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
An Interpretable Weather Forecasting Model With Separately‐Learned Dynamics and Physics Neural Networks
Sign Up to like & getrecommendations! Published in 2025 at "Geophysical Research Letters"
DOI: 10.1029/2024gl114310
Abstract: Machine learning (ML) offers a promising alternative for weather forecasting by reducing computational costs and modeling complex non‐linear atmospheric processes. While recent foundation models highlight this potential with advanced architectures, interpreting the “black‐box” nature of… read more here.
Keywords: weather forecasting; model; interpretable weather; neural networks ... See more keywords
Probabilistic weather forecasting with machine learning
Sign Up to like & getrecommendations! Published in 2024 at "Nature"
DOI: 10.1038/s41586-024-08252-9
Abstract: Weather forecasts are fundamentally uncertain, so predicting the range of probable weather scenarios is crucial for important decisions, from warning the public about hazardous weather to planning renewable energy use. Traditionally, weather forecasts have been… read more here.
Keywords: weather forecasting; probabilistic weather; machine learning; weather ... See more keywords
A hybrid deep learning and rule-based model for smart weather forecasting and crop recommendation using satellite imagery
Sign Up to like & getrecommendations! Published in 2025 at "Scientific Reports"
DOI: 10.1038/s41598-025-21506-4
Abstract: The effective management of meteorological forecasting data is crucial for enhancing agricultural sustainability and precision, especially considering climate change. This study presents an innovative framework that integrates multispectral image analysis, advanced weather forecasting, and rule-based… read more here.
Keywords: weather forecasting; weather; crop; rule based ... 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
Multi-Scale Weather Forecasting using Deep Learning Architectures on Real-Time Chennai Climate Data
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Access"
DOI: 10.1109/access.2025.3640667
Abstract: Weather forecasting is an essential aspect of climate-sensitive industries like agriculture, water resources management, and disaster risk management. Short-range forecasts enable prompt decision-making, whereas medium-range and long-range predictions are vital for strategic decision-making and policy… read more here.
Keywords: deep learning; weather forecasting; climate; multi scale ... 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
SMART2022*: A Project Supporting Weather Forecasting and Services for the Beijing 2022 Olympic and Paralympic Winter Games
Sign Up to like & getrecommendations! Published in 2025 at "Bulletin of the American Meteorological Society"
DOI: 10.1175/bams-d-24-0146.1
Abstract: The SMART2022 project (Sciences of Meteorology and Artificial Intelligence in Research and Technology for Beijing 2022 Olympic and Paralympic Winter Games) was initiated to enhance weather forecasting and services for the Beijing 2022 Olympic and… read more here.
Keywords: weather forecasting; olympic paralympic; beijing 2022; winter ... See more keywords