A disruption predictor based on fuzzy logic applied to JET database

被引:7
|
作者
Vagliasindi, Guido [1 ]
Murari, Andrea [2 ]
Arena, Paolo [1 ]
Fortuna, Luigi [3 ]
Johnson, Mike [4 ]
Howell, David [4 ]
机构
[1] Univ Catania, Dept Elect & Elect Syst Engn, I-95125 Catania, Italy
[2] Assoc EURATOM ENEA Fus, Consorzio RFX, I-35127 Padua, Italy
[3] Univ Catania, Sch Engn, I-95125 Catania, Italy
[4] UKAEA Euratom Fus Assoc, Culham Sci Ctr, Abingdon OX14 3DB, Oxon, England
关键词
disruption prediction; fuzzy logic; tokamak;
D O I
10.1109/TPS.2007.914067
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
Disruptions remain a serious issue for International Thermonuclear Experimental Reactor (ITER) and the commercial reactor. In the past years, significant efforts have been devoted to the development of reliable disruption predictors. In this paper, the potential of fuzzy logic in this field is explored. A new disruption predictor for Joint European Torus (JET), which is based on fuzzy logic, was tested off-line using data collected during several JET campaigns, covering a very wide range of scenarios and plasma parameters. In the standard configuration, it was able to predict 92% of disruptions with about 18% of false alarms (FAs). The flexibility of the approach, which is to provide a different tradeoff between missed and FAs, depending on the desired results in terms of safety, is demonstrated. The potential of the technique to help quantifying the risks that are associated with the operation outside the already explored parameter space is also discussed.
引用
收藏
页码:253 / 262
页数:10
相关论文
共 50 条
  • [31] Fuzzy logic based nonlinear Kalman filter applied to mobile robots modelling
    Carrasco, R
    Cipriano, A
    2004 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-3, PROCEEDINGS, 2004, : 1485 - 1490
  • [32] Fuzzy object-oriented database modeling coupled with fuzzy logic
    Yazici, A
    Koyuncu, M
    FUZZY SETS AND SYSTEMS, 1997, 89 (01) : 1 - 26
  • [33] The Prague Seminar of Applied Mathematical Logic and its work on fuzzy logic
    Hajek, P
    Harmancova, D
    FUZZY SETS AND SYSTEMS, 1996, 82 (01) : 128 - 129
  • [34] Application of fuzzy logic for fault isolation of jet engines
    Ganguli, R
    JOURNAL OF ENGINEERING FOR GAS TURBINES AND POWER-TRANSACTIONS OF THE ASME, 2003, 125 (03): : 617 - 623
  • [35] Fuzzy Logic Augmentation of the Multiverse Optimizer Applied to Fuzzy Controllers Design
    Amezquita, Lucio
    Castillo, Oscar
    Soria, Jose
    Cortes-Antonio, Prometeo
    JOURNAL OF MULTIPLE-VALUED LOGIC AND SOFT COMPUTING, 2022, 39 (5-6) : 591 - 613
  • [36] Fuzzy Cognitive Maps and Fuzzy Logic applied in industrial processes control
    de Souza, Lucas Botoni
    Soares, Patrick Prieto
    Mendonca, Marcio
    Mourhir, Asmaa
    Papageorgiou, Elpiniki I.
    2018 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2018,
  • [37] Conceptual Modeling Through Fuzzy Logic for Spatial Database
    Kumar, Narander
    Verma, Ram Singar
    Kurmi, Jitendra
    PROCEEDINGS OF THE INTERNATIONAL CONGRESS ON INFORMATION AND COMMUNICATION TECHNOLOGY, ICICT 2015, VOL 2, 2016, 439 : 457 - 465
  • [38] Image database search using fuzzy and quantum logic
    Schmitt, Ingo
    Nuernberger, Andreas
    2007 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-4, 2007, : 2064 - +
  • [39] Fuzzy logic control applied to the ball & beam system
    Castillo, A
    Soto, R
    PROCEEDINGS ISAI/IFIS 1996 - MEXICO - USA COLLABORATION IN INTELLIGENT SYSTEMS TECHNOLOGIES, 1996, : 469 - 471
  • [40] FUZZY LOGIC APPLIED TO ORGANIZATIONAL DESIGN OF THE ADMINISTRATIVE MANAGEMENT
    Pamucar, Dragan
    Djorovic, Boban
    METALURGIA INTERNATIONAL, 2012, 17 (05): : 87 - 96