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Real-time implementation with FPGA-based DAQ system of a probabilistic disruption predictor from scratch

机译:从头开始使用基于FPGA的DAQ系统实时实现概率中断预测器

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摘要

Real-time (RT) disruption prediction (DP) is essential to trigger mitigation actions that avoid irreversible damage to the devices. This paper deals with disruption mitigation alarms and performs the RT implementation of a probabilistic predictor. The RT implementation has been carried out with a fast controller with DAQ FPGA-based data acquisition devices corresponding to ITER catalogue (in particular, a reconfigurable Input/Output platform has been used). Up to three input signals have been used and relevant information for the prediction is extracted from the temporal and the frequency domains. The signals are read from the JET database. Then D/A conversions are carried out and used as inputs to the real time system. In this way, the whole process of digitization, data analysis and prediction is performed. The computation time for each prediction takes less than 200 mu s.
机译:实时(RT)中断预测(DP)对于触发缓解措施至关重要,以避免对设备造成不可逆转的损害。本文讨论了缓解干扰警报,并执行了概率预测器的RT实现。 RT的实现是使用快速控制器进行的,该控制器具有与ITER目录相对应的基于DAQ FPGA的数据采集设备(特别是已使用可重新配置的输入/输出平台)。已经使用了多达三个输入信号,并且从时域和频域中提取了相关的预测信息。从JET数据库读取信号。然后执行D / A转换并将其用作实时系统的输入。以这种方式,执行数字化,数据分析和预测的整个过程。每个预测的计算时间少于200μs。

著录项

  • 来源
    《Fusion Engineering and Design》 |2018年第4期|179-182|共4页
  • 作者单位

    CIEMAT, Lab Nacl Fus, Avda Complutense 40, E-28040 Madrid, Spain;

    Univ Politecn Madrid, Grp Invest Instrumentat & Acust Aplicada, Madrid, Spain;

    Univ Politecn Madrid, Grp Invest Instrumentat & Acust Aplicada, Madrid, Spain;

    CIEMAT, Lab Nacl Fus, Avda Complutense 40, E-28040 Madrid, Spain;

    CIEMAT, Lab Nacl Fus, Avda Complutense 40, E-28040 Madrid, Spain;

    UNED, Dept Informat & Automat, Madrid, Spain;

    Consorzio RFX, Corso Stati Uniti 4, I-35127 Padua, Italy;

    Univ Politecn Madrid, Grp Invest Instrumentat & Acust Aplicada, Madrid, Spain;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《生物学医学文摘》(MEDLINE);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Disruption prediction; Real-time; Machine learning; Venn predictors; Data acquisition; Fpga;

    机译:中断预测;实时;机器学习;Venn预测器;数据采集;Fpga;

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