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Bimodality in reentry latitude predictions for spacecraft in prograde orbits
1Department of Aeronautics & Astronautics, Air Force Institute of Technology, Wright-Patterson AFB, USA.
Journal of Applied Statistics
|January 26, 2023
Summary
Spacecraft reentry latitude predictions show a bimodal probability distribution, indicating a higher likelihood of reentry near the maximum latitudes of a spacecraft
Area of Science:
- Orbital Mechanics and Astrodynamics
- Spacecraft Reentry Analysis
- Statistical Modeling
Background:
- Predicting the precise latitude of spacecraft atmospheric reentry is crucial for safety and operational planning.
- Previous models often assumed a unimodal distribution for reentry latitudes, potentially oversimplifying the phenomenon.
- Low Earth orbits (LEO) below 300 km exhibit complex dynamics influencing reentry trajectories.
Purpose of the Study:
- To investigate the probability distribution functions (PDFs) of atmospheric reentry latitudes for spacecraft in LEO.
- To determine if these PDFs exhibit bimodality and identify factors contributing to this characteristic.
- To develop and validate methods for quantifying reentry latitude bimodality and estimating probability densities.
Main Methods:
- Utilized two-line element (TLE) data for initial spacecraft orbit conditions.
- Incorporated coarse estimates of spacecraft aerodynamic characteristics into parametric simulations.
- Employed computational measures to test for and quantify bimodality in reentry latitude data sets.
- Introduced a novel method for approximating bandwidth in kernel estimation of reentry latitude probability density.
Main Results:
- Probability distribution functions for atmospheric reentry latitudes were found to be bimodal for spacecraft in prograde LEO below 300 km.
- Simulations indicated a greater likelihood of reentry occurring near the latitudinal maxima of a spacecraft's ground track.
- Statistical analysis confirmed that actual reentry latitudes generally fall within 1-sigma of observed hemisphere means.
Conclusions:
- The bimodal nature of reentry latitude PDFs is a significant finding for LEO spacecraft.
- This bimodality suggests a predictable pattern favoring reentry at specific latitudinal extremes.
- The developed statistical methods provide a more accurate approach to modeling and predicting reentry phenomena.
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