Industrial PhD Research — NTNU × Siemens Gamesa

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Data & Comms
Digital Twin
Extended Reality
AI / ML
Robotics
12
Work Packages
5+
Publications
5
Technology Domains
2025
Thesis Defended

This doctoral research investigates how digital twin technology, AI/ML, and integrated manufacturing systems can enable agility in offshore wind turbine production.

Agility in Offshore Wind Turbine Manufacturing

This doctoral research investigates how digital twin technology, AI/ML, and integrated manufacturing systems can enable agility in offshore wind turbine production. The work uses a sport analogy — mapping an athlete's detect–interpret–decide–react cycle to a manufacturing system's response capabilities.

Conducted as an Industrial PhD at NTNU (Norwegian University of Science and Technology) in collaboration with Siemens Gamesa Renewable Energy's nacelle factory in Brande, Denmark, the research proposes a closed-loop feedback architecture where factory simulation serves as the digital twin core, enabling real-time validation of manufacturing changes.

Sport Analogy — Agile Manufacturing Concept
Sport analogy: mapping athletic agility to manufacturing response capabilities

Detect · Interpret · Decide · React

The sport analogy maps an athlete's agility cycle to a manufacturing system's ability to respond to change

01
Detect
Real-time data collection through OPC UA, MES, and sensor networks on the shop floor
02
Interpret
Factory simulation and digital twin technology to model, understand, and contextualize production data
03
Decide
AI and machine learning for predictive analytics, enabling data-driven manufacturing decisions
04
React
Collaborative robotics, XR visualization, and validated simulation for rapid response to production changes
NTNU — Dept. of Ocean Operations & Civil Engineering
Siemens Gamesa Renewable Energy, Brande DK

Work Packages

12 interconnected research domains forming the foundation of agile wind turbine manufacturing

Key Publications

Peer-reviewed papers produced during this research programme

Interested in our research?

Get in touch to learn more about agile manufacturing, digital twin technology, and our work in offshore wind.

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