Underlying Physics of a simulation model
The research object refers to the Learning the Underlying Physics of a Simulation Model of the Ocean's Temperature (CIRC23) notebook published in the Environmental Data Science book.
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Learning the Underlying Physics of a Simulation Model of the Ocean's Temperature (CIRC23) (Jupyter Notebook) published in the Environmental Data Science book.
Learning the Underlying Physics of a Simulation Model of the Ocean's Temperature (CIRC23) (Jupyter Notebook) published in the Environmental Data Science book
Garima Malhotra, Daniela Pinto Veizaga, Jorge Eduardo Peña Velasco, Rachel Furner, Oscar Bautista, and Ricardo Barros Lourenço. "Learning the Underlying Physics of a Simulation Model of the Ocean's Temperature (CIRC23) (Jupyter Notebook) published in the Environmental Data Science book." ROHub. Aug 29 ,2023. https://w3id.org/ro-id/b078ae9c-2ae3-4c10-8a86-673b55d2b274.
Image showing spatially averaged errors from the model trained with only a 2D neighborhood of inputs
Contains input MITgcm Dataset for paper: Sensitivity analysis of a data-driven model of ocean temperature (v1.1) used in the Jupyter notebook of Learning the Underlying Physics of a Simulation Model of the Ocean's Temperature (CIRC23)
Input MITgcm Dataset for paper: Sensitivity analysis of a data-driven model of ocean temperature (v1.1)
Conda environment when user want to have the same libraries installed without concerns of package versions
Related publication of the modelling presented in the Jupyter notebook
A sensitivity analysis of a regression model of ocean temperature
Contains input Reproducible Challenge - Team 3 - Sensitivity analysis- Models used in the Jupyter notebook of Learning the Underlying Physics of a Simulation Model of the Ocean's Temperature (CIRC23)
Input Reproducible Challenge - Team 3 - Sensitivity analysis- Models
Rendered version of the Jupyter Notebook hosted by the Environmental Data Science Book
Online rendered version of the Jupyter notebook
Lock conda file of the Jupyter notebook hosted by the Environmental Data Science Book
Jupyter Notebook hosted by the Environmental Data Science Book
Contains outputs, (figures), generated in the Jupyter notebook of Learning the Underlying Physics of a Simulation Model of the Ocean's Temperature (CIRC23)
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