Title :
Multi-criteria search and optimization: an application to X-ray plasma spectroscopy
Author :
Golovkin, Igor E. ; Mancini, Roberto C. ; Louis, Sushil J. ; Lee, Richard W. ; Klein, Lewis
Author_Institution :
Dept. of Phys., Nevada Univ., Reno, NV, USA
Abstract :
X-ray spectroscopy diagnostics have been widely used as a standard technique to determine the temperature and density of astrophysical and laboratory plasmas. Traditional techniques have relied on performing an interactive search with a graphical user interface to select theoretical model parameters that best fit the data. We use a Pareto optimal genetic algorithm to drive a search of model parameters that produce high-quality simultaneous fits of spectra and spatially-resolved emissivity profiles. Preliminary results indicate that our Pareto optimal genetic algorithm is able to quickly find physically meaningful solutions
Keywords :
X-ray spectroscopy; astronomy computing; genetic algorithms; operations research; plasma temperature; Pareto optimal genetic algorithm; X-ray plasma spectroscopy; graphical user interface; high-quality simultaneous fits; interactive search; model parameters; multicriteria search; optimization; Genetic algorithms; Hydrodynamics; Laboratories; Physics; Plasma applications; Plasma density; Plasma temperature; Plasma x-ray sources; Spectroscopy; X-ray imaging;
Conference_Titel :
Evolutionary Computation, 2000. Proceedings of the 2000 Congress on
Conference_Location :
La Jolla, CA
Print_ISBN :
0-7803-6375-2
DOI :
10.1109/CEC.2000.870834