A nuclear power plant expert system using artificial neural networks

被引:0
|
作者
Lee, Mal rey
Jeong, Hye-Jin
Choi, Young Joon
Gatton, Thomas M.
机构
[1] ChonBuk Natl Univ, Sch Elect & Informat Engn, JeonJu 561756, ChonBuk, South Korea
[2] Korea Inst Nucl Safety, Nucl Safety Regulat Div, Taejon 305338, South Korea
[3] Natl Univ, Sch Engn & Technol, La Jolla, CA 92037 USA
关键词
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
In this study, ANNs are introduced to act as a bridge between detailed computer codes and compact simulators with an aim to improve the capabilities of compact expert system. The ANNs compensate for the inaccuracies of a compact expert system occurring from simplified governing equations and a reduced number of physical control volumes, and predict the critical parameter usually calculated from the sophisticated computer code. To verify the applicability of the proposed methodology, computer simulations are undertaken for loss of flow accidents (LOFA).
引用
收藏
页码:1239 / 1245
页数:7
相关论文
共 50 条
  • [31] Power system topological observability analysis using artificial neural networks
    Jain, A
    Balasubramanian, R
    Tripathy, SC
    Singh, BN
    Kawazoe, Y
    [J]. 2005 IEEE POWER ENGINEERING SOCIETY GENERAL MEETING, VOLS, 1-3, 2005, : 497 - 502
  • [32] Identification of power system load dynamics using artificial neural networks
    Bostanci, M
    Koplowitz, J
    Taylor, CW
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 1997, 12 (04) : 1468 - 1473
  • [33] Artificial neural networks in power system restoration
    Bretas, AS
    Phadke, AG
    [J]. IEEE TRANSACTIONS ON POWER DELIVERY, 2003, 18 (04) : 1181 - 1186
  • [34] Identification of nuclear power plant transients with neural networks
    Embrechts, MJ
    Benedek, S
    [J]. SMC '97 CONFERENCE PROCEEDINGS - 1997 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-5: CONFERENCE THEME: COMPUTATIONAL CYBERNETICS AND SIMULATION, 1997, : 912 - 916
  • [35] APPLICATION OF NEURAL NETWORKS TO A CONNECTIONIST EXPERT SYSTEM FOR TRANSIENT IDENTIFICATION IN NUCLEAR-POWER-PLANTS
    CHEON, SW
    CHANG, SH
    [J]. NUCLEAR TECHNOLOGY, 1993, 102 (02) : 177 - 191
  • [36] Expert system for a nuclear power plant accident diagnosis using a fuzzy inference method
    Lee M.-R.
    Oh J.-C.
    [J]. Korean Journal of Computational and Applied Mathematics, 2001, 8 (2): : 413 - 426
  • [37] Expert system for nuclear power plant accident diagnosis using a fuzzy inference method
    Lee, MR
    [J]. EXPERT SYSTEMS, 2002, 19 (04) : 201 - 207
  • [38] Neuro-expert monitoring system for nuclear power plant
    Nabeshima, K
    Suzudo, T
    Ohno, T
    Kudo, K
    [J]. KNOWLEDGE-BASED INTELLIGENT INFORMATION ENGINEERING SYSTEMS & ALLIED TECHNOLOGIES, PTS 1 AND 2, 2001, 69 : 1506 - 1510
  • [39] Hybrid accident simulation methodology using artificial neural networks for nuclear power plants
    Choi, YJ
    Kim, HK
    Baek, WP
    Chang, SH
    [J]. INFORMATION SCIENCES, 2004, 160 (1-4) : 207 - 224
  • [40] Fault diagnosis in power systems - Substation level - Through hybird artificial neural networks and expert system
    El-Fergany, AA
    Yousef, MT
    El-Alaily, AA
    [J]. 2001 IEEE/PES TRANSMISSION AND DISTRIBUTION CONFERENCE AND EXPOSITION, VOLS 1 AND 2: DEVELOPING NEW PERSPECTIVES, 2001, : 207 - 211