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Domain-driven models yield better predictions at lower cost than reservoir computers in Lorenz systems

Recent advances in computing algorithms and hardware have rekindled interest in developing high-accuracy, low-cost surrogate models for simulating physical systems. The idea is to replace expensive numerical integration of complex coupled partial differential equations at fine time scales performed...

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Detalles Bibliográficos
Autores principales: Pyle, Ryan, Jovanovic, Nikola, Subramanian, Devika, Palem, Krishna V., Patel, Ankit B.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society Publishing 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7898131/
https://www.ncbi.nlm.nih.gov/pubmed/33583272
http://dx.doi.org/10.1098/rsta.2020.0246