Towards a Self-Adaptive Architecture for Federated Learning of Industrial Automation Systems

Emerging Industry 4.0 architectures deploy data-driven applications and artificial intelligence services across multiple locations under varying ownership, and require specific data protection and privacy considerations to not expose confidential data to third parties. For this reason, federated learning provides a framework for optimizing machine learning models in single manufacturing facilities...