Search Results for author: Henry Odbert

Found 2 papers, 1 papers with code

A deep mixture density network for outlier-corrected interpolation of crowd-sourced weather data

no code implementations25 Jan 2022 Charlie Kirkwood, Theo Economou, Henry Odbert, Nicolas Pugeault

However, as the number of available observation sites increases, so too does the opportunity for data quality issues to emerge, particularly given that many of these sensors do not have the benefit of official maintenance teams.

Outlier Detection

A framework for probabilistic weather forecast post-processing across models and lead times using machine learning

1 code implementation6 May 2020 Charlie Kirkwood, Theo Economou, Henry Odbert, Nicolas Pugeault

In this paper, we use a road surface temperature example to demonstrate a three-stage framework that uses machine learning to bridge the gap between sets of separate forecasts from NWP models and the 'ideal' forecast for decision support: probabilities of future weather outcomes.

BIG-bench Machine Learning Decision Making

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