Research on the Reconfigurable Implementation of Neural Network Controller Based on FPGA for DC-DC Converters

被引：0
|
作者：
Shen, Yanxia [1 ]
Li, Tai [1 ]
Ji, Zhicheng [1 ]
机构：
[1] Jiangnan Univ, Sch Commun & Control Engn, Wuxi 214122, Peoples R China
来源：
ADVANCES IN NEURAL NETWORKS - ISNN 2009, PT 2, PROCEEDINGS | 2009年 / 5552卷
关键词：
Neural network; FPGA implementation; Hardware implementation; Reconfigurable design;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
A neural network controller for DC/DC buck converters is proposed, and then the hardware implementation problem of the controller based on FPGA is discussed in this paper. The neural network is trained using bp method. The reconfigurable feature is analyzed and then three basic reconfigurable units are built based on SG / Simulink. The simulation results show that the FPGA-based reconfigurable neural network controller can not only achieve good performances but effectively save resources.
引用
收藏
页码：1152 / 1159
页数：8
相关论文
共 50 条
  • [1] 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 - +
  • [2] Hardware implementation of an adaptive network-based fuzzy controller for DC-DC converters
    Rubaai, A
    Ofoli, A
    CONFERENCE RECORD OF THE 2004 IEEE INDUSTRY APPLICATIONS CONFERENCE, VOLS 1-4: COVERING THEORY TO PRACTICE, 2004, : 2623 - 2629
  • [3] 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
  • [4] FPGA implementation of digital controller for DC-DC buck converter
    Milanovic, M
    Truntic, M
    Slibar, P
    Fifth International Workshop on System-on-Chip for Real-Time Applications, Proceedings, 2005, : 439 - 443
  • [5] Three phase bidirectional DC-DC converters based neural network controller for renewable energy sources
    Gaied, Hajer
    Aymen, Flah
    Kraiem, Habib
    El-Bayeh, Claude Ziad
    Said, Yahia
    Almalki, Mishari Metab
    FRONTIERS IN ENERGY RESEARCH, 2024, 12
  • [6] Design of intelligent power controller for DC-DC converters using CMAC neural network
    Hsu, Chun-Fei
    NEURAL COMPUTING & APPLICATIONS, 2009, 18 (01): : 93 - 103
  • [7] Neural Network based Sliding Mode Control for DC-DC Converters
    Fan, Liping
    Yu, Yazhou
    MECHATRONICS AND INTELLIGENT MATERIALS, PTS 1 AND 2, 2011, 211-212 : 395 - 399
  • [8] A Novel Implementation of an FPGA-Based Controller for Conducted-Noise Reduction in Randomly Switched DC-DC Converters
    Dousoky, Gamal M.
    Shoyama, Masahito
    Ninomiya, Tamotsu
    APEC: 2009 IEEE APPLIED POWER ELECTRONICS CONFERENCE AND EXPOSITION, VOLS 1- 4, 2009, : 65 - +
  • [9] FPGA design and implementation of Digital PWM technique for DC-DC Converters
    Shettar, Archana C.
    Sudarshan, K. M.
    Rehman, Syed
    2016 IEEE INTERNATIONAL CONFERENCE ON RECENT TRENDS IN ELECTRONICS, INFORMATION & COMMUNICATION TECHNOLOGY (RTEICT), 2016, : 918 - 920
  • [10] A Review of Compensator Design for Digital Controller Implementation for DC-DC Converters
    Channappanavar, Rajat
    Mishra, Santanu
    2018 IEEE ENERGY CONVERSION CONGRESS AND EXPOSITION (ECCE), 2018, : 1401 - 1406
12345