2017
DOI: 10.3847/1538-3881/153/2/87
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Analyzing Meteoroid Flights Using Particle Filters

Abstract: Fireball observations from camera networks provide position and time information along the trajectory of a meteoroid that is transiting our atmosphere. The complete dynamical state of the meteoroid at each measured time can be estimated using Bayesian filtering techniques. A particle filter is a novel approach to modelling the uncertainty in meteoroid trajectories and incorporates errors in initial parameters, the dynamical model used and observed position measurements. Unlike other stochastic approaches, a pa… Show more

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Cited by 14 publications
(16 citation statements)
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“…Only 6 shutter breaks are resolvable on the image after the explosion on the Billa Kalina image, all < 4 • on the horizon. Using the particle filter method of Sansom et al (2017) on these data, we find that the main mass at this stage was only a couple of kilograms at the most. We are only able to track down to 33.4 km at 8.4 km s −1 .…”
Section: Dn150102 01 -Kalabitymentioning
confidence: 97%
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“…Only 6 shutter breaks are resolvable on the image after the explosion on the Billa Kalina image, all < 4 • on the horizon. Using the particle filter method of Sansom et al (2017) on these data, we find that the main mass at this stage was only a couple of kilograms at the most. We are only able to track down to 33.4 km at 8.4 km s −1 .…”
Section: Dn150102 01 -Kalabitymentioning
confidence: 97%
“…The particle filter method of Sansom et al (2017) can also be used to put a lower bound on the initial mass of the meteoroid. The near lack of deceleration before the main explosion implies that the mass to cross-section area ratio was large.…”
Section: Dn150102 01 -Kalabitymentioning
confidence: 99%
“…While the method of Sansom et al. () was still in development at the time of the fall, the reanalysis of the fireball with this new technique is remarkably consistent with the main mass found, requiring just a small number of high‐quality astrometric data points. This validates the method, and will drastically reduce the search area for future observed falls.…”
Section: Discussionmentioning
confidence: 75%
“…The initiation of other filter parameters, including the multimodal density distribution, are described in Sansom et al. () with ranges given in table of their work. As a calibrated light curve was not attainable, brightness values were not included in this analysis, making it a purely dynamic solution.…”
Section: Fireball Trajectory Analysismentioning
confidence: 99%
“…With c d = drag coefficient, c h = heat-transfer coefficient, H = destruction, enthalpy by kg, ρ atm = gas density, M = meteoroid mass, M e = pre-entry mass, S = middle section area, S e = pre-entry middle section area, µ = shape change coefficient, we These four parameters can be reduced to three if only the deceleration of the meteoroid is considered, and not its mass loss (Sansom et al 2017). After Turchak & Gritsevich (2014) Eqs.…”
Section: Deceleration Modelmentioning
confidence: 99%