Climate Modeling in Low Precision: Effects of Both Deterministic and Stochastic Rounding
JOURNAL OF CLIMATE 35:4 (2022) 1215-1229
AutoGeoLabel: Automated Label Generation for Geospatial Machine Learning
ArXiv 2202.00067 (2022)
Supplementary material to "Source attribution of cloud condensation nuclei and their impact on stratocumulus clouds and radiation in the south-eastern Atlantic"
(2022)
Opportunistic experiments to constrain aerosol effective radiative forcing
Atmospheric Chemistry and Physics Copernicus Publications 22:1 (2022) 641-674
Abstract:
Aerosol–cloud interactions (ACIs) are considered to be the most uncertain driver of present-day radiative forcing due to human activities. The nonlinearity of cloud-state changes to aerosol perturbations make it challenging to attribute causality in observed relationships of aerosol radiative forcing. Using correlations to infer causality can be challenging when meteorological variability also drives both aerosol and cloud changes independently. Natural and anthropogenic aerosol perturbations from well-defined sources provide “opportunistic experiments” (also known as natural experiments) to investigate ACI in cases where causality may be more confidently inferred. These perturbations cover a wide range of locations and spatiotemporal scales, including point sources such as volcanic eruptions or industrial sources, plumes from biomass burning or forest fires, and tracks from individual ships or shipping corridors. We review the different experimental conditions and conduct a synthesis of the available satellite datasets and field campaigns to place these opportunistic experiments on a common footing, facilitating new insights and a clearer understanding of key uncertainties in aerosol radiative forcing. Cloud albedo perturbations are strongly sensitive to background meteorological conditions. Strong liquid water path increases due to aerosol perturbations are largely ruled out by averaging across experiments. Opportunistic experiments have significantly improved process-level understanding of ACI, but it remains unclear how reliably the relationships found can be scaled to the global level, thus demonstrating a need for deeper investigation in order to improve assessments of aerosol radiative forcing and climate change.Productivity meets Performance: Julia on A64FX
Institute of Electrical and Electronics Engineers (IEEE) 00 (2022) 549-555