An experimental study of network-based DC motor speed control using SANFIS

被引:3
|
作者
Tipsuwan, Yodyium [1 ]
Srisabye, Jirat [1 ]
Kamonsantiroj, Suwatchai [1 ]
机构
[1] Kasetsart Univ, Dept Comp Engn, Intelligent Mechatron Lab, Bangkok 10900, Thailand
关键词
network; control; delay; neural network; adaptive system;
D O I
10.1109/IECON.2007.4460394
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Network-based control (NBC) systems can provide several advantages among traditional control performances of NBC systems systems. Nevertheless, the can be degraded due to undesired network behaviors such as network-induced delays. Several NBC algorithms usually neglect several network behaviors due to assumptions in problem formulations. The incompleteness and ambiguity of this network information implies ambiguities in NBC performances. In this paper, we applied a novel NBC gain scheduling scheme by applying a SANFIS (Self-Adaptive Neuro-Fuzzy Inference System) along with gain scheduling to handle ambiguities in network behaviors. The SANFIS is utilized to classify a current network condition in order to select an optimal gain for this condition. An experimental result shows that the PI controller with the proposed approach yields significantly better NBC performances.
引用
收藏
页码:426 / 432
页数:7
相关论文
共 50 条
  • [21] Experimental Study of DC Motor Control via Communication Network using Markovian jump system Approach
    Sakti, Indra
    Trilaksono, Bambang Riyanto
    Najmurrokhman, Asep
    2013 INTERNATIONAL CONFERENCE ON COMPUTER, CONTROL, INFORMATICS AND ITS APPLICATIONS (IC3INA), 2013, : 207 - 212
  • [22] Speed Control of DC Motor using Genetic Algorithm
    Kumar, Jagan M.
    Aadaleesan, P.
    RESEARCH JOURNAL OF PHARMACEUTICAL BIOLOGICAL AND CHEMICAL SCIENCES, 2015, 6 (04): : 1239 - 1249
  • [23] Control Speed of DC Motor Using PWM FPGA
    Nouman, Ziad
    PROCEEDINGS OF THE 13TH INTERNATIONAL SCIENTIFIC CONFERENCE ELECTRIC POWER ENGINEERING 2012, VOLS 1 AND 2, 2012, : 1135 - 1139
  • [24] SPEED CONTROL OF DC MOTOR USING VOICE COMMANDS
    Sai, T. Mathurri
    Kumar, S. Keerthi
    2016 INTERNATIONAL CONFERENCE ON COMPUTATION OF POWER, ENERGY INFORMATION AND COMMUNICATION (ICCPEIC), 2016, : 800 - 803
  • [25] Intelligent speed control of DC motor using ANFIS
    Tripura, P.
    Babu, Y. Srinivasa Kishore
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2014, 26 (01) : 223 - 227
  • [26] Wavelet network-based motion control of DC motors
    Yousef, Hasan A.
    Elkhatib, Mohamed E.
    Sebakhy, Omar A.
    EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (02) : 1522 - 1527
  • [27] SPEED CONTROL OF DC MOTOR USING OPTIMIZATION TECHNIQUES BASED PID CONTROLLER
    Suman, Santosh Kumar
    Giri, Vinod Kumar
    PROCEEDINGS OF 2ND IEEE INTERNATIONAL CONFERENCE ON ENGINEERING & TECHNOLOGY ICETECH-2016, 2016, : 581 - 587
  • [28] Microprocessor Based Closed Loop Speed Control of DC Motor Using PWM
    Kumar, K. S. Ravi
    Jaideep
    Rohit
    Vikas
    2015 INTERNATIONAL CONFERENCE ON CONTROL, INSTRUMENTATION, COMMUNICATION AND COMPUTATIONAL TECHNOLOGIES (ICCICCT), 2015, : 255 - 257
  • [29] An Estimator to Characterize Varying Time Delays Based on Cross-Correlation Function for the Tuning of IP Network-based Small DC Motor Speed Control
    Matsuo, Kenshi
    Miura, Takeshi
    Taniguchi, Toshiyuki
    IEEJ TRANSACTIONS ON ELECTRICAL AND ELECTRONIC ENGINEERING, 2008, 3 (06) : 734 - 736
  • [30] PLC-based speed control of DC motor
    El Din, Ashraf Salah El Din Zein
    IPEMC 2006: CES/IEEE 5TH INTERNATIONAL POWER ELECTRONICS AND MOTION CONTROL CONFERENCE, VOLS 1-3, CONFERENCE PROCEEDINGS, 2006, : 848 - 852