Analysis of X-ray spectral data with genetic algorithms

被引:36
作者
Golovkin, IE [1 ]
Mancini, RC
Louis, SJ
Lee, RW
Klein, L
机构
[1] Univ Nevada, Dept Phys, Reno, NV 89557 USA
[2] Univ Nevada, Dept Comp Sci, Reno, NV 89557 USA
[3] Lawrence Livermore Natl Lab, Livermore, CA 94550 USA
[4] Howard Univ, Dept Phys & Astron, Washington, DC 20059 USA
关键词
x-ray spectroscopy; plasma diagnostics; data analysis; optimization algorithms;
D O I
10.1016/S0022-4073(02)00035-3
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
An algorithmic method for the analysis of X-ray line spectra using genetic algorithms is presented. This technique permits the extraction of diagnostic information on the emitting medium from the spectral data. As an example of the method, plasma electron number density and temperature are extracted from the analysis of X-ray spectral data recorded in an Ar-doped inertial-confinement-fusion core. For the study of a sequence of gradually changing spectra, a combination of genetic algorithms and case-based reasoning that learns from experience is used to accelerate the analysis. The technique is general and can be applied to other plasma spectroscopy studies including analysis of spatially and temporally resolved line absorption or emission data. (C) 2002 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:625 / 636
页数:12
相关论文
共 19 条
[1]   A genetic algorithm for fitting Lorentzian line shapes in Mossbauer spectra [J].
Ahonen, H ;
deSouza, PA ;
Garg, VK .
NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION B-BEAM INTERACTIONS WITH MATERIALS AND ATOMS, 1997, 124 (04) :633-638
[2]   Genetic algorithm dynamics on a rugged landscape [J].
Bornholdt, S .
PHYSICAL REVIEW E, 1998, 57 (04) :3853-3860
[3]  
CANTUPAZ E, 1997, 97004 U ILL URB
[4]   A genetic algorithm approach to fitting polyatomic spectra via geometry shifts [J].
Dods, J ;
Gruner, D ;
Brumer, P .
CHEMICAL PHYSICS LETTERS, 1996, 261 (06) :612-619
[5]  
Eshelman L. J., 1991, FDN GENETIC ALGORITH, V1, P265, DOI DOI 10.1016/B978-0-08-050684-5.50020-3
[6]  
Goldberg D. E., 1989, GENETIC ALGORITHMS S
[7]  
GOLDWELL RL, 1991, THEORY OPERATION SPE
[8]  
Golovkin IE, 1999, GECCO-99: PROCEEDINGS OF THE GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, P1529
[9]   High-order satellites and plasma gradients effects on the ArHeβ line opacity and intensity distribution [J].
Golovkin, IE ;
Mancini, RC .
JOURNAL OF QUANTITATIVE SPECTROSCOPY & RADIATIVE TRANSFER, 2000, 65 (1-3) :273-286
[10]  
GOLOVKIN IE, 2000, THESIS U NEVADA RENO