Ferdinand Heinrich

Enabling Federated Learning: Generating Synthetic Clients through Time Series Data Augmentation

2025

When developing a federated machine learning concept, there is often insufficient data available to test its feasibility and scalability. This work focuses particularly on time series data, which often occurs in distributed predictive maintenance scenarios. …