Publications by authors named "Cosmin M Marina"
Ann N Y Acad Sci
November 2024
Article Synopsis
- The paper introduces a new method that combines analogue methods (AM) and deep autoencoders (AEs) for reconstructing weather data, specifically focusing on rebuilding temperature fields from sea-level pressure data.
- The AE-AM algorithm works by using a deep AE to simplify data into a lower-dimensional space before finding similar past situations to reconstruct the current field, improving efficiency by filtering out unnecessary details.
- Results show that the AE-AM method significantly improves the accuracy of temperature reconstructions during eight major European heat waves from 1950 to 2010, yielding skill score enhancements between 7% and 22% compared to traditional AM techniques.
