Adaptive Gaussian Mixture Filtering for Multi-sensor Maneuvering Cislunar Space Object Tracking
Successful space domain awareness (SDA) requires maintaining track custody of cooperative and noncooperative cislunar space objects (CSOs) through both ballistic and maneuvering trajectories. The surveillance of CSOs is particularly challenging due to the underlying chaotic multi-body dynamics, whic...
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| Published in | The Journal of the astronautical sciences Vol. 72; no. 1 |
|---|---|
| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
New York
Springer US
08.01.2025
Springer Nature B.V |
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| ISSN | 2195-0571 0021-9142 2195-0571 |
| DOI | 10.1007/s40295-024-00478-z |
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| Abstract | Successful space domain awareness (SDA) requires maintaining track custody of cooperative and noncooperative cislunar space objects (CSOs) through both ballistic and maneuvering trajectories. The surveillance of CSOs is particularly challenging due to the underlying chaotic multi-body dynamics, which makes uncertainty propagation more difficult when compared to Keplerian orbits. While methods exist for tracking cooperative spacecraft using high accuracy range measurements, the problem of passive noncooperative maneuvering CSO tracking has received considerably less attention. In this paper, CSO motion is modeled as a jump Markov system (JMS), where the CSO modality is unknown and subject to random switching. A novel adaptive Bayesian filter is proposed and shown to successfully maintain CSO track custody through both ballistic and maneuvering phases of an Artemis I-like trajectory. |
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| AbstractList | Successful space domain awareness (SDA) requires maintaining track custody of cooperative and noncooperative cislunar space objects (CSOs) through both ballistic and maneuvering trajectories. The surveillance of CSOs is particularly challenging due to the underlying chaotic multi-body dynamics, which makes uncertainty propagation more difficult when compared to Keplerian orbits. While methods exist for tracking cooperative spacecraft using high accuracy range measurements, the problem of passive noncooperative maneuvering CSO tracking has received considerably less attention. In this paper, CSO motion is modeled as a jump Markov system (JMS), where the CSO modality is unknown and subject to random switching. A novel adaptive Bayesian filter is proposed and shown to successfully maintain CSO track custody through both ballistic and maneuvering phases of an Artemis I-like trajectory. |
| ArticleNumber | 2 |
| Author | LeGrand, Keith A. Iannamorelli, John L. |
| Author_xml | – sequence: 1 givenname: John L. surname: Iannamorelli fullname: Iannamorelli, John L. organization: School of Aeronautics and Astronautics, Purdue University – sequence: 2 givenname: Keith A. orcidid: 0000-0003-3212-7201 surname: LeGrand fullname: LeGrand, Keith A. email: klegrand@purdue.edu organization: School of Aeronautics and Astronautics, Purdue University |
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| Keywords | Maneuvering object tracking Cislunar space Space domain awareness Negative information Nonlinear estimation Random finite sets |
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| SubjectTerms | Aerospace Technology and Astronautics Cislunar space Engineering Maneuvers Mathematical Applications in the Physical Sciences Original Article Space Exploration and Astronautics Space Sciences (including Extraterrestrial Physics Spacecraft tracking Trajectories |
| Title | Adaptive Gaussian Mixture Filtering for Multi-sensor Maneuvering Cislunar Space Object Tracking |
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