Title
POWERPRINT - Device energy fingerprint recognition with a neural network trained on image data
Code
CZ.01.01.01/01/24_063/0006871
Summary
The POWERPRINT project introduces an innovative approach to recognizing energy fingerprints of electrical devices using data-to-image NILM technology and convolutional neural networks. The solution will enable identification of individual device operations from a single measurement point in real-time, with optimization for devices with limited computational resources. The outputs will include software for device identification, anomaly detection, a cloud platform, and a pilot operation demonstrating effectiveness in industrial conditions.
Start year
2025
End year
2028
Provider
Ministry of Industry and Trade
Category
Obecná forma
Type
OPTAK - Operačního programu Technologie a aplikace pro konkurenceschopnost
Solver
Information system of research, development and innovation (in Czech)