Averaging Atmospheric Gas Concentration Data using Wasserstein Barycenters
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Abstract (arXiv)
Hyperspectral satellite images report greenhouse gas concentrations worldwide on a daily basis. While taking simple averages of these images over time produces a rough estimate of relative emission rates, atmospheric transport means that simple averages fail to pinpoint the source of these emissions. We propose using Wasserstein barycenters coupled with weather data to average gas concentration data sets and better concentrate the mass around significant sources.
Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). First posted on arXiv 6 Oct 2020.
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- 2021Sampling From the Wasserstein Barycentercited by 5
- 2021Sampling From the Wasserstein Barycenter4 May 2021