A unified design method which generates a fault tolerant MLP while minimizing the quantization effects

被引:0
|
作者
Kwon, OJ [1 ]
Bang, SY [1 ]
机构
[1] Elect & Telecommun Res Inst, Technol Demand Forecasting Team, Yusung Gu, Daejeon 305350, South Korea
关键词
fault tolerance; quantization; augmentation;
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
We earlier presented a method to design a fault tolerant MLP which satisfies a desired level of robustness. We also separately presented an effective method to design an MLP which minimizes the effects of the quantization of the weights and the activation function caused by its hardware implementation with digital technology after the off-line learning. They are two of the critical problems which should be dealt with when we try to implement an MLP with hardware. In this paper we present a unified method which designs a fault tolerant MLP while minimizing the quantization effects.
引用
收藏
页码:566 / 569
页数:4
相关论文
共 50 条
  • [1] A design method of an MLP minimizing the quantization effect of the weights and the neuron outputs
    Kwon, OJ
    Bang, SY
    PROGRESS IN CONNECTIONIST-BASED INFORMATION SYSTEMS, VOLS 1 AND 2, 1998, : 279 - 282
  • [2] A design method of fault tolerant control
    Morii, A
    Kamiya, T
    Hamaguchi, T
    Togari, Y
    Itoh, T
    Hashimoto, Y
    SYSTEM STRUCTURE AND CONTROL 2001, VOLS 1 AND 2, 2001, : 531 - 536
  • [3] UNIFIED METHOD FOR ANALYZING MISSION RELIABILITY FOR FAULT TOLERANT COMPUTER SYSTEMS
    BRICKER, JL
    IEEE TRANSACTIONS ON RELIABILITY, 1972, R 22 (02) : 72 - 77
  • [4] A Design Method for Fault Reconfiguration and Fault-Tolerant Control of a Servo Motor
    He, Jing
    Zhang, Changfan
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2013, 2013
  • [5] Fault detection filter design for switched systems with quantization effects
    Li, Jian
    Park, Ju H.
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2016, 353 (11): : 2431 - 2450
  • [6] An Adaptive Fault Tolerant Flight Control Law Design Method
    Wang, Yanchao
    Sun, Xun
    INTERNATIONAL CONFERENCE ON ELECTRICAL AND CONTROL ENGINEERING (ICECE 2015), 2015, : 299 - 302
  • [7] Adaptive robust fault tolerant control design for a class of nonlinear uncertain MIMO systems with quantization
    Ao, Wei
    Song, Yongdong
    Wen, Changyun
    ISA TRANSACTIONS, 2017, 68 : 63 - 72
  • [8] Robust fault tolerant control based on sliding mode method for uncertain linear systems with quantization
    Hao, Li-Ying
    Yang, Guang-Hong
    ISA TRANSACTIONS, 2013, 52 (05) : 600 - 610
  • [9] A New Fault-tolerant Method for Wireless Sensor Network Design
    Ma Chuang
    Liu Hong-wei
    Zhou Hai-ying
    Wu Zhi-bo
    Yang Xiao-zong
    Xiao Xi-bo
    2012 WORLD AUTOMATION CONGRESS (WAC), 2012,
  • [10] Iterative Learning Fault-Tolerant Control for Networked Batch Processes with Multirate Sampling and Quantization Effects
    Gao, Ming
    Sheng, Li
    Zhou, Donghua
    Gao, Furong
    INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2017, 56 (09) : 2515 - 2525