Explainable Machine Learning for Sandstone Rock Typing: Triple-Anchor Convergence with Closed-Form Permeability Laws
View on DOI 10.1016/j.ceja.2026.101323
Safira Rahma Kartika
Fast Track Master’s Student · Department of Geophysics · Department of Physics, Universitas PadjadjaranFast Track Master’s Student · Universitas Padjadjaran
Works onDigital Rock PhysicsMachine Learning
1Published papersPeer-reviewed
1Top tierElsevier journal
About
Fast Track student taking a Bachelor’s in Geophysics and a Master’s in Physics at the same time at Universitas Padjadjaran. Works on digital rock physics and explainable machine learning, combining data-driven rock typing with closed-form laws such as Kozeny–Carman to predict permeability in sandstone reservoirs. Co-author of a Top Tier paper on triple-anchor explainable ML for sandstone rock typing in Chemical Engineering Journal Advances (2026).
Publications
Papers written with the DRPRS Lab.
Co-authors in the lab
History
2025 – Present
Master of Science in Physics (M.Sc) · Fast Track
Department of Physics, Faculty of Mathematics and Natural Sciences, Universitas Padjadjaran
Research: explainable machine learning and digital rock physics for sandstone permeability and rock typing.
2022 – Present
Bachelor of Science in Geophysics
Department of Geophysics, Faculty of Mathematics and Natural Sciences, Universitas Padjadjaran