IEEE

Distributed Real-Time and Fair Resource Allocation for 5G Dense Cellular Networks Based on Deep Reinforcement Learning

Abstract: This article considers a 5G dense cellular network scenario where wireless channels are dynamically changing. To address the resource allocation problems in 5G dense networks, a distributed ...
IEEE

Resource Allocation for Semantic-Aware Wireless Communication Networks with Imperfect CSI

Abstract: In this paper, we introduce a novel uplink semanticaware wireless communication system, catering to multiple users by leveraging a shared probability graph between an access point (AP) and a ...
BBC

The maths problem that could bring the world to a halt

Our hectic, on-demand lifestyles rely upon allocating finite sets of resources to constantly changing numbers of people. As this task grows ever harder, it will require solutions to a little-known ...
Frontiers

Does the fairness of healthcare resource allocation affect utilization efficiency?—an empirical study based on China's provincial panel data

1 School of Artificial Intelligence and Information Technology, Nanjing University of Chinese Medicine, Nanjing, Jiangsu Province, China 2 Department of Development Planning (Office of Discipline ...