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This letter proposes a semantic-aware resource allocation (SARA) framework with flexible duty cycle (DC) coexistence mechanism (SARADC) for 5G-V2X Heterogeneous Network (HetNets) based on deep reinforcement learning (DRL) proximal policy…

网络与互联网体系结构 · 计算机科学 2025-06-23 Zhiyu Shao , Qiong Wu , Pingyi Fan , Nan Cheng , Qiang Fan , Jiangzhou Wang

In this paper, we study communication-efficient distributed stochastic gradient descent (SGD) with data sets of users distributed over a certain area and communicating through wireless channels. Since the time for one iteration in the…

信息论 · 计算机科学 2021-05-21 Jinho Choi

Energy efficiency is critical for future sustainable cellular systems. Power saving optimization has been a key part of the fifth generation (5G) new radio specifications. For 5Gadvanced and future 6G, with the anticipation of a trillion…

信号处理 · 电气工程与系统科学 2022-04-05 Ali A. Esswie

Modern RAN operate in highly dynamic and heterogeneous environments, where hand-tuned, rule-based RRM algorithms often underperform. While RL can surpass such heuristics in constrained settings, the diversity of deployments and…

机器学习 · 计算机科学 2026-01-29 Burak Demirel , Yu Wang , Cristian Tatino , Pablo Soldati

New radio technologies for the fifth generation of wireless system have been extensively studied globally. Specifically, air interface protocols for 5G radio access network will be standardized in coming years by 3GPP. Due to its crucial…

信息论 · 计算机科学 2018-08-21 Honglei Miao , Michael Faerber

5G has been designed to support applications such as connected and automated driving. To this aim, 5G includes a highly flexible New Radio (NR) interface that can be configured to utilize different subcarrier spacings (SCS), slot durations,…

网络与互联网体系结构 · 计算机科学 2022-09-02 M. C. Lucas-Estañ , B. Coll-Perales , T. Shimizu , J. Gozalvez , T. Higuchi , S. Avedisov , O. Altintas , M. Sepulcre

IoT networks with grant-free radio access, like SigFox and LoRa, offer low-cost durable communications over unlicensed band. These networks are becoming more and more popular due to the ever-increasing need for ultra durable, in terms of…

信息论 · 计算机科学 2017-11-03 Meysam Masoudi , Amin Azari , Emre Altug Yavuz , Cicek Cavdar

Radio frequency (RF) wireless power transfer (WPT) is a promising technology for 6G use cases. It enables a massive, yet sustainable deployment of batteryless energy neutral (EN) devices at unprecedented scale. Recent research on 6G is…

信号处理 · 电气工程与系统科学 2024-10-28 Benjamin J. B. Deutschmann , Thomas Wilding , Erik G. Larsson , Klaus Witrisal

Commercial off-the-shelf (COTS) Global Navigation Satellite System (GNSS) receivers face significant limitations under high-dynamic conditions, particularly in high-acceleration environments such as those experienced by launch vehicles.…

信号处理 · 电气工程与系统科学 2025-10-28 Laura Train , Rodrigo Castellanos , Miguel Gómez-López

In this paper, an LSTM-aided hybrid random access scheme (LSTMH-RA) is proposed to support diverse quality of service (QoS) requirements in 6G machine-type communication (MTC) networks, where massive MTC (mMTC) devices and ultra-reliable…

信号处理 · 电气工程与系统科学 2022-08-01 Wenchao Zhai , Huimei Han , Lei Liu , Jun Zhao

Satellite Communication systems are a promising solution to extend and complement terrestrial networks in unserved or under-served areas. This aspect is reflected by recent commercial and standardisation endeavours. In particular, 3GPP…

网络与互联网体系结构 · 计算机科学 2018-06-07 A. Guidotti , A. Vanelli-Coralli , M. Conti , S. Andrenacci , S. Chatzinotas , N. Maturo , B. Evans , A. Awoseyila , A. Ugolini , T. Foggi , L. Gaudio , N. Alagha , S. Cioni

Rate-Splitting Multiple Access (RSMA) is a flexible and robust multiple access scheme for downlink multi-antenna wireless networks. RSMA relies on multi-antenna Rate-Splitting (RS) at the transmitter and Successive Interference Cancellation…

信息论 · 计算机科学 2021-07-27 Onur Dizdar , Yijie Mao , Bruno Clerckx

An essential component for the Fifth Generation of Mobile Networks deployments is the 5G Core (5GC), which bridges the 5G Radio Access Network (RAN) to the rest of the Internet. Some open-source platforms for the 5GC have emerged and been…

网络与互联网体系结构 · 计算机科学 2024-12-31 Maria Barbosa , Marcelo Silva , Ednelson Cavalcanti , Kelvin Dias

In this paper we study the maximum throughput achievable with optimal scheduling in multi-hop networks with highly directive antenna arrays capable of Space Division Multiplexing (SDM) at the transmitter and Space Division Multiple Access…

信息论 · 计算机科学 2019-01-28 Felipe Gómez-Cuba , Michele Zorzi

Dynamic spectrum sharing (DSS) played an important role in the 4G-to-5G transition by allowing 5G new radio (NR) to enter valuable legacy spectrum without immediate static refarming. Yet practical deployments also exposed the cost of…

网络与互联网体系结构 · 计算机科学 2026-04-30 Xingqin Lin

This paper studies the resource allocation algorithm design for secure information and renewable green energy transfer to mobile receivers in distributed antenna communication systems. In particular, distributed remote radio heads…

信息论 · 计算机科学 2015-05-12 Derrick Wing Kwan Ng , Robert Schober

In secure precise directional modulation (DM) networks, two practical random-subcarrier-selection (RSS) methods are proposed to transmit confidential message to the desired user per orthogonal frequency division multiplexing (OFDM) symbol…

信息论 · 计算机科学 2018-08-07 Tong Shen , Shuo Zhang , Riqing Chen , Jin Wang , Jinsong Hu , Feng Shu , Jiangzhou Wang

This paper addresses a weighted sum rate (WSR) maximization problem for downlink OFDMA aided by a decode-and-forward (DF) relay under a total power constraint. A novel subcarrier-pair based opportunistic DF relaying protocol is proposed.…

系统与控制 · 计算机科学 2015-06-12 Tao Wang , Francois Glineur , Jerome Louveaux , Luc Vandendorpe

The roll out of new mobile network generations poses hard challenges due to various factors such as cost-benefit tradeoffs, existing infrastructure, and new technology aspects. In particular, one of the main challenges for the 5G deployment…

网络与互联网体系结构 · 计算机科学 2023-09-08 Paul Almasan , José Suárez-Varela , Andra Lutu , Albert Cabellos-Aparicio , Pere Barlet-Ros

The deployment of mobile LoRa gateways using low-cost single-channel hardware presents a significant challenge in maintaining reliable communication due to the lack of dynamic configuration support. In traditional LoRaWAN networks, Adaptive…

网络与互联网体系结构 · 计算机科学 2025-07-29 W. A. Sasindu Wijesuriya