activity
20172022
most citedConstrained Deep Reinforcement Learning for Energy Sustainable Multi-UAV based Random Access IoT Networks with NOMA

98 citations · 125 across the 10 of their papers we have counts for

collaborators

10 papers

cs.NI2022

A Deep Reinforcement Learning based Approach for NOMA-based Random Access Network with Truncated Channel Inversion Power Control

Ziru Chen, Ran Zhang, Lin X. Cai +2

As a main use case of 5G and Beyond wireless network, the ever-increasing machine type communications (MTC) devices pose critical challenges over MTC network in recent years. It is…

cs.NI2021★ 10 cited

Data-Driven Random Access Optimization in Multi-Cell IoT Networks with NOMA

Sami Khairy, Prasanna Balaprakash, Lin X. Cai +1

Non-orthogonal multiple access (NOMA) is a key technology to enable massive machine type communications (mMTC) in 5G networks and beyond. In this paper, NOMA is applied to improve…

cs.LG2020

A Gradient-Aware Search Algorithm for Constrained Markov Decision Processes

Sami Khairy, Prasanna Balaprakash, Lin X. Cai

The canonical solution methodology for finite constrained Markov decision processes (CMDPs), where the objective is to maximize the expected infinite-horizon discounted rewards sub…

cs.NI2020★ 4 cited

Optimizing Non-Orthogonal Multiple Access in Random Access Networks

Ziru Chen, Yong Liu, Sami Khairy +3

Non-orthogonal multiple access (NOMA) has been considered as a promising solution for improving the spectrum efficiency of next-generation wireless networks. In this paper, the per…

cs.NI2020★ 98 cited

Constrained Deep Reinforcement Learning for Energy Sustainable Multi-UAV based Random Access IoT Networks with NOMA

Sami Khairy, Prasanna Balaprakash, Lin X. Cai +1

In this paper, we apply the Non-Orthogonal Multiple Access (NOMA) technique to improve the massive channel access of a wireless IoT network where solar-powered Unmanned Aerial Vehi…

cs.IT2019★ 3 cited

On the Fairness Performance of NOMA-based Wireless Powered Communication Networks

Yong Liu, Xuehan Chen, Lin X. Cai +3

The near-far problem causes severe throughput unfairness in wireless powered communication networks (WPCN). In this paper, we exploit non-orthogonal multiple access (NOMA) technolo…

cs.NI2018

A Stochastic Geometry Analysis of Energy Harvesting in Large Scale Wireless Networks

Ziru Chen, Zhao Chen, Lin X. Cai +2

In this paper, the theoretical sustainable capacity of wireless networks with radio frequency (RF) energy harvesting is analytically studied. Specifically, we consider a large scal…

cs.IT2018

Beamforming Design for Max-Min Fair SWIPT in Green Cloud-RAN with Wireless Fronthaul

Zhao Chen, Haisheng Xu, Lin X. Cai +1

In this paper, a joint beamforming design for max-min fair simultaneous wireless information and power transfer (SWIPT) is investigated in a green cloud radio access network (Cloud…

cs.NI2018★ 1 cited

A Hybrid Approach for Efficient Wireless Information and Power Transfer in Green C-RAN

Xu Li, Zhao Chen, Aurobinda Laha +3

In this paper, we consider a green cloud radio access network (C-RAN) with simultaneous wireless and power transfer ability. In order to reduce the energy consumed for updating the…

cs.IT2017★ 9 cited

Energy-Throughput Tradeoff in Sustainable Cloud-RAN with Energy Harvesting

Zhao Chen, Ziru Chen, Lin X. Cai +1

In this paper, we investigate joint beamforming for energy-throughput tradeoff in a sustainable cloud radio access network system, where multiple base stations (BSs) powered by ind…