Key Achievements
& Market‑Ready Solutions
Circular TwAIn has developed toolkits, methodologies, and market-ready solutions that empower industries to transition toward a more circular and sustainable future.
Scientific
New knowledge and methodologies generated in Circular TwAIn
KER 1
Plug-and-Play Framework for Digital Twins and Product Passports
A modular framework for integrating digital twins and digital product passports into factory environments.
KER 2
Responsible AI Toolkit
A novel toolkit combining ethical assessment, skills evaluation and circularity checks for responsible AI development.
Technological
Enabling platforms and tools for developers and solution providers.
KER 3
AI-based Digital Twin Platform
A platform for building digital twins of products, processes, and people with circular intelligence.
KER 4
Circular Manufacturing Data Space Platform
Facilitates secure data sharing and collaborative manufacturing across ecosystems.
KER 5
AI Toolkit for Circular Economy
An AI toolkit that helps factories detect faults and choose better circular actions.
KER 6
Circular Manufacturing DPP Platform
Manages digital product passports across supply chains to support sustainable operations.
Industrial
Enabling platforms and tools for developers and solution providers.
KER 7
Industrial de/re-manufacturing AI & Data Platform
AI Platform coordinating disassembly, remanufacturing and recycling processes in industrial settings.
KER 8
Decision Support System (DSS) for Product Circularity Assessment
DSS for assessing end-of-life options and maximising product circularity outcomes.
KER 9
Business Models and Best Practices for Circularity
Practical guidebook of circular business models and workflows to help companies implement circular practices.
KER 10
Monitoring and Diagnosis Tool for Petrochemical Industry
A real-time AI system for reducing energy consumption and CO₂ emissions in petrochemical plants.
KER 11
Machine Vision and AI Tools for Battery De-manufacturing
AI-driven tools for assessing battery health, automating disassembly, and optimising recycling settings.
KER 12
Machine Vision and AI tools for WEEE de-manufacturing
Vision and AI planner to steer PC disassembly for recycling.