4 papers
A Hard and Soft Hybrid Slicing Framework for Service Level Agreement Guarantee via Deep Reinforcement Learning
Heng Zhang, Guangjin Pan, Shugong Xu +2
Network slicing is a critical driver for guaranteeing the diverse service level agreements (SLA) in 5G and future networks. Recently, deep reinforcement learning (DRL) has been wid…
A Novel GCN based Indoor Localization System with Multiple Access Points
Yanzan Sun, Qinggang Xie, Guangjin Pan +2
With the rapid development of indoor location-based services (LBSs), the demand for accurate localization keeps growing as well. To meet this demand, we propose an indoor localizat…
High Accurate Time-of-Arrival Estimation with Fine-Grained Feature Generation for Internet-of-Things Applications
Guangjin Pan, Tao Wang, Shunqing Zhang +1
Conventional schemes often require extra reference signals or more complicated algorithms to improve the time-of-arrival (TOA) estimation accuracy. However, in this letter, we prop…
Deep Learning based OTDOA Positioning for NB-IoT Communication Systems
Guangjin Pan, Tao Wang, Xiufeng Jiang +1
Positioning is becoming a key component in many Internet of Things (IoT) applications. The main challenges and limitations are the narrow bandwidth, low power and low cost which re…