Enhanced Understanding of Fluid Flow and Effective Properties in Three-Dimensional Porous Rock Using Lattice Boltzmann Simulation and Image-Based Correlation Studies
View on DOI 10.1063/5.0268487
Ardian Nurcahya, M.Si
Master Alumnus · Department of Geophysics, Universitas PadjadjaranMaster Alumnus · Universitas Padjadjaran
Works onDigital Rock PhysicsMachine Learning
5Published papersPeer-reviewed
1Top tierEditor’s Pick
3First-authorLead publications
4h-indexScopus
About
Simulates fluid flow in 3D porous rocks with the lattice Boltzmann method. Uses image-based modelling and machine learning to estimate effective transport parameters such as permeability and tortuosity. First author of the Top Tier, Editor’s Pick paper on 3D porous-rock flow in Physics of Fluids (2025), and co-author of several LBM and deep-learning studies on digital rock characterization.
Publications
Peer-reviewed papers written with the DRPRS Lab.
Estimating Two-Dimensional Physical Parameters of Digital Rocks using Deep Learning
View on DOI 10.1088/1402-4896/ad9d08
Application of Machine Learning for Estimating the Physical Parameters of Three-Dimensional Fractures
View on DOI 10.3390/app142412037
The Lattice Boltzmann Method and Image Processing Techniques for Effective Parameter Estimation of Digital Rock
View on DOI 10.3390/app14177509
Machine Learning Application of Two-Dimensional Fracture Properties Estimation
View on DOI 10.25299/jgeet.2023.8.02-2.13874
Co-authors in the lab
Irwan Ary Dharmawan
5 papers together
Aldenia Alexandra
4 papers together
Fadhillah Akmal
3 papers together
Intan Nurma Yulita
2 papers together
Fatimah Az-Zahra
1 paper together
Muhammad I'tikafi Khoirul Haq
1 paper together
History
2024 – 2025
Master of Science in Physics (M.Si) · Fast Track
Department of Physics, Faculty of Mathematics and Natural Sciences, Universitas Padjadjaran
Research: lattice Boltzmann and image-based models of effective transport parameters in digital rocks.
2020 – 2024
Bachelor of Science in Geophysics
Department of Geophysics, Faculty of Mathematics and Natural Sciences, Universitas Padjadjaran