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Due to the exponentially increased demands of mobile data traffic, e.g., a 1000-fold increase in traffic demand from 4G to 5G, network densification is considered as a key mechanism in the evolution of cellular networks, and ultra-dense…

网络与互联网体系结构 · 计算机科学 2017-11-15 Jianping An , Kai Yang , Jinsong Wu , Neng Ye , Song Guo , Zhifang Liao

Heterogeneous ultra-dense network (H-UDN) is envisioned as a promising solution to sustain the explosive mobile traffic demand through network densification. By placing access points, processors, and storage units as close as possible to…

信息论 · 计算机科学 2018-08-15 Congmin Fan , Ying-Jun Angela Zhang , Xiaojun Yuan

Heterogeneous Ultra-Dense Network (HUDN) is one of the vital networking architectures due to its ability to enable higher connectivity density and ultra-high data rates. Rational user association and power control schedule in HUDN can…

网络与互联网体系结构 · 计算机科学 2021-03-30 Xiangyu Zhang , Zhengming Zhang , Luxi Yang

Heterogeneous ultra dense networks (HUDNs) and non-orthogonal multiple access (NOMA) have been identified as two proposing techniques for the fifth generation (5G) mobile communication systems due to their great capabilities to enhance…

信息论 · 计算机科学 2018-06-20 Z. Qin , X. Yue , Y. Liu , Z. Ding , A. Nallanathan

The 5th Generation cellular network may have the key feature of smaller cell size and denser resource employment, resulted from diminishing resource and increasing communication demands. However, small cell may result in high interference…

信息论 · 计算机科学 2014-04-15 Yaoqing Yang , Bo Bai , Wei Chen

The extreme traffic load that future wireless networks are expected to accommodate requires a re-thinking of the system design. Initial estimations indicate that, different from the evolutionary path of previous cellular generations that…

信息论 · 计算机科学 2015-10-21 Antonis G. Gotsis , Stelios Stefanatos , Angeliki Alexiou

Network densification and heterogenisation through the deployment of small cellular access points (picocells and femtocells) are seen as key mechanisms in handling the exponential increase in cellular data traffic. Modelling such networks…

网络与互联网体系结构 · 计算机科学 2017-05-11 Pete Pratt , Carl P. Dettmann , Orestis Georgiou

Ultra-dense networks (UDN) constitute one of the most promising techniques of supporting the 5G mobile system. By deploying more small cells in a fixed area, the average distance between users and access points can be significantly reduced,…

信号处理 · 电气工程与系统科学 2017-10-03 Cunhua Pan , Maged Elkashlan , Jiangzhou Wang , Jinhong Yuan , Lajos Hanzo

Ultra network densification is considered a major trend in the evolution of cellular networks, due to its ability to bring the network closer to the user side and reuse resources to the maximum extent. In this paper we explore spatial…

信息论 · 计算机科学 2014-05-13 Antonis G. Gotsis , Stelios Stefanatos , Angeliki Alexiou

The need for efficient use of network resources is continuously increasing with the grow of traffic demand, however, current mobile systems have been planned and deployed so far with the mere aim of enhancing radio coverage and capacity.…

信号处理 · 电气工程与系统科学 2018-01-31 Mustafa Emara , Miltiades C. Filippou , Dario Sabella

Ultra-dense network (UDN) is a promising technology to further evolve wireless networks and meet the diverse performance requirements of 5G networks. With abundant access points, each with communication, computation and storage resources,…

信息论 · 计算机科学 2017-09-27 Yuanming Shi , Jun Zhang , Wei Chen , Khaled B. Letaief

Heterogeneous cellular networks (HCNs) with millimeter wave (mm-wave) communications are considered as a promising technology for the fifth generation mobile networks. Mm-wave has the potential to provide multiple gigabit data rate due to…

网络与互联网体系结构 · 计算机科学 2019-03-07 Yali Chen , Bo Ai , Yong Niu , Ruisi He , Zhangdui Zhong , Zhu Han

Ultra-dense heterogeneous networks (Ud-HetNets) have been put forward to improve the network capacity for next-generation wireless networks. However, counter to the 5G vision, ultra-dense deployment of networks would significantly increase…

信息论 · 计算机科学 2017-09-27 Yuzhou Li , Yu Zhang , Kai Luo , Tao Jiang , Zan Li , Wei Peng

Network densification along with universal resources reuse is expected to play a key role in the realization of 5G radio access as an enabler for delivering most of the anticipated network capacity improvements. On the one hand, neither the…

信息论 · 计算机科学 2013-12-06 Antonis G. Gotsis , Angeliki Alexiou

User distribution in ultra-dense networks (UDNs) plays a crucial role in affecting the performance of UDNs due to the essential coupling between the traffic and the service provided by the networks. Existing studies are mostly based on the…

网络与互联网体系结构 · 计算机科学 2017-11-01 Junliang Ye , Xiaohu Ge , Guoqiang Mao , Yi Zhong

Heterogeneous graphs (HGs) are common in real-world scenarios and often exhibit heterophily. However, most existing studies focus on either heterogeneity or heterophily in isolation, overlooking the prevalence of heterophilic HGs in…

机器学习 · 计算机科学 2025-08-11 Qin Chen , Guojie Song

Heterogeneous graph neural networks (HGNNs) have powerful capability to embed rich structural and semantic information of a heterogeneous graph into node representations. Existing HGNNs inherit many mechanisms from graph neural networks…

机器学习 · 计算机科学 2023-09-04 Xiaocheng Yang , Mingyu Yan , Shirui Pan , Xiaochun Ye , Dongrui Fan

The intense demands for higher data rates and ubiquitous network coverage have raised the stakes on developing new network topology and architecture to meet these ever-increasing demands in a cost-effective manner. The telecommunication…

网络与互联网体系结构 · 计算机科学 2018-04-30 Wei Wang , Lin Yang , Qian Zhang , Tao Jiang

Many real-world graphs (networks) are heterogeneous with different types of nodes and edges. Heterogeneous graph embedding, aiming at learning the low-dimensional node representations of a heterogeneous graph, is vital for various…

社会与信息网络 · 计算机科学 2021-12-15 Wentao Xu , Yingce Xia , Weiqing Liu , Jiang Bian , Jian Yin , Tie-Yan Liu

Heterogeneous information network (HIN) embedding, aiming to map the structure and semantic information in a HIN to distributed representations, has drawn considerable research attention. Graph neural networks for HIN embeddings typically…

社会与信息网络 · 计算机科学 2020-07-07 Di Jin , Zhizhi Yu , Dongxiao He , Carl Yang , Philip S. Yu , Jiawei Han
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