Context-aware implicit neural representations to compress Earth systems model data

Context-aware implicit neural representations to compress Earth systems model data

Abstract Multiphysics, multiscale climate models, such as the Energy Exascale Earth System Model (E3SM) generate massive volumes of data over extended time periods to support long-term climate analysis. Data compression methods, both lossy and lossless, have been extensively used to manage these dat...

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Bibliographic Details
Main Authors: Farinaz Mostajeran, Nikhil M. Pawar, Jonathan M. Villarreal, Salah A. Faroughi
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Data compression
Neural-driven lossy compression
Context-aware implicit neural representation
Energy exascale earth systems model
Step decay learning rate
Climate contextual information
Online Access:https://doi.org/10.1038/s41598-025-11092-w
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https://doi.org/10.1038/s41598-025-11092-w

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