Energy Prediction using Federated Learning

Code

• github.com/sanjana-sarda/energy_prediction
  OfficialIn papertf★ 1

Abstract

In this work, we demonstrate the viability of using federated learning to successfully predict energy consumption as well as solar production for all households within a certain network using low-power and low-space consuming embedded devices. We also demonstrate our prediction performance improving over time without the need for sharing private consumer energy data. We simulate a system with four nodes using data for one year to show this.

Tasks

Reproductions