Search Results - "Davenport, Frances V."
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Combining Neural Networks and CMIP6 Simulations to Learn Windows of Opportunity for Skillful Prediction of Multiyear Sea Surface Temperature Variability
Published in Geophysical research letters (16-06-2024)“…We use neural networks and large climate model ensembles to explore predictability of internal variability in sea surface temperature (SST) anomalies on…”
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Historical warming has increased U.S. crop insurance losses
Published in Environmental research letters (01-08-2021)“…Abstract Quantification of the sector-specific financial impacts of historical global warming represents a critical gap in climate change impacts assessment…”
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On the impossibility of extreme event thresholds in the absence of global warming
Published in Environmental research letters (01-11-2021)“…Abstract The exceptional severity of recent climate extremes has raised the question of whether some events would have been impossible in the absence of global…”
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Exploring the Influence of Summer Temperature on Human Mobility During the COVID‐19 Pandemic in the San Francisco Bay Area
Published in Geohealth (01-06-2023)“…Studies on the relationship between temperature and local, small scale mobility are limited, and sensitive to the region and time period of interest. We…”
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Using Machine Learning With Partial Dependence Analysis to Investigate Coupling Between Soil Moisture and Near‐Surface Temperature
Published in Journal of geophysical research. Atmospheres (27-06-2023)“…Soil moisture (SM) influences near‐surface air temperature by partitioning downwelling radiation into latent and sensible heat fluxes, through which dry soils…”
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Contribution of historical precipitation change to US flood damages
Published in Proceedings of the National Academy of Sciences - PNAS (26-01-2021)“…Precipitation extremes have increased across many regions of the United States, with further increases anticipated in response to additional global warming…”
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Flood Size Increases Nonlinearly Across the Western United States in Response to Lower Snow‐Precipitation Ratios
Published in Water resources research (01-01-2020)“…Many mountainous and high‐latitude regions have experienced more precipitation as rain rather than snow due to warmer winter temperatures. Further decreases in…”
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Diverse Physical Processes Drive Upper‐Tail Flood Quantiles in the US Mountain West
Published in Geophysical research letters (28-05-2022)“…Floods in the mountainous western U.S. typically arise from rainfall, snowmelt, or rain‐on‐snow (ROS). This implies that streamflow records comprise “mixtures”…”
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Quantifying the Effect of Precipitation on Landslide Hazard in Urbanized and Non‐Urbanized Areas
Published in Geophysical research letters (28-08-2021)“…Although most landslides are precipitation‐triggered, a number of other complex conditions simultaneously predispose any given slope to failure, with the…”
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Emergent Constraints on the Large-Scale Atmospheric Circulation and Regional Hydroclimate: Do They Still Work in CMIP6 and How Much Can They Actually Constrain the Future?
Published in Journal of climate (01-08-2021)“…An emergent constraint (EC) is a statistical relationship, across a model ensemble, between a measurable aspect of the present-day climate (the predictor) and…”
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Machine learning-based extreme event attribution
Published in Science advances (23-08-2024)“…The observed increase in extreme weather has prompted recent methodological advances in extreme event attribution. We propose a machine learning-based approach…”
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Using Machine Learning to Analyze Physical Causes of Climate Change: A Case Study of U.S. Midwest Extreme Precipitation
Published in Geophysical research letters (16-08-2021)“…While global warming has generally increased the occurrence of extreme precipitation, the physical mechanisms by which climate change alters regional and local…”
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