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Amir NematollahiAN
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Amir Nematollahi

@amirnematollahi

Senior AI Scientist at China University of Geosciences, Wuhan, reconstructing 3D digital rock models from 2D SEM images.

Canada
Message

At China University of Geosciences, Wuhan, I designed an end-to-end AI workflow to reconstruct statistically equivalent 3D digital rock models from 2D SEM images using U-Net segmentation and SliceGAN. I also developed Python workflows for automated mineral identification and segmentation across up to 19 mineral classes.

I integrated deep learning, image analysis, scientific computing, and numerical simulation into a Digital Rock Physics framework, and contributed AI methodologies supporting Digital Twin development for unconventional reservoirs.

At Politecnico di Torino, Italy, I simulated underground ventilation systems and used computational modeling to optimize environmental and safety performance. I also published peer-reviewed research in fire safety and infrastructure modeling.

My work spans AI-driven subsurface modeling and mining operations. I contributed to open-pit mine planning, coordinated drilling and hauling operations, and supported equipment allocation and slope monitoring.

Experience

Work history, roles, and key accomplishments

CW
Current

Researcher | AI & Subsurface Modeling Specialist

China University of Geosciences, Wuhan

Jan 2025 - Present (1 year 10 months)

Designed an end-to-end AI workflow for reconstructing statistically equivalent 3D digital rock models from 2D SEM images using U-Net segmentation and SliceGAN. Developed computer vision pipelines for automated mineral identification and segmentation across up to 19 mineral classes.

GeoInsightBC logoGE

Founder & AI Solutions Architect

GeoInsightBC

Designed and developed GeoInsightBC.com, an AI-powered mineral intelligence platform integrating geological, geospatial, exploration, and operational datasets. Built interactive dashboards, heat maps, commodity analytics, and spatial visualization tools for exploration targeting and mineral asset evaluation.

Education

Degrees, certifications, and relevant coursework

China University of Geosciences, Wuhan logoCW

China University of Geosciences, Wuhan

Researcher, Digital Rock Physics

2025 -

Researcher in AI-driven Digital Rock Physics, developing end-to-end workflows for 3D reconstruction from 2D SEM images using U-Net and SliceGAN.

Politecnico di Torino logoPT

Politecnico di Torino

Master of Science, Mining Engineering

2018 - 2021

Grade: 100/110

M.Sc. in Mining Engineering with a grade of 100/110, focusing on numerical modeling and engineering simulation.

Tech stack

Software and tools used professionally

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