An adaptive energy-efficient MAC protocol for wireless sensor networks
Proceedings of the 1st international conference on Embedded networked sensor systems
Medium access control with coordinated adaptive sleeping for wireless sensor networks
IEEE/ACM Transactions on Networking (TON)
RL-MAC: a reinforcement learning based MAC protocol for wireless sensor networks
International Journal of Sensor Networks
MAC Essentials for Wireless Sensor Networks
IEEE Communications Surveys & Tutorials
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This paper proposes a control-based approach to duty cycle adaptation for wireless sensor networks. The proposed method controls duty cycle through queue management in order to achieve high performance under variable traffic rates. To have energy efficiency while minimizing the delay, we design a feedback controller, which adapts sleeping interval time to traffic change dynamically by constraining the queue length at a predetermined value. Based on the control theory, we analyze the adaptation behavior of the proposed controller and demonstrate system stability. The simulation results show that the proposed method outperforms existing scheduling protocols by achieving more energy savings while minimizing the delay.