Bayesian Determination of Parameters for Plasma-Wall Interactions

被引:6
|
作者
Preuss, Roland [1 ]
Arredondo, Rodrigo [1 ]
von Toussaint, Udo [1 ]
机构
[1] Max Planck Inst Plasma Phys, D-85748 Garching, Germany
关键词
uncertainty quantification; non-intrusive; spectral expansion; plasma-wall interactions; Bayesian analysis; PROGRAM; IONS;
D O I
10.3390/e21121175
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Within the Bayesian framework a non-intrusive uncertainty quantification is performed to assess the uncertainty of ion-solid interaction simulations. For this we employ a reduced-order spectral expansion approach which is capable of confining the number of model runs to a feasible size. Moreover, the method facilitates sensitivity examinations regarding to input parameters of the model. It is applied to the ion-solid simulation program SDTrimSP with several uncertain but normally distributed input parameters, i.e., impact angle alpha, projectile energy E0, and surface binding energy Esb. Consequently, the otherwise hardly accessible model parameter Esb can be estimated in combination with recently acquired experimental data.
引用
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页数:8
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