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A review of high impact weather for aviation meteorology
This review paper summarizes current knowledge available for aviation operations related
to meteorology and provides suggestions for necessary improvements in the measurement …
to meteorology and provides suggestions for necessary improvements in the measurement …
Challenges of human—machine collaboration in risky decision-making
The purpose of this paper is to delineate the research challenges of human—machine
collaboration in risky decision-making. Technological advances in machine intelligence …
collaboration in risky decision-making. Technological advances in machine intelligence …
Deep learning on three-dimensional multiscale data for next-hour tornado prediction
This paper describes the development of convolutional neural networks (CNN), a type of
deep-learning method, to predict next-hour tornado occurrence. Predictors are a storm …
deep-learning method, to predict next-hour tornado occurrence. Predictors are a storm …
Nowcasting lightning occurrence from commonly available meteorological parameters using machine learning techniques
Lightning discharges in the atmosphere owe their existence to the combination of complex
dynamic and microphysical processes. Knowledge discovery and data mining methods can …
dynamic and microphysical processes. Knowledge discovery and data mining methods can …
A machine learning explainability tutorial for atmospheric sciences
With increasing interest in explaining machine learning (ML) models, this paper synthesizes
many topics related to ML explainability. We distinguish explainability from interpretability …
many topics related to ML explainability. We distinguish explainability from interpretability …
A review of machine learning for convective weather
We present an overview of recent work on using artificial intelligence (AI)/machine learning
(ML) techniques for forecasting convective weather and its associated hazards, including …
(ML) techniques for forecasting convective weather and its associated hazards, including …
Warn-on-Forecast System: From vision to reality
In 2009, advancements in NWP and computing power inspired a vision to advance
hazardous weather warnings from a warn-on-detection to a warn-on-forecast paradigm. This …
hazardous weather warnings from a warn-on-detection to a warn-on-forecast paradigm. This …
Leveraging modern artificial intelligence for remote sensing and NWP: Benefits and challenges
Artificial intelligence (AI) techniques have had significant recent successes in multiple fields.
These fields and the fields of satellite remote sensing and NWP share the same fundamental …
These fields and the fields of satellite remote sensing and NWP share the same fundamental …
Forecasting severe weather with random forests
Using nine years of historical forecasts spanning April 2003–April 2012 from NOAA's
Second Generation Global Ensemble Forecast System Reforecast (GEFS/R) ensemble …
Second Generation Global Ensemble Forecast System Reforecast (GEFS/R) ensemble …
Improving subseasonal forecasting in the western US with machine learning
Water managers in the western United States (US) rely on longterm forecasts of temperature
and precipitation to prepare for droughts and other wet weather extremes. To improve the …
and precipitation to prepare for droughts and other wet weather extremes. To improve the …