Title :
PCA modeling of the L-shell Copper X-pinch plasma produced by the compact generator of ecole polytechnique
Author :
Larour, Jean ; Aranchuk, Leonid E. ; Yilmaz, M. Fatih ; Eleyan, Alaa ; Danisman, Yusuf
Author_Institution :
Lab. de Phys. des Plasmas (LPP), UPMC, Palaiseau, France
Abstract :
Summary form only given. Principal Component Analysis is applied and compared with the line ratios of special Ne-like transitions for investigating the electron beam effects on the L-shell Cu synthetic spectra1. The database for the principal component extraction is created over a non-LTE collisional radiative L-shell Copper model2. The extracted principal components are used as a database for Artificial Neural Network in order to estimate the plasma electron temperature, density and beam fractions from a representative time integrated spatially resolved L-Shell Cu X-pinch plasma spectrum3,4. The spectrum is produced by the explosion of 25-μm Cu wires on a compact LC (40 kV, 200 kA, 200 ns) generator5. The modeled plasma electron temperatures are about Te~125 eV and Ne=7×1019 cm-3 in the presence of the fraction of the beams with f~0.01 and centered energy of ~10 keV.
Keywords :
copper; electron beams; electron density; exploding wires; pinch effect; plasma density; plasma sources; plasma temperature; principal component analysis; Cu; Ecole Polytechnique; L-shell copper X-pinch plasma production; PCA modeling; artificial neural network; compact generator; copper wire explosion; current 200 kA; electron beam effects; neon-like transitions; nonLTE collisional radiative L-shell copper model; plasma electron density; plasma electron temperature estimation; principal component analysis; time 200 ns; voltage 40 kV; Artificial neural networks; Biological system modeling; Copper; Generators; Particle beams; Plasmas; Principal component analysis;
Conference_Titel :
Plasma Sciences (ICOPS), 2015 IEEE International Conference on
Conference_Location :
Antalya
DOI :
10.1109/PLASMA.2015.7179878