Reduced-order kinetic plasma models using principal component analysis: Model formulation and manifold sensitivity

被引:14
作者
Bellemans, Aurelie [1 ,3 ]
Magin, Thierry [1 ]
Coussement, Axel [2 ]
Parente, Alessandro [2 ]
机构
[1] von Karman Inst Fluid Dynam, Aeronaut & Aerosp Dept, 72 Chaussee Waterloo, B-1640 Rhode St Genese, Belgium
[2] Univ Libre Bruxelles, Serv Aerothermomecan, 50 Ave FD Roosevelt, B-1050 Brussels, Belgium
[3] Univ Libre Bruxelles, ATM, Brussels, Belgium
关键词
COLLISIONAL-RADIATIVE MODEL; IONIZING SHOCKS; ROTATION; PCA;
D O I
10.1103/PhysRevFluids.2.073201
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
Plasma flows involve hundreds of species and thousands of reactions at different time scales, resulting in a very large set of governing equations to solve. Simulating large reacting systems in nonequilibrium plasma mixtures remains a challenge with the currently available computational resources. Principal component analysis (PCA) offers a general and rather simple and automated method to reduce large kinetic mechanisms by principal variable selection. This work shows how to adapt and apply the PCA-scores technique, which has its origin in the combustion field, to a collisional-radiative model. We have successfully applied this technique to argon plasmas, reducing the set of governing equations by more than 90%, leading to an important speed-up of the calculation and a reduction of computational cost.
引用
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页数:18
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