Multi-objective Reinforcement Learning based approach for User-Centric Power Optimization in Smart Home Environments

no code implementations • 29 Sep 2020 • Saurabh Gupta, Siddhant Bhambri, Karan Dhingra, Arun Balaji Buduru, Ponnurangam Kumaraguru

We experiment on real-world smart home data, and show that the multi-objective approaches: i) establish trade-off between the two objectives, ii) achieve better combined user satisfaction and power consumption than single-objective approaches.

Management Multi-Objective Reinforcement Learning