Geostatistics and artificial intelligence coupling: advanced machine learning neural network regressor for experimental variogram modelling using Bayesian optimization

Geostatistics and artificial intelligence coupling: advanced machine learning neural network regressor for experimental variogram modelling using Bayesian optimization

Experimental variogram modelling is an essential process in geostatistics. The use of artificial intelligence (AI) is a new and advanced way of automating experimental variogram modelling. One part of this AI approach is the use of population search algorithms to fine-tune hyperparameters for better...

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Bibliographic Details
Main Authors: Saâd Soulaimani, Ayoub Soulaimani, Kamal Abdelrahman, Abdelhalim Miftah, Mohammed S. Fnais, Biraj Kanti Mondal
Format: Article
Language:English
Published: Frontiers Media S.A. 2024-12-01
Series:Frontiers in Earth Science
Subjects:
geostatistics
experimental variogram
machine learning
neural network
Bayesian optimization
Online Access:https://www.frontiersin.org/articles/10.3389/feart.2024.1474586/full
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https://www.frontiersin.org/articles/10.3389/feart.2024.1474586/full

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