All Outputs (4)

Video based convolutional neural networks forecasting for rainfall forecasting (2022)
Journal Article

This study presents a new methodology for improving forecasts of current monthly, regional precipitation using video-based convolutional neural networks (CNNs). Using 13 administrative regions of Great Britain as a case study, three CNN architectures... Read More about Video based convolutional neural networks forecasting for rainfall forecasting.

North Atlantic air pressure and temperature conditions associated with heavy rainfall in Great Britain (2021)
Journal Article

Severe flooding in the United Kingdom is often linked to the occurrence of heavy rainfall events, which can be characterized by the synoptic scale meteorological conditions over the North Atlantic region. Seasonal heavy rainfall events (summer and wi... Read More about North Atlantic air pressure and temperature conditions associated with heavy rainfall in Great Britain.

Identifying and interpreting extreme rainfall events using image classification (2021)
Journal Article

This study presents the first attempt to identify extreme rainfall events based on surrounding sea-level pressure anomalies, using neural network-based classification. Sensitivity analysis was also performed to identify the spatial importance of sea-... Read More about Identifying and interpreting extreme rainfall events using image classification.

Identifying the origins of extreme rainfall using storm track classification (2019)
Journal Article

Identifying patterns in data relating to extreme rainfall is important for classifying and estimating rainfall and flood frequency distributions routinely used in civil engineering design and flood management. This study demonstrates the novel use of s... Read More about Identifying the origins of extreme rainfall using storm track classification.