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Author:

Yan, Mingfei (Yan, Mingfei.) | Hu, Huasi (Hu, Huasi.) | Hu, Guang (Hu, Guang.) | Liu, Zhihua (Liu, Zhihua.) | He, Chao (He, Chao.) | Yi, Qiang (Yi, Qiang.)

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Abstract:

Neutron coded imaging is an effective tool for diagnosing the shape, size and symmetry of deuterium (D)–tritium (T) plasma in inertial confinement fusion (ICF). It can provide an important reference for designing and improving the DT pellet and confinement configuration. Image reconstruction algorithms play a role of reconstructing the source images from the blurred coded images and the point spread functions (PSFs) of imaging systems. Conventionally, the convolution model is used as the mathematical model for neutron coded imaging reconstruction, but it applies only to the spatially invariant PSF. In this paper, the linear equations model is regarded as the mathematical model for the reconstruction, and it can also be suitable for spatially variant PSF. In the reconstruction, the spatially variant PSFs were simulated through Monte Carlo method. Then an improved genetic algorithm (IGA) for the source image reconstruction was proposed. The comparison of its performance with other types of deterministic algorithms (like the algorithm with total variation (TV) minimization) was conducted, and the results showed that the IGA has better performance in source reconstruction regardless of the utilization of TV sparse prior. © 2020

Keyword:

Genetic algorithms Heuristic algorithms Image enhancement Image reconstruction Inertial confinement fusion Monte Carlo methods Neutrons Optical transfer function

Author Community:

  • [ 1 ] [Yan, Mingfei]School of Energy and Power Engineering, Xi'an Jiaotong University, Xi'an; 710049, China
  • [ 2 ] [Hu, Huasi]School of Energy and Power Engineering, Xi'an Jiaotong University, Xi'an; 710049, China
  • [ 3 ] [Hu, Guang]School of Energy and Power Engineering, Xi'an Jiaotong University, Xi'an; 710049, China
  • [ 4 ] [Liu, Zhihua]Department of Nuclear, Plasma and Radiological Engineering, University of Illinois at Urbana-Champaign, Champaign; 61820, United States
  • [ 5 ] [He, Chao]Institute of Nuclear Physics and Chemistry, China Academy of Engineering Physics, Mianyang; 621900, China
  • [ 6 ] [Yi, Qiang]Institute of Nuclear Physics and Chemistry, China Academy of Engineering Physics, Mianyang; 621900, China

Reprint Author's Address:

  • [Hu, Huasi]School of Energy and Power Engineering, Xi'an Jiaotong University, Xi'an; 710049, China;;

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Source :

Nuclear Instruments and Methods in Physics Research, Section A: Accelerators, Spectrometers, Detectors and Associated Equipment

ISSN: 0168-9002

Year: 2021

Volume: 985

1 . 4 5 5

JCR@2020

ESI Discipline: PHYSICS;

ESI HC Threshold:26

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count: 6

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 4

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