AI
Industrial AI & Predictive Maintenance
Keep a plant twin close enough to the cell that quality loops close in hours, not quarters.
2 Labs · 2 Professors · 3 Open projects
Funding heat
Research · living topics
Research Topics
Each topic is a graph neighbourhood: professors, labs, projects and funding heat. Sample data only.
Fictional topics — no real university partnerships are claimed.
Pillar
Sample funding by topic
Sample figures for the demo twin.
- Industrial AI & Predictive Maintenance€420k
- University Digital Twins€180k
- Quantum Sensing€450k
- Climate Digital Twins€330k
- Surgical Robotics (advisory twins)€210k
- Secure Campus Graphs€200k
- Energy Commons & Port Twins€370k
- Biotech Lab Automation€150k
- Mobility Sensing Corridors€260k
- AI-Native Education Infrastructure€350k
- DeepTech Research-to-Market Pipes€1200k
- Human–Robot Collaboration Cells€420k
Digital Twin
University Digital Twins
Faculties, rooms, supervision and funding should be clickable — not a PDF org chart.
3 Labs · 3 Professors · 4 Open projects
Funding heat
Quantum
Quantum Sensing
Photonics benches should show up as twin nodes with booking, IP and energy cost attached.
2 Labs · 1 Professors · 2 Open projects
Funding heat
Climate
Climate Digital Twins
A corridor between Lagos and Munich should be a first-class research object.
2 Labs · 1 Professors · 3 Open projects
Funding heat
Robotics
Surgical Robotics (advisory twins)
Train and instrument cells with twins that never issue a clinical decision.
1 Labs · 2 Professors · 1 Open projects
Funding heat
Cybersecurity
Secure Campus Graphs
Zero-trust should sit on the same graph as faculties — not a bolted-on VPN page.
1 Labs · 1 Professors · 2 Open projects
Funding heat
Energy
Energy Commons & Port Twins
Shared instruments and harbour energy should book through the same commons graph.
2 Labs · 1 Professors · 2 Open projects
Funding heat
Biotech
Biotech Lab Automation
Protocol graphs should inherit campus booking, contamination rules and IP nodes.
1 Labs · 1 Professors · 1 Open projects
Funding heat
Mobility
Mobility Sensing Corridors
Traces should join climate and campus twins without becoming surveillance products.
1 Labs · 1 Professors · 2 Open projects
Funding heat
Education
AI-Native Education Infrastructure
Programs, tutors and labs belong on the twin — not a brochure with a chatbot sticker.
2 Labs · 3 Professors · 2 Open projects
Funding heat
DeepTech
DeepTech Research-to-Market Pipes
TRL movement should be a visible pipe with explainable capital fit — never an automated yes.
1 Labs · 1 Professors · 3 Open projects
Funding heat
Robotics
Human–Robot Collaboration Cells
A cell is a campus citizen: booked, funded, taught and twinned.
1 Labs · 1 Professors · 2 Open projects
Funding heat