Q-Learning-Based Power Control for LTE Enterprise Femtocell Networks
作者： Zhibin Gao , Bin Wen , Lianfen Huang , Canbin Chen , Ziwen Su
DOI: 10.1109/JSYST.2016.2535461
关键词: Computer science 、 Hybrid power 、 Power control 、 Q-learning 、 Computer network 、 Efficient energy use 、 Scheduling (computing) 、 Femtocell 、 User experience design 、 Communication quality
摘要: Small cells are beneficial for both users and operators to improve communication quality. The femtocell is one type of small cell used indoor coverage. Enterprise installation inevitably produces intralayer interlayer interference management issues. optimization propagation modeling built in this work based on the communications environment characteristics. Q-learning-based distributed hybrid power control strategies then proposed. throughput, energy efficiency, user experience satisfaction with conventional scheduling methods compared. simulation results show that Q-learning performs better local while enhances global performance.
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