Effects of tuning decision trees in random forest regression on predicting porosity of a hydrocarbon reservoir. A case study: volve oil field, north sea-Reference-Cited by-同舟云学术

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Effects of tuning decision trees in random forest regression on predicting porosity of a hydrocarbon reservoir. A case study: volve oil field, north sea

Published:2024 Issue:9 Volume:3 Page:2335-2347
ISSN:2753-1457
Container-title:Energy Advances
language:en
Short-container-title:Energy Adv.

Author:

Sandunil Kushan¹^ORCID,Bennour Ziad¹^ORCID,Ben Mahmud Hisham²^ORCID,Giwelli Ausama³⁴^ORCID

Affiliation:

1. Curtin University Malaysia, 98009 Miri, Sarawak, Malaysia

2. Universiti Teknologi PETRONAS, 32610 Seri Iskandar, Perak Darul Ridzuan, Malaysia

3. INPEX, 100 St Georges Terrace, 6000 Perth, WA, Australia

4. WASM, Curtin University, Kensington, WA 6151, Australia

Abstract

This study investigates the effects of tuning n_estimators along with max_features and min_samples_leaf in random forest regression when predicting the porosity of the Volve oil field.

Funder

Curtin University, Malaysia

Publisher

Royal Society of Chemistry (RSC)

Link

http://pubs.rsc.org/en/content/articlepdf/2024/YA/D4YA00313F

Reference65 articles.

1. Exploring the potential of machine learning in reducing the computational time/expense and improving the reliability of engine optimization studies

2. Uncertainty quantification in machine learning and nonlinear least squares regression models

3. Machine Learning: A New Paradigm in Computational Electrocatalysis

4. A. M.Turing , Computing machinery and intelligence , Springer , Netherlands , 2009

5. Bayesian and LASSO Regressions for Comparative Permeability Modeling of Sandstone Reservoirs

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