An improved deconvolution method for X-ray coded imaging in inertial confinement fusion
- 1. Science and Technology on Plasma Physics Laboratory, Mianyang 621900 (China)
Description
In inertial confinement fusion (ICF), X-ray coded imaging is considered as the most potential means to diagnose the compressed core. The traditional Richardson—Lucy (RL) method has a strong ability to deblur the image where the noise follows the Poisson distribution. However, it always suffers from over-fitting and noise amplification, especially when the signal-to-noise ratio of image is relatively low. In this paper, we propose an improved deconvolution method for X-ray coded imaging. We model the image data as a set of independent Gaussian distributions and derive the iterative solution with a maximum-likelihood scheme. The experimental results on X-ray coded imaging data demonstrate that this method is superior to the RL method in terms of anti-overfitting and noise suppression. (electromagnetism, optics, acoustics, heat transfer, classical mechanics, and fluid dynamics)
Availability note (English)
Available from http://dx.doi.org/10.1088/1674-1056/22/10/104202Additional details
Identifiers
Publishing Information
- Journal Title
- Chinese Physics. B
- Journal Volume
- 22
- Journal Issue
- 10
- Journal Page Range
- [6 p.]
- ISSN
- 1674-1056
INIS
- Country of Publication
- China
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 46066852
- Subject category
- S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS;
- Descriptors DEI
- GAUSS FUNCTION; IMAGES; INERTIAL CONFINEMENT; INHIBITION; ITERATIVE METHODS; MAXIMUM-LIKELIHOOD FIT; NOISE; SIGNAL-TO-NOISE RATIO; X RADIATION
- Descriptors DEC
- CALCULATION METHODS; CONFINEMENT; DIMENSIONLESS NUMBERS; ELECTROMAGNETIC RADIATION; FUNCTIONS; IONIZING RADIATIONS; MATHEMATICAL SOLUTIONS; NUMERICAL SOLUTION; PLASMA CONFINEMENT; RADIATIONS