Applications of machine learning to wind engineering
Advances of the analytical, numerical, experimental and field-measurement approaches in
wind engineering offers unprecedented volume of data that, together with rapidly evolving …
wind engineering offers unprecedented volume of data that, together with rapidly evolving …
[HTML][HTML] Using a 10-year radar archive for nowcasting precipitation growth and decay: A probabilistic machine learning approach
Andersen, H., J. Cermak, J. Fuchs, R. Knutti, and U. Lohmann, 2017: Understanding the
drivers of marine liquid-water cloud occurrence and properties with global observations …
drivers of marine liquid-water cloud occurrence and properties with global observations …
Application of machine learning to large hail prediction-The importance of radar reflectivity, lightning occurrence and convective parameters derived from ERA5
This study presents a concept for coupling remote sensing data and environmental variables
with machine learning techniques for the prediction of large hail events. In particular, we …
with machine learning techniques for the prediction of large hail events. In particular, we …
Evaluation of machine learning classifiers for predicting deep convection
The realistic representation of convection in atmospheric models is paramount for skillful
predictions of hazardous weather as well as climate, yet climate models especially suffer …
predictions of hazardous weather as well as climate, yet climate models especially suffer …
Predicting power outages caused by extratropical storms
Strong winds induced by extratropical storms cause a large number of power outages
especially in highly forested countries such as Finland. Thus, predicting the impact of the …
especially in highly forested countries such as Finland. Thus, predicting the impact of the …
A Case Study on the Convection Initiation Mechanisms of an Extreme Rainstorm over the Northern Slope of Kunlun Mountains, Xinjiang, Northwest China
Q Sun, A Abulikemu, J Yao, A Mamtimin, L Yang… - Remote Sensing, 2023 - mdpi.com
Extreme precipitation events have been occurring frequently worldwide, and their causative
factors and convection initiation (CI) mechanisms have been attracting more and more …
factors and convection initiation (CI) mechanisms have been attracting more and more …
Statistical relevance of meteorological ambient conditions and cell attributes for nowcasting the life cycle of convective storms
J Wilhelm, K Wapler, U Blahak… - Quarterly Journal of …, 2023 - Wiley Online Library
The usually short lifetime of convective storms and their rapid development during unstable
weather conditions makes forecasting these storms challenging. It is necessary, therefore, to …
weather conditions makes forecasting these storms challenging. It is necessary, therefore, to …
Thunderstorm classification functions based on instability indices and GNSS IWV for the Sofia Plain
G Guerova, T Dimitrova, S Georgiev - Remote Sensing, 2019 - mdpi.com
Bulgaria is a country with a high frequency of hail and thunderstorms from May to
September. For the May–September 2010–2015 period, statistical regression analysis was …
September. For the May–September 2010–2015 period, statistical regression analysis was …
Ordinal regression algorithms for the analysis of convective situations over Madrid-Barajas airport
D Guijo-Rubio, C Casanova-Mateo, J Sanz-Justo… - Atmospheric …, 2020 - Elsevier
In this paper we tackle a problem of convective situations analysis at Adolfo-Suarez Madrid-
Barajas International Airport (Spain), based on Ordinal Regression algorithms. The …
Barajas International Airport (Spain), based on Ordinal Regression algorithms. The …
A numerical study of convection initiation associated with a gust front in Bohai Bay region, North China
A Abulikemu, Y Wang, R Gao… - Journal of Geophysical …, 2019 - Wiley Online Library
Convection initiation (CI) associated with a cold pool gust front (GF) of a mesoscale
convective system (MCS) occurred in the Bohai Bay region, North China, is investigated …
convective system (MCS) occurred in the Bohai Bay region, North China, is investigated …