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Kinetic Particle Simulations of Plasma Charging and Dust Transport near Uneven Lunar Surface TerrainZhao, Jianxun; Yan, Guirong; He, Xiaoming; Han, Daoru (, American Institute of Aeronautics and Astronautics)
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Wei, Xinpeng; Zhao, Jianxun; He, Xiaoming; Hu, Zhen; Du, Xiaoping; Han, Daoru (, Journal of Verification, Validation and Uncertainty Quantification)null (Ed.)Abstract This paper presents an adaptive Kriging based method to perform uncertainty quantification (UQ) of the photoelectron sheath and dust levitation on the lunar surface. The objective of this study is to identify the upper and lower bounds of the electric potential and that of dust levitation height, given the intervals of model parameters in the one-dimensional (1D) photoelectron sheath model. To improve the calculation efficiency, we employ the widely used adaptive Kriging method (AKM). A task-oriented learning function and a stopping criterion are developed to train the Kriging model and customize the AKM. Experiment analysis shows that the proposed AKM is both accurate and efficient.more » « less
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Zhao, Jianxun; Wei, Xinpeng; Hu, Zhangli; He, Xiaoming; Han, Daoru; Hu, Zhen; Du, Xiaoping (, AIAA Scitech 2020 Forum)This paper presents a modeling and uncertainty quantification (UQ) study of the photoelectron sheath near the lunar surface. A fully kinetic 3-D finite-difference (FD) particle-in-cell (PIC) code is utilized to simulate the plasma interaction near the lunar surface and the resulting photoelectron sheath. For the uncertainty quantification analysis, this FD-PIC code is treated as a black box providing high-fidelity quantities of interest, which are also used to construct efficient reduced-order models to perform UQ analysis. 1-D configuration is chosen to present the analytic sheath solution as well as to demonstrate the procedure and capability of the UQ analysis.more » « less
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