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A temporal graph neural network and reinforcement learning based secure and efficient V2G systemcore

TRUST-V2G · Horizon Europe grant · 2026-09-01–2028-08-31

EC contribution

€252,180

Total cost

€0

Beneficiaries

2
About the data

Source: CORDIS (official EU open data), Horizon Europe. Framework HORIZON · call HORIZON-MSCA-2025-PF · scheme HORIZON-TMA-MSCA-PF-EF · topic HORIZON-MSCA-2025-PF-01-01. CORDIS record →

Objective

The European Union’s transition to a climate-neutral energy system depends on large-scale integration of renewable energy and flexible infrastructures. Vehicle-to-Grid (V2G) technology, which enables electric vehicles to both consume and supply electricity, can provide critical flexibility but also exposes the power system to new cybersecurity risks. The TRUST-V2G project will develop a secure, privacy-preserving, and efficient V2G framework that combines advanced artificial intelligence with real-world validation in European living labs. The research introduces three integrated innovations: (i) Federated Privacy-Preserving Intelligence to detect cyber threats across heterogeneous V2G networks while guaranteeing data protection; (ii) Adaptive Temporal Graph Neural Networks to model evolving attack patterns and anticipate cascading risks; and (iii) Multi-Agent Reinforcement Learning-based Defense Orchestration to optimize grid resilience, safety, and performance under adversarial conditions. TRUST-V2G will be validated at Linköping University Vehicle Lab with over 20 operational V2G systems, advancing technology readiness from TRL 3 to 5. This project will enhance the scientific skills and innovation capability, expand research horizons, and establish research collaborations with both the academic & non-academic sectors of the applicant. The fellowship will train the researcher in federated learning, graph reasoning, and reinforcement learning, while transferring expertise in control theory and intelligent coordination to the host institutions. By delivering a scalable framework that strengthens digital trust, enhances grid stability, and supports inclusive energy security, TRUST-V2G will directly contribute to the European Union’s goals under the Green Deal, the Cyber Resilience Act, and Horizon Europe’s priorities for secure and sustainable energy systems.

Beneficiaries (2)

OrganisationCountryRoleEC contributionSME
LINKOPINGS UNIVERSITET SE coordinator €252,180
DANMARKS TEKNISKE UNIVERSITET DK associatedPartner

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