Since 18 of December 2019 conferences.iaea.org uses Nucleus credentials. Visit our help pages for information on how to Register and Sign-in using Nucleus.

9–12 Sept 2025
Fudan University, Shanghai, China
Europe/Vienna timezone

Gaussian process tomography for soft x-ray array and MHD mode analysis on HL-3 tokamak

9 Sept 2025, 17:20
15m
Auditorium Hall HGX 102 (Guanghua Twin Tower) (Fudan University, Shanghai, China)

Auditorium Hall HGX 102 (Guanghua Twin Tower)

Fudan University, Shanghai, China

220 Handan Road, Yangpu District, Shanghai, China 邯郸路 220 号 复旦大学
Oral (Short) Inverse Problems and Image Processing Inverse Problems and Image Processing

Speaker

Sen Xu (Southwestern Institute of Physics)

Description

A new soft X-ray (SXR) array system based on ceramic circuit boards has been installed on HL-3 tokamak to provide line-integrated measurements of the plasma emissivity in the energy range of 0.1–20 keV, which contains important information for the study of magnetohydrodynamic (MHD) activity. The lines-of-sight of this diagnostic cover a substantial portion of the poloidal cross-section, creating favorable conditions for two-dimensional tomographic reconstruction of the SXR emissivity. To investigate MHD behavior in HL-3, a Bayesian-based Gaussian Process Tomography (GPT) method has been developed to reconstruct local emissivity profiles from a limited number of noisy line-integrated measurements. To enhance the accuracy and reliability of the tomographic reconstruction, the non-negativity of emissivity is enforced in GPT using truncated Gaussian by Gibbs sampler, and knowledge about equilibrium magnetic geometry is incorporated into the construction through an anisotropic covariance matrix. The singular value decomposition (SVD) technique is employed to analyze the SXR emissivity and to extract the spatial and temporal features of MHD activity. The GPT method has been validated using both synthetic and experimental SXR data from HL-3 plasmas. For example, a growing m=1 mode localizing near the q=1 surface was observed as a precursor to a sawtooth oscillation, appearing before the crash and rapidly vanishing afterward. MHD activity under high-$\beta_N$ conditions has also been investigated. During a discharge with $\beta_N\sim$ 2.1, both 2/1 and 1/1 modes were simultaneously observed, which exhibited the same frequency but were located at different radial positions.

Speaker's email address xusen@swip.ac.cn
Speaker's Affiliation Southwestern Institute of Physics
Member State or International Organizations China

Author

Sen Xu (Southwestern Institute of Physics)

Co-authors

Prof. W. Chen (Southwestern Institute of Physics) Prof. D. Li (Southwestern Institute of Physics) Prof. Y.B. Dong (Southwestern Institute of Physics)

Presentation materials

There are no materials yet.