Data Learning: Integrating Data Assimilation and Machine Learning

• Published in: Journal of computational science Vol. 58; p. 101525
• Main Authors: Buizza, Caterina, Quilodrán Casas, César, Nadler, Philip, Mack, Julian, Marrone, Stefano, Titus, Zainab, Le Cornec, Clémence, Heylen, Evelyn, Dur, Tolga, Baca Ruiz, Luis, Heaney, Claire, Díaz Lopez, Julio Amador, Kumar, K.S. Sesh, Arcucci, Rossella
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 01.02.2022
• Subjects: Data Assimilation; Data Learning; Machine Learning; Machine Learning; Data Learning; Data Assimilation

•We introduce Data Learning, a field that integrates Data Assimilation (DA) and Machine Learning (ML).•Data Learning overcomes limitations in applying DA and ML fields to real-world data.•We present the equations for a number of Data Learning methods.•We show results for some test cases, though the...