Incomplete to complete multiphysics forecasting: a hybrid approach for learning unknown phenomena

Modeling complex dynamical systems with only partial knowledge of their physical mechanisms is a crucial problem across all scientific and engineering disciplines. Purely data-driven approaches, which only make use of an artificial neural network and data, often fail to accurately simulate the evolu...

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Bibliographic Details
Main Authors: Nilam N. Tathawadekar, Nguyen Anh Khoa Doan, Camilo F. Silva, Nils Thuerey
Format: Article
Language:English
Published: Cambridge University Press 2023-01-01
Series:Data-Centric Engineering
Subjects:
Online Access:https://www.cambridge.org/core/product/identifier/S2632673623000205/type/journal_article