Keli
    [J]. CONFERENCE PROCEEDINGS OF 2017 3RD IEEE INTERNATIONAL CONFERENCE ON CONTROL SCIENCE AND SYSTEMS ENGINEERING (ICCSSE), 2017, : 158 - 162
  • [7] THE FORCE TRACKING CONTROL OF ELECTRO-HYDRAULIC SYSTEM BASED ON PARTICLE SWARM OPTIMIZATION
    Moonumca, Pisan
    Depaiwa, Nattawoot
    [J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2016, 12 (03): : 809 - 821
  • [8] Fuzzy Logic Controller Optimized by Particle Swarm Optimization for DC Motor Speed Control
    Rahmani, Rasoul
    Mahmodian, M. S.
    Mekhilef, Saad
    Shojaei, A. A.
    [J]. 2012 IEEE STUDENT CONFERENCE ON RESEARCH AND DEVELOPMENT (SCORED), 2012,
  • [9] Optimized Fuzzy Logic Controller for Semi-Active Control of Buildings Using Particle Swarm Optimization
    Makhmalbaf, Mohammadreza Ostadali
    Tutunchian, Mohammad Amin
    Samani, Masoud Zabihi
    [J]. ADVANCES IN CIVIL ENGINEERING, PTS 1-6, 2011, 255-260 : 2505 - 2509
  • [10] Tracking Control for an Electro-Hydraulic Rotary Actuator Using Fractional Order Fuzzy PID Controller
    Tri Cuong Do
    Duc Thien Tran
    Truong Quang Dinh
    Ahn, Kyoung Kwan
    [J]. ELECTRONICS, 2020, 9 (06) : 1 - 16