Delay-aware dynamic access control for mMTC in wireless networks using deep reinforcement learning

Reinforcement Learning for Real-Time Optimization in NB-IoT Networks

(2019) Nan Jiang et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Deep reinforcement learning mechanism for dynamic access control in wireless networks handling mMTC

(2019) Diego Pacheco-Paramo et al.   Ad Hoc Networks

Limitations and sidelink-based extensions of 3GPP cellular access protocols for very crowded environments

(2019) Paolo Castagno et al.   Computer Networks

Congestion control with adaptive access class barring for LTE M2M overload using Kalman filters

(2018) Morteza Tavana et al.   Computer Networks

Performance Analysis and Optimal Access Class Barring Parameter Configuration in LTE-A Networks With Massive M2M Traffic

(2018) Luis Tello-Oquendo et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

Efficient Random Access Channel Evaluation and Load Estimation in LTE-A With Massive MTC

(2018) Luis Tello-Oquendo et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

Dynamic Resource Allocation and Access Class Barring Scheme for Delay-Sensitive Devices in Machine to Machine (M2M) Communications

(2017) Ning Li et al.   SENSORS

A Reinforcement Learning Approach to Access Management in Wireless Cellular Networks

(2017) Jihun Moon et al.   WIRELESS COMMUNICATIONS & MOBILE COMPUTING

D-ACB: Adaptive Congestion Control Algorithm for Bursty M2M Traffic in LTE Networks

(2016) Suyang Duan et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

Uplink access control for machine-type communications in LTE-A networks

(2016) Ren-Hung Hwang et al.   Personal and Ubiquitous Computing

Optimal Access Class Barring for Stationary Machine Type Communication Devices With Timing Advance Information

(2015) Zehua Wang et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Machine type communications in 3GPP networks: potential, challenges, and solutions

(2012) Tarik Taleb et al.   IEEE COMMUNICATIONS MAGAZINE