FLAME

Federated Learning for Adaptive Modeling and Edge Forecasting in Energy Communities.

Category
Federated forecasting for energy communities
Sector
Energy
Status
Pilot
Readiness
TRL 6 of 9

FLAME is a decentralised AI platform for intelligent energy forecasting in smart grids and Energy Communities. It combines Federated Learning, edge intelligence and advanced time-series forecasting to predict electricity demand and renewable energy production without centralising sensitive data.

FLAME integrates with energy management platforms, enabling privacy-preserving forecasting, demand-response optimisation, flexibility management and real-time decision support for distributed energy systems.

What FLAME does.

01

Demand forecasting

Household and community-level load prediction at the edge.

02

Renewable production forecasting

Solar and wind generation predicted from local signals.

03

Demand response & flexibility

Optimise when and how communities use and store energy.

04

EMS integration

Plugs into existing energy management platforms.

Research deeply. Build responsibly. Make it real.

Want to see FLAME in action?