collaborators

7 papers

cs.LG2026

Physics-Informed Neural Networks for Predicting Hydrogen Sorption in Geological Formations: Thermodynamically Constrained Deep Learning Integrating Classical Adsorption Theory

Mohammad Nooraiepour, Mohammad Masoudi, Zezhang Song +1

Accurate prediction of hydrogen sorption in fine-grained geological materials is essential for evaluating underground hydrogen storage capacity, assessing caprock integrity, and ch…

physics.geo-ph2026

Unstable Slip in Fault Gouge Driven by Temperature and Water

Li Wang, Jie Meng, Dongpo Wang +2

Microscale granular sliding within fault gouge is fundamental to earthquake nucleation, yet the mechanism by which temperature affects friction through interfacial water remains po…

physics.geo-ph2026

Carbon mineralization in CO2-seawater-basalt systems: Reactive transport dynamics and vesicular pore architecture controls

Mohammad Nooraiepour, Mohammad Masoudi, Helge Hellevang

Carbon mineralization in basaltic rocks may offer rapid, permanent \ce{CO2} storage, yet fundamental controls on reactive transport and precipitation patterns remain poorly underst…

physics.geo-ph2025

Self-Enhancing Halite Growth Creates Secondary Porous Networks During CO2 Storage in Saline Aquifers

Mohammad Nooraiepour, Mohammad Masoudi, Hannelore Derluyn +3

Salt precipitation during CO2 injection into saline aquifers obstructs flow-controlling pore throats and reduces permeability, yet reactive transport models assume salt forms dispe…

physics.soc-ph2025

Geological CO2 storage assessment in emerging CCS regions: Review of sequestration potential, policy development, and socio-economic factors in Poland

Mohammad Nooraiepour, Karol M. DÄ browski, Mohammad Masoudi +4

Emerging carbon capture and storage (CCS) markets face critical challenges in developing systematic methodologies to assess geological CO2 storage potential under conditions of lim…

cs.LG2025

Adaptive Physics-Informed Neural Networks with Multi-Category Feature Engineering for Hydrogen Sorption Prediction in Clays, Shales, and Coals

Mohammad Nooraiepour, Mohammad Masoudi, Zezhang Song +1

Accurate prediction of hydrogen sorption in clays, shales, and coals is vital for advancing underground hydrogen storage, natural hydrogen exploration, and radioactive waste contai…