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The rising prevalence of real-time applications that require deterministic communication over mobile networks necessitates the joint operation of both mobile and fixed network components. This joint operation requires designing components…

网络与互联网体系结构 · 计算机科学 2024-09-23 Yash Deshpande , Philip Diederich , Muhamad Luthfi , Laura Becker , José Fontalvo-Hernández , Wolfgang Kellerer

As 5G networks rapidly expand and 6G technologies emerge, characterized by dense deployments, millimeter-wave communications, and dynamic beamforming, the need for scalable simulation tools becomes increasingly critical. These tools must…

网络与互联网体系结构 · 计算机科学 2026-01-07 Mohammed Mallik , Guillaume Villemaud

In this work, we present BasisNet which combines recent advancements in efficient neural network architectures, conditional computation, and early termination in a simple new form. Our approach incorporates a lightweight model to preview…

计算机视觉与模式识别 · 计算机科学 2021-05-10 Mingda Zhang , Chun-Te Chu , Andrey Zhmoginov , Andrew Howard , Brendan Jou , Yukun Zhu , Li Zhang , Rebecca Hwa , Adriana Kovashka

The evolution of wireless networks gravitates towards connected intelligence, a concept that envisions seamless interconnectivity among humans, objects, and intelligence in a hyper-connected cyber-physical world. Edge artificial…

信息论 · 计算机科学 2023-12-27 Yifei Shen , Jiawei Shao , Xinjie Zhang , Zehong Lin , Hao Pan , Dongsheng Li , Jun Zhang , Khaled B. Letaief

Future Mobile Networks (MNs), 5G and beyond 5G, will require a paradigm shift from traditional resource allocation mechanisms as Base Stations (BSs) will be empowered with computation capabilities (i.e., offloading and computation is…

信号处理 · 电气工程与系统科学 2019-09-20 Thembelihle Dlamini

Generative-AI (GenAI), a novel technology capable of producing various types of outputs, including text, images, and videos, offers significant potential for wireless communications. This article introduces the concept of strategic…

网络与互联网体系结构 · 计算机科学 2024-12-03 Berk Çiloğlu , Görkem Berkay Koç , Afsoon Alidadi Shamsabadi , Metin Ozturk , Halim Yanikomeroglu

This survey paper examines the recent advancements in AI agent implementations, with a focus on their ability to achieve complex goals that require enhanced reasoning, planning, and tool execution capabilities. The primary objectives of…

人工智能 · 计算机科学 2024-04-18 Tula Masterman , Sandi Besen , Mason Sawtell , Alex Chao

Data-driven machine learning approaches have recently been proposed to facilitate wireless network optimization by learning latent knowledge from historical optimization instances. However, existing methods do not well handle the topology…

网络与互联网体系结构 · 计算机科学 2021-01-06 Shuai Zhang , Bo Yin , Yu Cheng

Effective urban planning is crucial for enhancing residents' quality of life and ensuring societal stability, playing a pivotal role in the sustainable development of cities. Current planning methods heavily rely on human experts, which are…

人工智能 · 计算机科学 2026-01-30 Xixian Yong , Peilin Sun , Zihe Wang , Xiao Zhou

Most cellular network communication strategies are focused on data traffic scenarios rather than energy balance and efficient utilization. Thus mobile users in hot cells may suffer from low throughput due to energy loading imbalance…

网络与互联网体系结构 · 计算机科学 2015-05-05 Jianjun Yang , Bryson Payne , Markus Hitz , Zongming Fei , Le Li , Tongquan Wei

Achieving robust networks is a challenging problem due to its NP-hard nature and complex solution space. Current methods, from handcrafted feature extraction to deep learning, have made progress but remain rigid, requiring manual design and…

人工智能 · 计算机科学 2024-10-24 He Yu , Jing Liu

Large-scale distributed antenna systems with many access points (APs) that serve the users by coherent joint transmission is being considered for 5G-and-beyond networks. The technology is called Cell-free Massive MIMO and can provide a more…

信息论 · 计算机科学 2020-06-30 Trinh Van Chien , Emil Björnson , Erik G. Larsson

Task scheduling is a well-studied problem in the context of optimizing the Quality of Service (QoS) of cloud computing environments. In order to sustain the rapid growth of computational demands, one of the most important QoS metrics for…

分布式、并行与集群计算 · 计算机科学 2022-05-24 Shreshth Tuli , Giuliano Casale , Nicholas R. Jennings

In the past few decades, the world has witnessed a rapid growth in mobile communication and reaped great benefits from it. Even though the fourth generation (4G) mobile communication system is just being deployed worldwide, proliferating…

网络与互联网体系结构 · 计算机科学 2014-12-16 Mao Yang , Yong Li , Long Hu , Bo Li , Depeng Jin , Sheng Chen , Zhongjiang Yan

Mobile networks are composed of many base stations and for each of them many parameters must be optimized to provide good services. Automatically and dynamically optimizing all these entities is challenging as they are sensitive to…

机器学习 · 计算机科学 2021-10-01 Maxime Bouton , Hasan Farooq , Julien Forgeat , Shruti Bothe , Meral Shirazipour , Per Karlsson

Resilience is defined as the ability of a network to resist, adapt, and quickly recover from disruptions, and to continue to maintain an acceptable level of services from users' perspective. With the advent of future radio networks,…

Planning with preferences has been employed extensively to quickly generate high-quality plans. However, it may be difficult for the human expert to supply this information without knowledge of the reasoning employed by the planner and the…

人工智能 · 计算机科学 2018-04-23 Mayukh Das , Phillip Odom , Md. Rakibul Islam , Janardhan Rao , Doppa , Dan Roth , Sriraam Natarajan

The advent of the wireless communications systems augurs new cutting-edge technologies, including self-driving vehicles, unmanned aerial systems, autonomous robots, Internet-of-Things, and virtual reality. These technologies require high…

信号处理 · 电气工程与系统科学 2020-09-11 Youness Arjoune , Saleh Faruque

Direct air-to-ground (A2G) communications leveraging the fifth-generation (5G) new radio (NR) can provide high-speed broadband in-flight connectivity to aircraft in the sky. A2G network deployment entails optimizing various design…

信息论 · 计算机科学 2020-11-18 Yun Chen , Xingqin Lin , Talha Khan , Mehrnaz Afshang , Mohammad Mozaffari

In this paper, we provide a novel application aware user association and resource allocation framework, i.e., AURA-5G, which utilizes a joint optimization strategy to accomplish the same. Concretely, our methodology considers all the real…

网络与互联网体系结构 · 计算机科学 2020-03-25 Akshay Jain , Elena Lopez-Aguilera , Ilker Demirkol