Fadhillah Akmal, M.Si

Master Alumnus · Department of Geophysics, Universitas PadjadjaranMaster Alumnus · Universitas Padjadjaran

Works onDigital Rock PhysicsMachine Learning

4Published papers+1 under review

2First-authorLead publications

3h-indexScopus

17CitationsScopus

About

Uses machine learning, lattice Boltzmann simulation, and image processing to estimate the physical parameters of 2D and 3D digital rocks and fractures. First author of the Applied Sciences (2024) paper on 3D fracture parameters, and co-author of several deep-learning and LBM studies on digital rock characterization.

Publications

Peer-reviewed papers written with the DRPRS Lab.

2026

2026 · European Journal of Mechanics / B Fluids

Attention Residual U-Net for Three-Dimensional Fluid Flow Velocity Prediction in Single Fractures

European Journal of Mechanics / B Fluids (Elsevier)Under review

Manuscript in review

2025

2025 · Physica Scripta

Estimating Two-Dimensional Physical Parameters of Digital Rocks using Deep Learning

Aldenia Alexandra, Fadhillah Akmal, Ardian Nurcahya, Intan Nurma Yulita, Irwan Ary Dharmawan

Physica Scripta, vol. 100, 016013Digital Rock Physics

View on DOI 10.1088/1402-4896/ad9d08

2024

2024 · Applied Sciences

Application of Machine Learning for Estimating the Physical Parameters of Three-Dimensional Fractures

Fadhillah Akmal, Ardian Nurcahya, Aldenia Alexandra, Intan Nurma Yulita, Dedy Kristanto, Irwan Ary Dharmawan

Applied Sciences, vol. 14, 12037Digital Rock Physics

View on DOI 10.3390/app142412037

2024

2024 · Applied Sciences

The Lattice Boltzmann Method and Image Processing Techniques for Effective Parameter Estimation of Digital Rock

Ardian Nurcahya, Aldenia Alexandra, Fadhillah Akmal, Irwan Ary Dharmawan

Applied Sciences, vol. 14, 7509Digital Rock Physics

View on DOI 10.3390/app14177509

2023

2023 · Journal of Geoscience, Engineering, Environment, and Technology

Machine Learning Prediction of Tortuosity in Digital Rock

Fadhillah Akmal, M. Cisco Ramadhan Dzulizar, Muhammad Faizal Rafli, Fatimah Az-Zahra, M. I. Khoirul Haq, Irwan Ary Dharmawan

Journal of Geoscience, Engineering, Environment, and Technology, vol. 8(02-2), pp. 6–12Digital Rock Physics

View on DOI 10.25299/jgeet.2023.8.02-2.13875

Co-authors in the lab

Irwan Ary Dharmawan 4 papers together

Aldenia Alexandra 3 papers together

Ardian Nurcahya 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: machine learning and lattice Boltzmann models to estimate digital rock parameters.

2020 – 2024

Bachelor of Science in Geophysics Department of Geophysics, Faculty of Mathematics and Natural Sciences, Universitas Padjadjaran