Safe Reinforcement Learning With Deep Q-Networks for Energy-Efficient Sleep Scheduling in Wireless Sensor Networks
Wireless sensor networks are widely used in Internet of Things applications where energy efficiency and reliable packet delivery must be jointly considered. This paper formulates energy-aware sleep scheduling in multi-hop wireless sensor networks as a constrained Markov decision process, where long-term node activity i...