Federated Learning and Dynamic Game-Based Collaborative Optimisation for Resource Allocation in IoT Data Acquisition

Key Points

• Resource allocation efficiency improves significantly in IoT systems, optimizing data acquisition processes.
• Performance metrics indicate a notable increase with the application of federated learning and dynamic game strategies.
• Analysis using advanced methods highlights the collaboration between multiple agents for resource optimization in IoT settings.
• The findings suggest that leveraging game theory may enable better resource management in diverse IoT environments.