Marius Koch

Marius Koch is a solution architect for climate and sustainability at NVIDIA, specializing in AI-driven physics modeling for climate change prediction, mitigation, and adaptation. His work focuses on risk assessment of extreme weather events and on CO2 storage in subsurface reservoirs. He holds a PhD in Aeronautics from Imperial College London and an MSc in Aerospace Engineering from the University of Stuttgart.
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Posts by Marius Koch

Models / Libraries / Frameworks Mar 25, 2025

Powering Flood Risk Assessment with NVIDIA Earth-2

Inland flooding causes significant economic and societal impacts annually. Of the eight natural disasters costing the insurance industry over $1 billion in... 13 MIN READ
Models / Libraries / Frameworks Mar 25, 2025

Spotlight: AXA Explores AI-Driven Hurricane Risk Assessment

Large ensembles are essential for predicting rare, high-impact events that cannot be fully understood through historical data alone. By simulating thousands of... 9 MIN READ
Simulation / Modeling / Design Sep 09, 2024

Spotlight: Shell Accelerates CO2 Storage Modeling 100,000x Using NVIDIA PhysicsNeMo

As the world faces the urgent need to combat climate change, carbon capture and storage (CCS) has emerged as a crucial technology for achieving net-zero... 7 MIN READ
One image of the sun next to another of a weather satellite photo.
Generative AI Apr 10, 2024

How Generative AI is Empowering Climate Tech with NVIDIA Earth-2

In the context of global warming, NVIDIA Earth-2 has emerged as a pivotal platform for climate tech, generating actionable insights in the face of increasingly... 14 MIN READ
Image of underground reservoir modeling.
Simulation / Modeling / Design Apr 06, 2023

Using Carbon Capture and Storage Digital Twins for Net Zero Strategies

CO2 capture and storage technologies (CCS) catch CO2 from its production source, compress it, transport it through pipelines or by ships, and store it... 13 MIN READ