Adaptive Kriging Method for Uncertainty Quantification of the Photoelectron Sheath and Dust Levitation on the Lunar Surface
dc.contributor.author | Wei, Xinpeng | |
dc.contributor.author | Zhao, Jianxun | |
dc.contributor.author | He, Xiaoming | |
dc.contributor.author | Hu, Zhen | |
dc.contributor.author | Du, Xiaoping | |
dc.contributor.author | Han, Daoru | |
dc.contributor.department | Mechanical and Energy Engineering, School of Engineering and Technology | en_US |
dc.date.accessioned | 2022-04-15T16:51:50Z | |
dc.date.available | 2022-04-15T16:51:50Z | |
dc.date.issued | 2021 | |
dc.description.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. | en_US |
dc.eprint.version | Author's manuscript | en_US |
dc.identifier.citation | Wei, X., Zhao, J., He, X., Hu, Z., Du, X., & Han, D. (2021). Adaptive Kriging Method for Uncertainty Quantification of the Photoelectron Sheath and Dust Levitation on the Lunar Surface. Journal of Verification, Validation and Uncertainty Quantification, 6(1). https://doi.org/10.1115/1.4050073 | en_US |
dc.identifier.uri | https://hdl.handle.net/1805/28505 | |
dc.language.iso | en | en_US |
dc.publisher | ASME | en_US |
dc.relation.isversionof | 10.1115/1.4050073 | en_US |
dc.relation.journal | Journal of Verification, Validation and Uncertainty Quantification | en_US |
dc.rights | Publisher Policy | en_US |
dc.source | Author | en_US |
dc.subject | dust | en_US |
dc.subject | levitation | en_US |
dc.subject | uncertainty quantification | en_US |
dc.subject | lunar surface | en_US |
dc.title | Adaptive Kriging Method for Uncertainty Quantification of the Photoelectron Sheath and Dust Levitation on the Lunar Surface | en_US |
dc.type | Article | en_US |