Hardware implementation of an adaptive network-based fuzzy controller for DC-DC converters

被引:0
|
作者
Rubaai, A [1 ]
Ofoli, A [1 ]
机构
[1] Howard Univ, Dept Elect & Comp Engn, Washington, DC 20059 USA
来源
CONFERENCE RECORD OF THE 2004 IEEE INDUSTRY APPLICATIONS CONFERENCE, VOLS 1-4: COVERING THEORY TO PRACTICE | 2004年
关键词
adaptive-fuzzy-neural-network; DC-DC converter; learning; hardware implementation;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Two control topologies of adaptive network-based fuzzy inference system (ANFIS) for control of the DC-DC converter are developed and presented in this paper. They essentially consist of combining fuzzy inference system and neural networks and implementing within the framework of adaptive networks. The architecture of the ANFIS along with the learning rule, which is used to give an adaptive and learning structure to a fuzzy controller, is also described. The emphasis here is on fuzzy-neural-network control philosophies in designing a novel controller for the DC-DC converter that allows the benefits of neural network structure to be realized without sacrificing the intuitive nature of fuzzy system. Specifically, it permits this type of setup to simultaneously share the benefits of both fuzzy control and neural network capabilities. Furthermore, the membership functions and rules can be retrieved from the ANFIS after training. A commensurate number of components is designed and built. The components are tested individually and in various combinations of hardware and software segments. Two categories of tests, namely, load regulation, and line regulation will be carried out to evaluate the performance of the proposed control system. Test results demonstrate the advantages and flexibilities of the ANFIS for the DC-DC converter.
引用
收藏
页码:2623 / 2629
页数:7
相关论文
共 50 条
  • [1] Hardware implementation of an adaptive network-based fuzzy controller for DC-DC converters
    Rubaai, A
    Ofoli, AR
    Burge, L
    Garuba, M
    IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2005, 41 (06) : 1557 - 1565
  • [2] Adaptive fuzzy logic controller for DC-DC converters
    Elmas, Cetin
    Deperlioglu, Omer
    Sayan, Hasan Huseyin
    EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (02) : 1540 - 1548
  • [3] FPGA implementation of a fuzzy controller for automobile DC-DC converters
    Alvarez, Jacobo
    Lago, Alfonso
    Nogueiras, Andres
    Martinez-Penalver, Carlos
    Marcos, Jorge
    Doval, Jesus
    Lopez, Oscar
    2006 IEEE INTERNATIONAL CONFERENCE ON FIELD PROGRAMMABLE TECHNOLOGY, PROCEEDINGS, 2006, : 237 - +
  • [4] A Novel Adaptive Fuzzy Logic Controller for DC-DC Buck Converters
    Kieu-Xuan, Thuc
    Quach, Duc-Cuong
    ADVANCES IN INFORMATION AND COMMUNICATION, FICC, VOL 2, 2023, 652 : 446 - 454
  • [5] Research on the Reconfigurable Implementation of Neural Network Controller Based on FPGA for DC-DC Converters
    Shen, Yanxia
    Li, Tai
    Ji, Zhicheng
    ADVANCES IN NEURAL NETWORKS - ISNN 2009, PT 2, PROCEEDINGS, 2009, 5552 : 1152 - 1159
  • [6] Real-time implementation of a fuzzy logic controller for DC-DC switching converters
    Ofoli, A
    Rubaai, A
    Conference Record of the 2005 IEEE Industry Applications Conference, Vols 1-4, 2005, : 1292 - 1299
  • [7] Design and Real Hardware Implementation of Fuzzy Logic Controller for DC-DC Boost Converter
    Guiza, Dhaouadi
    Ounnas, Djamel
    Soufi, Youcef
    Tidjani, Naoual
    PRZEGLAD ELEKTROTECHNICZNY, 2023, 99 (07): : 101 - 105
  • [8] Reliability challenge for impedance network-based DC-DC boost converters
    Haji-Esmaeili, Mohammad Mehdi
    Babaei, Ebrahim
    INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS, 2018, 46 (03) : 581 - 598
  • [9] General-purpose fuzzy controller for DC-DC converters
    Mattavelli, P
    Rossetto, L
    Spiazzi, G
    Tenti, P
    IEEE TRANSACTIONS ON POWER ELECTRONICS, 1997, 12 (01) : 79 - 86
  • [10] Signal tracking fuzzy logic controller for DC-DC converters
    Khan, KM
    Priemer, R
    1998 MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS, PROCEEDINGS, 1999, : 306 - 309