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A revised lower estimate of ozone columns during Earth’s oxygenated history [PDF]

open access: yesRoyal Society Open Science, 2021
The history of molecular oxygen (O2) in Earth’s atmosphere is still debated; however, geological evidence supports at least two major episodes where O2 increased by an order of magnitude or more: the Great Oxidation Event (GOE) and the Neoproterozoic ...
G. Cooke   +15 more
semanticscholar   +1 more source

Limitations of XAI methods for process-level understanding in the atmospheric sciences

open access: yesArtificial Intelligence for the Earth Systems, 2023
Explainable Artificial Intelligence (XAI) methods are becoming popular tools for scientific discovery in the Earth and atmospheric sciences. While these techniques have the potential to revolutionize the scientific process, there are known limitations ...
Sam J. Silva, Christoph A. Keller
semanticscholar   +1 more source

A Machine Learning Explainability Tutorial for Atmospheric Sciences

open access: yesArtificial Intelligence for the Earth Systems, 2023
With increasing interest in explaining machine learning (ML) models, this paper synthesizes many topics related to ML explainability. We distinguish explainability from interpretability, local from global explainability, and feature importance versus ...
Montgomery Flora   +3 more
semanticscholar   +1 more source

Challenges and benchmark datasets for machine learning in the atmospheric sciences: Definition, status and outlook

open access: yesArtificial Intelligence for the Earth Systems, 2022
Benchmark datasets and benchmark problems have been a key aspect for the success of modern machine learning applications in many scientific domains.
P. Dueben   +5 more
semanticscholar   +1 more source

A Primer on Phased Array Radar Technology for the Atmospheric Sciences

open access: yesBulletin of The American Meteorological Society - (BAMS), 2022
The scientific community has expressed interest in the potential of phased array radars (PARs) to observe the atmosphere with finer spatial and temporal scales.
R. Palmer   +20 more
semanticscholar   +1 more source

Atmospheric Sciences Perspectives on Integrated, Coordinated, Open, Networked (ICON) Science

open access: yesEarth and Space Science, 2022
This collaborative article discusses the opportunities and challenges of adopting integrated, coordinated, open, and networked (ICON) principles in atmospheric sciences.
P. D. Blanken   +11 more
doaj   +1 more source

The Flux‐Differencing Discontinuous Galerkin Method Applied to an Idealized Fully Compressible Nonhydrostatic Dry Atmosphere

open access: yesJournal of Advances in Modeling Earth Systems, 2023
Dynamical cores used to study the circulation of the atmosphere employ various numerical methods ranging from finite‐volume, spectral element, global spectral, and hybrid methods.
A. N. Souza   +16 more
doaj   +1 more source

Editorial for the Special Issue “Atmospheric Dispersion and Chemistry Models: Advances and Applications”

open access: yesAtmosphere, 2023
Atmospheric dispersion and chemical transport models (CTMs) are a key tool in both atmospheric chemistry and environmental sciences [...]
Daniel Viúdez-Moreiras
doaj   +1 more source

Measurements of atmospheric electricity in the Széchenyi István Geophysical Observatory, Hungary [PDF]

open access: yesHistory of Geo- and Space Sciences, 2020
The Széchenyi István Geophysical Observatory, also known as the Nagycenk Geophysical Observatory (NCK), was established in 1957. It has been the only measurement site in Hungary where observations of various parameters of the atmospheric global electric ...
J. Bór   +11 more
doaj   +1 more source

The Impact on the Ozone Layer of a Potential Fleet of Civil Hypersonic Aircraft

open access: yesEarth's Future, 2020
The aeronautical community is currently researching technology that might lead to commercial hypersonic aircraft that would cruise at Mach 5–8 in the middle or upper stratosphere and would transfer passengers from London to New York or from Los Angeles ...
Douglas Kinnison   +4 more
doaj   +1 more source

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