中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Gaussian process tomography based on Bayesian data analysis for soft x-ray and AXUV diagnostics on EAST*

文献类型:期刊论文

作者Chao, Yan1,2; Xu, Liqing1; Hu, Liqun1; Duan, Yanmin1; Wang, Tianbo3; Yuan, Yi1,2; Zhang, Yongkuan1
刊名CHINESE PHYSICS B
出版日期2020-08-01
卷号29
关键词bayesian inference Gaussian process tomography plasma physics
ISSN号1674-1056
DOI10.1088/1674-1056/aba2e4
通讯作者Xu, Liqing(lqxu@ipp.ac.cn) ; Hu, Liqun(lqhu@ipp.ac.cn)
英文摘要This work presents the Gaussian process tomography (GPT) based on Bayesian data analysis and its applications in soft x-ray (SXR) and absolute extreme ultraviolet spectroscopy (AXUV) diagnostics on experimental advanced superconducting tokamak (EAST). This is the first application of the GPT method in the AXUV diagnostic system in fusion devices. It is found that even if only horizontal detector arrays are used to reconstruct the two-dimensional (2D) distribution of SXR and AXUV emissivity fields, the GPT method performs robustly and extremely fast, which enables the GPT method to provide real-time feedback on impurity transport and fast magnetohydrodynamics (MHD) events. By reconstructing SXR emissivity in the poloidal cross section on EAST, anm/n= 1/1 internal kink mode has been observed, and the plasma redistribution due to the kink mode is clearly visible in the reconstructions, wheremis the poloidal mode number andnis the toroidal mode number. Sawtooth-like internal disruptions extended throughout the entire plasma core and mainly driven by them/n= 2/1 mode have been acquired. During the sawtooth-like internal disruption crash phase, the conversion from anm= 2 mode to anm= 1 mode is observed. Using the reconstructed AXUV emissivity field we were able to observe the process of impurity accumulated in the plasma core and the mitigation of core impurity due to neon injection in the plasma edge. The data from all other diagnostics involved in the analysis shows that the reconstructions from AXUV measurements are reliable.
资助项目National Magnetic Confinement Fusion Science Program of China[11505226] ; National Natural Science Foundation of China[11975273]
WOS研究方向Physics
语种英语
WOS记录号WOS:000566186800001
出版者IOP PUBLISHING LTD
资助机构National Magnetic Confinement Fusion Science Program of China ; National Natural Science Foundation of China
源URL[http://ir.hfcas.ac.cn:8080/handle/334002/70299]  
专题中国科学院合肥物质科学研究院
通讯作者Xu, Liqing; Hu, Liqun
作者单位1.Chinese Acad Sci, Hefei Inst Phys Sci, Inst Plasma Phys, Hefei 230031, Peoples R China
2.Univ Sci & Technol China, Hefei 230026, Peoples R China
3.CNNC, Southwestern Inst Phys, Chengdu 610200, Peoples R China
推荐引用方式
GB/T 7714
Chao, Yan,Xu, Liqing,Hu, Liqun,et al. Gaussian process tomography based on Bayesian data analysis for soft x-ray and AXUV diagnostics on EAST*[J]. CHINESE PHYSICS B,2020,29.
APA Chao, Yan.,Xu, Liqing.,Hu, Liqun.,Duan, Yanmin.,Wang, Tianbo.,...&Zhang, Yongkuan.(2020).Gaussian process tomography based on Bayesian data analysis for soft x-ray and AXUV diagnostics on EAST*.CHINESE PHYSICS B,29.
MLA Chao, Yan,et al."Gaussian process tomography based on Bayesian data analysis for soft x-ray and AXUV diagnostics on EAST*".CHINESE PHYSICS B 29(2020).

入库方式: OAI收割

来源:合肥物质科学研究院

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