Decameter‐Sized Earth Impactors—II: A Bayesian Inference Approach to Meteoroid Ablation Modeling

Abstract Small asteroids and large meteoroids frequently impact the Earth, though their physical and material properties remain poorly understood. When observed as fireballs in Earth's atmosphere, these properties can be inferred from their ablation and fragmentation behavior. The 2022 release of previously classified United States Government (USG) satellite sensor data has provided hundreds of new fireball light curves, allowing for more detailed analysis. Here we present a new Bayesian inference method based on dynamic nested sampling that can robustly estimate these objects' physical parameters from their observed light curves, starting from relatively uninformative, flat priors. We validate our method against seven USG sensor‐observed fireballs with independent ground‐based observations and demonstrate that our results are consistent with previous estimates. We then apply our technique to 13 decameter‐size Earth impactors to conduct the most detailed population‐level study of their structure and material strength to date. We identify three structurally distinct groups within the decameter impactors. The first group are primarily structurally homogeneous, weak objects which catastrophically disrupt below MPa. The second group are heterogeneous objects which progressively fragment starting from MPa typically up to MPa. The third group are strong aggregates which remain mostly intact until MPa. Our results also suggest that decameter‐size asteroids fragment in two distinct phases: an initial phase at MPa and a second at MPa. While decimeter‐ to meter‐size objects typically lose most of their mass in the initial phase, larger decameter‐size objects instead lose most of their mass in the second phase.

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Publication Details

Journal
Journal of Geophysical Research Planets
Published
2026-02-01
DOI
https://doi.org/10.1029/2025je009392
Primary Topic
Astro and Planetary Science
Type
article
Field-Weighted Citation Impact
0.00

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article

Decameter‐Sized Earth Impactors—II: A Bayesian Inference Approach to Meteoroid Ablation Modeling

Peter Brown, Ian Chow
Journal of Geophysical Research Planets
Astro and Planetary Science
article

Decameter‐Sized Earth Impactors—II: A Bayesian Inference Approach to Meteoroid Ablation Modeling

Peter Brown, Ian Chow
article en

Abstract

Abstract Small asteroids and large meteoroids frequently impact the Earth, though their physical and material properties remain poorly understood. When observed as fireballs in Earth's atmosphere, these properties can be inferred from their ablation and fragmentation behavior. The 2022 release of previously classified United States Government (USG) satellite sensor data has provided hundreds of new fireball light curves, allowing for more detailed analysis. Here we present a new Bayesian inference method based on dynamic nested sampling that can robustly estimate these objects' physical parameters from their observed light curves, starting from relatively uninformative, flat priors. We validate our method against seven USG sensor‐observed fireballs with independent ground‐based observations and demonstrate that our results are consistent with previous estimates. We then apply our technique to 13 decameter‐size Earth impactors to conduct the most detailed population‐level study of their structure and material strength to date. We identify three structurally distinct groups within the decameter impactors. The first group are primarily structurally homogeneous, weak objects which catastrophically disrupt below MPa. The second group are heterogeneous objects which progressively fragment starting from MPa typically up to MPa. The third group are strong aggregates which remain mostly intact until MPa. Our results also suggest that decameter‐size asteroids fragment in two distinct phases: an initial phase at MPa and a second at MPa. While decimeter‐ to meter‐size objects typically lose most of their mass in the initial phase, larger decameter‐size objects instead lose most of their mass in the second phase.

Journal of Geophysical Research PlanetsVol. 131(2)
Western University (CA)
National Aeronautics and Space Administration, Canada Research Chairs, Nuclear Safety and Security Commission, Natural Sciences and Engineering Research Council of Canada
Openalex Percentile: Top 53%
Astro and Planetary Science
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