A differential algebra-based importance sampling method for impact probability computation on Earth resonant returns of near-Earth objects

被引:9
作者
Losacco, Matteo [1 ]
Di Lizia, Pierluigi [1 ]
Armellin, Roberto [2 ]
Wittig, Alexander [3 ]
机构
[1] Politecn Milan, Dept Aerosp Sci & Technol, Via G La Masa 34, I-20156 Milan, Italy
[2] Univ Surrey, Surrey Space Ctr, Guildford GU2 7XH, Surrey, England
[3] Univ Southampton, Aeronaut Astronaut & Computat Engn Unit, Southampton SO17 1BJ, Hants, England
关键词
methods: statistical; celestial mechanics; minor planets; asteroids: individual: (99942) Apophis; FAILURE PROBABILITIES; SUBSET SIMULATION; PROPAGATION; INTEGRATION;
D O I
10.1093/mnras/sty1832
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
A differential algebra-based importance sampling method for uncertainty propagation and impact probability computation on the first resonant returns of near-Earth objects is presented in this paper. Starting from the results of an orbit determination process, we use a differential algebra-based automatic domain pruning to estimate resonances and automatically propagate in time the regions of the initial uncertainty set that include the resonant return of interest. The result is a list of polynomial state vectors, each mapping specific regions of the uncertainty set from the observation epoch to the resonant return. Then, we employ a Monte Carlo importance sampling technique on the generated subsets for impact probability computation. We assess the performance of the proposed approach on the case of asteroid (99942) Apophis. A sensitivity analysis on the main parameters of the technique is carried out, providing guidelines for their selection. We finally compare the results of the proposed method to standard and advanced orbital sampling techniques.
引用
收藏
页码:5474 / 5490
页数:17
相关论文
共 36 条
[1]   A look towards the future in the handling of space science mission geometry [J].
Acton, Charles ;
Bachman, Nathaniel ;
Semenov, Boris ;
Wright, Edward .
PLANETARY AND SPACE SCIENCE, 2018, 150 :9-12
[2]  
[Anonymous], THESIS
[3]  
[Anonymous], AT6ATN8616 LOS AL NA
[4]   Asteroid close encounters characterization using differential algebra: the case of Apophis [J].
Armellin, R. ;
Di Lizia, P. ;
Bernelli-Zazzera, F. ;
Berz, M. .
CELESTIAL MECHANICS & DYNAMICAL ASTRONOMY, 2010, 107 (04) :451-470
[5]   Computing the critical points of the distance function between two Keplerian orbits via rigorous global optimization [J].
Armellin, R. ;
Di Lizia, P. ;
Berz, M. ;
Makino, K. .
CELESTIAL MECHANICS & DYNAMICAL ASTRONOMY, 2010, 107 (03) :377-395
[6]   Estimation of small failure probabilities in high dimensions by subset simulation [J].
Au, SK ;
Beck, JL .
PROBABILISTIC ENGINEERING MECHANICS, 2001, 16 (04) :263-277
[8]  
Berz M., 1999, Modern Map Methods in Particle Beam Physics
[9]   Subset Simulation of a reliability model for radioactive waste repository performance assessment [J].
Cadini, F. ;
Avram, D. ;
Pedroni, N. ;
Zio, E. .
RELIABILITY ENGINEERING & SYSTEM SAFETY, 2012, 100 :75-83
[10]  
Chesley S.R., 2005, P INT ASTR UN, V1, P215