Author

M. Carvalho

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#reinforcement learning Book Open access Oct 2026

Co-Designing TWT Scheduling and RF Energy Harvesting for Sustainable Heterogeneous Wi-Fi: A Deep Reinforcement Learning Approach

IEEE 802.11ax Target Wake Time (TWT) coordinates station sleep and wake schedules for power savings, while RF energy harvesting promises battery-free operation for IoT sensors. Though studied in isolation, the two are coupled; the same access point (AP) that schedules TWT service periods, controls the RF harvest of bat...

A. Maksud, Marcelo M. Carvalho · Proceedings of the 21st Work... · 0 citations

Conference Jul 2026

Deep Reinforcement Learning-based Dynamic TWT Scheduling for Heterogeneous Wi-Fi Networks

Target Wake Time (TWT) in IEEE 802.11ax enables significant power savings by coordinating station sleep schedules, but optimal TWT parameter selection under heterogeneous traffic remains an open challenge. We present a deep reinforcement learning framework for dynamic TWT scheduling that is protocol-compliant by design...

A. Maksud, Marcelo M. Carvalho · International Conference on... · 0 citations