Deep reinforcement learning-based mobility-aware robust proactive resource allocation in heterogeneous networks

J Li, X Zhang, J Zhang, J Wu, Q Sun… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Proactive resource allocation (PRA) is an essential technology boosting intelligent
communication, as it can make full use of prediction and significantly improve network …

Optimization of Pico-eNB Tx Power and the Effects of Picocell Range Expansion in Multiband HetNet

T Yasaka, K Yoda, H Otsuka - Journal of Sensor and Actuator Networks, 2022 - mdpi.com
The use of heterogeneous networks (HetNets) that combine macrocells and picocells in the
same coverage is effective in increasing system capacity and improving user throughput …

Mobility prediction at points of interest using many-to-one recurrent neural network

MS Cheng, JP Sheu, N Van Cuong… - … 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
With the population of mobile phones, the telecom company has a user's cellular phone
signals and its movement trajectory. So, the company can learn about the user's activity …