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Data & Comms
Digital Twin
Extended Reality
AI (ML/DL)
Robotics & Digitalization
12+
Technology Portfolio
10+
Registered IP
5+
Technology Domains
2025
Active since

The Operating System for an Agile Factory

Your partner in moving from digital silos and manually-fixed manufacturing to autonomous self-healing production lines.

A Tech Enablement Services provider to identify your value chain's complex problems and provide, develop, and execute integrated system solutions.

Agility in Offshore Wind Turbine Manufacturing

This doctoral research investigates how digital twin technology, AI/(ML-DL), 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–balance cycle, and communication-learning-emergence-synergy connectors to a manufacturing system's response capabilities.

Conducted as an Industrial PhD at NTNU (Norwegian University of Science and Technology) in collaboration with Siemens Energy/Siemens Gamesa Renewable Energy's nacelle factory in Denmark, the research proposes a closed-feedback loop 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 · Balance

The sport analogy maps an athlete's agility cycle to a manufacturing system's properties (illities) 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
05
Balance
Optimizing the trade-off between agility and stability in manufacturing systems through continuous feedback loops
NTNU — Dept. of Ocean Operations & Civil Engineering
Siemens Energy/ Siemens Gamesa Renewable Energy, Denmark

Work Packages

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

Key Publications

Peer-reviewed papers and patents

Interested to learn more?

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

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