Developing Ensemble Machine Learning Models to Predict Petrophysical Properties of Sandstone Reservoirs

This research investigated the applicability of bagging and boosting ensemble machine learning algorithms in predicting petrophysical properties, namely porosity, permeability and water saturation which is a vital aspect in reservoir characterization. Further, an in-depth analysis was done on the ef...

Full description

Bibliographic Details
Main Author: Kohona Walawwe, Kushan Oshadi Sandunil
Format: Thesis
Published: Curtin University 2025
Online Access:http://hdl.handle.net/20.500.11937/97704