Machine Learning Emulation of Gravity Wave Drag in Numerical Weather Forecasting
Sign Up to like & getrecommendations! Published in 2021 at "Journal of Advances in Modeling Earth Systems"
DOI: 10.1029/2021ms002477
Abstract: We assess the value of machine learning as an accelerator for the parameterization schemes of operational weather forecasting systems, specifically the parameterization of nonorographic gravity wave drag. Emulators of this scheme can be trained to… read more here.
Keywords: wave drag; machine learning; gravity wave; weather forecasting ... See more keywords
The public value of improving a weather forecasting system in Korea: a choice experiment study
Sign Up to like & getrecommendations! Published in 2018 at "Applied Economics"
DOI: 10.1080/00036846.2017.1368995
Abstract: ABSTRACT The Korean government plans to improve the quality of its weather forecasting system in order to increase its public utility. The benefits arising from the implementation of this plan should be measured. To this… read more here.
Keywords: range; study; weather forecasting; forecast ... See more keywords
Day Ahead Scheduling to Optimize Industrial HVAC Energy Cost Based ON Peak/OFF-Peak Tariff and Weather Forecasting
Sign Up to like & getrecommendations! Published in 2017 at "IEEE Access"
DOI: 10.1109/access.2017.2759800
Abstract: The cost consumption of industrial buildings is increasing, with heating, ventilation and air conditioning (HVAC) functions typically comprising half of all cost requirements. These cost requirements are heavily influenced by weather conditions based on the… read more here.
Keywords: day ahead; hvac; cost; weather forecasting ... See more keywords
ATMConvGRU for Weather Forecasting
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Geoscience and Remote Sensing Letters"
DOI: 10.1109/lgrs.2021.3109259
Abstract: Weather forecasting, which is challenging due to the complex atmospheric correlation, focuses on providing explicit meteorological estimations as accurate as possible. Recently, techniques based upon convolutional-recurrent networks have shown dramatic performance in domains including radar… read more here.
Keywords: memory; state; weather forecasting; atmconvgru weather ... See more keywords
Using Critical Success Index or Gilbert Skill Score as composite measures of positive predictive value and sensitivity in diagnostic accuracy studies: Weather forecasting informing epilepsy research
Sign Up to like & getrecommendations! Published in 2023 at "Epilepsia"
DOI: 10.1111/epi.17537
Abstract: The Critical Success Index (CSI) and Gilbert Skill score (GS) are verification measures that are commonly used to check the accuracy of weather forecasting. In this article, we propose that they can also be used… read more here.
Keywords: sensitivity; accuracy; accuracy studies; weather forecasting ... See more keywords
Space Weather Forecasting and Supporting Research in the USA
Sign Up to like & getrecommendations! Published in 2017 at "Geomagnetism and Aeronomy"
DOI: 10.1134/s0016793217070179
Abstract: In the United State, scientific research in space weather is funded by several Government Agencies including the National Science Foundation (NSF) and the National Aeronautics and Space Agency (NASA). For civilian and commercial purposes, space… read more here.
Keywords: research; space; forecasting supporting; weather forecasting ... See more keywords
Impact of Thunderstorm Location Data Assimilation on Numerical Weather Forecasting
Sign Up to like & getrecommendations! Published in 2023 at "Journal of Atmospheric and Oceanic Technology"
DOI: 10.1175/jtech-d-21-0125.1
Abstract: The article compares four lightning detection networks, provides a brief overview of lightning observation data assimilation in numerical weather forecasts, and describes and illustrates the used procedure of lightning location and time assimilation in numerical… read more here.
Keywords: weather forecasting; assimilation numerical; assimilation; numerical weather ... See more keywords