Realization of automatic data cleaning and feedback conditioning for J-TEXT ECEI signals based on machine learning

Zhichao Zhang,Zhoujun Yang,Yuan Gao,Xianqian Zha, Ziyang Jin,Qiang Luo,Wei Zheng, Qing Zhao,Nengchao Wang,Li Gao,Yuan Pan

Fusion Engineering and Design（2022）

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摘要

•A classification algorithm with high classification accuracy rate based on machine learning is designed to classify J-TEXT ECEI signals.•In order to improve the quality of the ECEI signal, a feedback conditioning unit was developed that combines the J-TEXT ECEI digital control function and a classification algorithm.

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关键词

Electron Cyclotron Emission Imaging (ECEI) diagnostics,ECEI signals,machine learning,data cleaning,feedback conditioning

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