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Neural Network Prediction of Disruptions Caused by Locked Modes on J-TEXT Tokamak
  • ISSN号:1009-0630
  • 期刊名称:《等离子体科学与技术:英文版》
  • 时间:0
  • 分类:TP183[自动化与计算机技术—控制科学与工程;自动化与计算机技术—控制理论与控制工程] TQ336.1[化学工程—橡胶工业]
  • 作者机构:[1]State Key Laboratory of Advanced Electromagnetic Engineering and Technology, Collegeof Electrical and Electronic Engineering, Huazhong University of Science and Technology,Wuhan 430074, China
  • 相关基金:supported by the National Magnetic Confinement Fusion Science Program of China (Nos. 2010GB107004, 2011GB109001, 2008CB717805) and National Natural Science Foundation of China (Nos. 11275080, 10935004)
中文摘要:

Prediction of disruptions caused by locked modes using the Back-Propagation(BP)neural network is completed on J-TEXT tokamak.The network,which is based on the BP neural network,uses Mirnov coils and locked mode coils signals as input data,and outputs a signal including information of prediction of locked mode.The rate of successful prediction of locked modes is more than 90%.For intrinsic locked mode disruptions,the network can give a prewarning signal about 1 ms ahead of the locking-time.For the disruption caused by resonant magnetic perturbation(RMPs)locked modes,the network can give a prewarning signal about 10 ms ahead of the locking-time.

英文摘要:

Prediction of disruptions caused by locked modes using the Back-Propagation (BP) neural network is completed on J-TEXT tokamak. The network, which is based on the BP neural network, uses Mirnov coils and locked mode coils signals as input data, and outputs a signal including information of prediction of locked mode. The rate of successful prediction of locked modes is more than 90%. For intrinsic locked mode disruptions, the network can give a prewarning signal about 1 ms ahead of the locking-time. For the disruption caused by resonant magnetic perturbation (RMPs) locked modes, the network can give a prewarning signal about 10 ms ahead of the locking-time.

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期刊信息
  • 《等离子体科学与技术:英文版》
  • 主管单位:中国科学院 中国科协
  • 主办单位:中国科学院等离子体物理研究所 中国力学学会
  • 主编:万元熙、谢纪康
  • 地址:合肥市1126信箱
  • 邮编:230031
  • 邮箱:pst@ipp.ac.cn
  • 电话:0551-5591617 5591388
  • 国际标准刊号:ISSN:1009-0630
  • 国内统一刊号:ISSN:34-1187/TL
  • 邮发代号:
  • 获奖情况:
  • 国内外数据库收录:
  • 美国化学文摘(网络版),荷兰文摘与引文数据库,美国工程索引,美国剑桥科学文摘,美国科学引文索引(扩展库),英国科学文摘数据库
  • 被引量:89