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On 5G-V2X Use Cases and Enabling Technologies: A Comprehensive Survey

Ahmad Alalewi, Iyad Dayoub, Soumaya Cherkaoui
<span title="">2021</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/q7qi7j4ckfac7ehf3mjbso4hne" style="color: black;">IEEE Access</a> </i> &nbsp;
ACKNOWLEDGMENT The authors would like to give special thanks to the National program for the urgent aid and reception of scientists in exile (PAUSE program) from Collège de France for its funding of this  ...  The authors in [141] proposed a deep learning algorithm to optimize 5G base station allocation for platooning vehicles underway.  ...  [ suggests an effective RAN slicing scheme based on off-line reinforcement learning and a low-complex heuristic algorithm to improve network performance in terms of resource use, latency, achievable  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2021.3100472">doi:10.1109/access.2021.3100472</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/sbl3ekkiczd5jirvdppv6ey6xe">fatcat:sbl3ekkiczd5jirvdppv6ey6xe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210727220131/https://ieeexplore.ieee.org/ielx7/6287639/6514899/09497103.pdf?tp=&amp;arnumber=9497103&amp;isnumber=6514899&amp;ref=" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/1d/68/1d686f323b87e51f610d9b67e5ce37f3538fe151.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2021.3100472"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> ieee.com </button> </a>

5G PPP Architecture Working Group - View on 5G Architecture, Version 2.0

Simone Redana, Ömer Bulakci, Alex Galis, Rolf Blom, Ishan Vaishnavi, David Gutierrez Estevez, Olav Queseth, Stefano Salsano, John Thomson, Anastasius Gavras
<span title="2017-12-01">2017</span> <i title="Zenodo"> Zenodo </i> &nbsp;
technical directions for the architecture design in the 5G era.  ...  The first version of the white paper was released in July 2016, which captured novel trends and key technological enablers for the realization of the 5G architecture vision along with harmonized architectural  ...  The authors used reinforcement learning for dynamic resource management in virtual networks to (2) improve the quality of service by reducing packet drop rate and virtual link delay, which showed promising  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.3515142">doi:10.5281/zenodo.3515142</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/nbulamu7ojdyzchftnsrcvpaai">fatcat:nbulamu7ojdyzchftnsrcvpaai</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201228171006/https://zenodo.org/record/3515143/files/5G-PPP-5G-Architecture-White-Paper-Jan-2018-v2.0.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/7d/70/7d70702a96a24117afe57abdf3e5f103f7558c84.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.3515142"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

Distributed Vehicular Computing at the Dawn of 5G: a Survey [article]

Ahmad Alhilal, Benjamin Finley, Tristan Braud, Dongzhe Su, Pan Hui
<span title="2022-04-25">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this work, we aim at providing a comprehensive overview of the state of research on vehicular computing in the emerging age of 5G and big data.  ...  Recent advances in information technology have revolutionized the automotive industry, paving the way for next-generation smart vehicular mobility.  ...  ACKNOWLEDGMENT This research has been supported in part by project 16214817 from the Research Grants Council of Hong Kong, and the 5GEAR and FIT projects from Academy of Finland.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2001.07077v2">arXiv:2001.07077v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ixgjkwdx6zdsvfcpviptpf32by">fatcat:ixgjkwdx6zdsvfcpviptpf32by</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220504172437/https://arxiv.org/pdf/2001.07077v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/5a/53/5a53d2af37544cd0484ddcaf44dda74a25668ce4.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2001.07077v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Deep Learning at the Mobile Edge: Opportunities for 5G Networks

Miranda McClellan, Cristina Cervelló-Pastor, Sebastià Sallent
<span title="2020-07-09">2020</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/smrngspzhzce7dy6ofycrfxbim" style="color: black;">Applied Sciences</a> </i> &nbsp;
for 5G networks.  ...  Machine Learning (ML) is leveraged within mobile edge computing to predict changes in demand based on cultural events, natural disasters, or daily commute patterns, and it prepares the network by automatically  ...  Several teams have already used deep Q-learning to address ad-hoc mobile edge computing vehicular networks for 5G [30] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/app10144735">doi:10.3390/app10144735</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ytrnh35x6zbxbki3zg435xqacu">fatcat:ytrnh35x6zbxbki3zg435xqacu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200721115344/https://res.mdpi.com/d_attachment/applsci/applsci-10-04735/article_deploy/applsci-10-04735.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/e8/e2/e8e26d7a76ab50e9cf49c7e86ecdfd29e829d56c.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/app10144735"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

5G PPP Architecture Working Group - View on 5G Architecture, Version 4.0

Anastasius Gavras, Ömer Bulakci, Marco Gramaglia, Marius Iordache, Mir Ghoraishi, Antonio Garcia, Tezcan Cogalan, Jesús Gutiérrez, Anna Tzanakaki, Dan Warren, Xi Li, Giada Landi (+4 others)
<span title="2021-10-29">2021</span> <i title="Zenodo"> Zenodo </i> &nbsp;
Since then, this effort continuously captured the technology trends as developed by the different phases of 5G PPP projects: the first phase (Phase I), that laid the foundation of the network slicing-aware  ...  The overall goal of the Architecture Working Group (WG) within the 5G PPP Initiative is to consolidate the main technology enablers and the bleeding-edge design trends in the context of the 5G Architecture  ...  Spark 6 is used to train classic supervised and unsupervised models, BigDL 7 is used for Deep Neural Networks, and Ray 8 can be used for Reinforcement Learning models.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.5155657">doi:10.5281/zenodo.5155657</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xbjiccshe5cnvfurrh345dynue">fatcat:xbjiccshe5cnvfurrh345dynue</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20211105064927/https://zenodo.org/record/5155657/files/Architecture%20WP%20V4.0-published.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/66/cd/66cd7bc06f43e5086297852eb448cd4cee8ce369.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.5155657"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

AI and ML – Enablers for Beyond 5G Networks

Alexandros Kaloxylos, Anastasius Gavras, Daniel Camps Mur, Mir Ghoraishi, Halid Hrasnica
<span title="2020-12-01">2020</span> <i title="Zenodo"> Zenodo </i> &nbsp;
The white paper introduces the main relevant mechanisms in Artificial Intelligence and Machine Learning currently investigated and exploited for 5G and beyond 5G networks.  ...  Reinforcement learning is concerned about how intelligent agents must take actions in order to maximize a collective reward, e.g. to improve a property of the system.  ...  Table 3 - 3 5 Use cases for non-real-time RAN aspects Use Case 5GPPP Project Additional references RAN slicing in multi-tenant networks 5G-CLARITY [325], [326] Radio Resource Provisioning in  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.4299895">doi:10.5281/zenodo.4299895</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ngzbopfm6bb43lnrmep6nz5icm">fatcat:ngzbopfm6bb43lnrmep6nz5icm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210524235301/https://zenodo.org/record/4299895/files/AI-MLforNetworks-v1-0.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/e2/25/e225107ecbf595e39437c65df1608bc6a53dc472.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.4299895"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

5G Norma Network Architecture – Final Report

EU H2020 5G NORMA
<span title="2017-10-16">2017</span> <i title="Zenodo"> Zenodo </i> &nbsp;
The key achievement of 5G NORMA WP3 is the design of a conceptually novel, adaptive, and future-proof 5G mobile network architecture allowing to adapt the use of the mobile network (radio access, core,  ...  The security analysis in radio and core network domain has fuelled novel security concepts specifically addressing the challenges of multi-tenant and multi-service mobile networks with decomposed network  ...  This module, that runs in the ISRB block, adopts a reinforcement learning based technique to perform admission control.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.1120247">doi:10.5281/zenodo.1120247</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/kheylapulffzpmdkbe3tuxlb3i">fatcat:kheylapulffzpmdkbe3tuxlb3i</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201229042857/https://zenodo.org/record/1120247/files/671584_Deliverable_10_%285G%20NORMA%20network%20architecture%20%E2%80%93%20final%20report%29.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/28/f7/28f773cfaccba8580b98ca3d34110a7c9a1721f7.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.1120247"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

Learning Radio Resource Management in 5G Networks: Framework, Opportunities and Challenges [article]

Francesco Davide Calabrese, Li Wang, Euhanna Ghadimi, Gunnar Peters, Pablo Soldati
<span title="2018-05-20">2018</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
The architecture relies on a single general-purpose learning framework conceived for RRM directly using the data gathered in the network.  ...  that capitalizes on recent advances in the field of machine learning in combination with the large amount of data readily available in the network from measurements and system observations.  ...  With the fifth generation (5G) of mobile broadband systems, which shall integrate new technology components (e.g. massive MIMO, mm-Wave communication, network slicing, vehicular networks, more and broader  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1611.10253v3">arXiv:1611.10253v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/limpoqnqtbcatp2rehwdjxebj4">fatcat:limpoqnqtbcatp2rehwdjxebj4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200924082506/https://arxiv.org/pdf/1611.10253v3.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/b4/b3/b4b3beea6c2ff790c15141ced3eaee5656e64150.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1611.10253v3" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

D5.1: 5G Security Test Cases

Diana P. M. Osorio
<span title="2021-03-01">2021</span> <i title="Zenodo"> Zenodo </i> &nbsp;
This set of test cases were selected by performing an exhaustive requirements elicitation of 5G security use cases defined in WP2, stemming from the new and enhanced 5G security and trust/liability enablers  ...  developed in WP3 and WP4.  ...  the network.  Reinforcement Learning and rule-based schemes are used in to evaluate the solution space and pick optimal decisions.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.4569523">doi:10.5281/zenodo.4569523</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/paj4e3gsnjhapmdkn3wxtl5nri">fatcat:paj4e3gsnjhapmdkn3wxtl5nri</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210313122031/https://zenodo.org/record/4569524/files/i5-D5.1_5G%20security%20test%20cases_v1.6.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/90/92/90921074af6fb11c6015cd69322eb544c6f1bc42.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.4569523"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

Resource Management and Quality of Service Provisioning in 5G Cellular Networks [article]

Sam Kayyali
<span title="2020-08-21">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this paper we will review 5G networks characteristics and specifications, then carry out a survey on resource management and QoS provisioning to improve and manage resource utilization in 5G networks  ...  On the other hand, guaranteeing quality of service requirements for the wide range of new services is another challenge that must be met in 5G networks.  ...  In [104] , slice admission control based on reinforcement learning was proposed.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2008.09601v1">arXiv:2008.09601v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/uypfps3bxzailjlvgmmjhlhk6y">fatcat:uypfps3bxzailjlvgmmjhlhk6y</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200826011448/https://arxiv.org/ftp/arxiv/papers/2008/2008.09601.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/81/24/812423d5e1b4f5885abcd074605eeb5d4359e661.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2008.09601v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Intelligent Resource Slicing for eMBB and URLLC Coexistence in 5G and Beyond: A Deep Reinforcement Learning Based Approach [article]

Madyan Alsenwi, Nguyen H. Tran, Mehdi Bennis, Shashi Raj Pandey, Anupam Kumar Bairagi, Choong Seon Hong
<span title="2020-11-12">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this paper, we study the resource slicing problem in a dynamic multiplexing scenario of two distinct 5G services, namely Ultra-Reliable Low Latency Communications (URLLC) and enhanced Mobile BroadBand  ...  To solve the formulated problem, an optimization-aided Deep Reinforcement Learning (DRL) based framework is proposed, including: 1) eMBB resource allocation phase, and 2) URLLC scheduling phase.  ...  Index Terms 5G NR, resource slicing, eMBB, URLLC, risk-sensitive, deep reinforcement learning. I.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2003.07651v3">arXiv:2003.07651v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/sdhw3jbqwbhifhecxkb4dh6h7i">fatcat:sdhw3jbqwbhifhecxkb4dh6h7i</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201114113259/https://arxiv.org/pdf/2003.07651v3.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d5/66/d5663c5d1166abcf77a80e93823b6b439cd87dcb.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2003.07651v3" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Internet of vehicle's resource management in 5G networks using AI technologies: Current status and trends

Nada M. Elfatih, Mohammad Kamrul Hasan, Zeinab Kamal, Deepa Gupta, Rashid A. Saeed, Elmustafa Sayed Ali, Md. Sarwar Hosain
<span title="2021-12-30">2021</span> <i title="Institution of Engineering and Technology (IET)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/hilohscapjgk3kxfrc3gt64bvm" style="color: black;">IET Communications</a> </i> &nbsp;
The paper also presented reviews on integrating the multi-layers of vehicular network architecture with AI strategy to identify advancement and future directions for resource allocation and management  ...  One of the main challenges for V2X is resource allocation and management for a high-speed vehicular environment.  ...  In [18] Nassar and Yilmaz discussed the resources allocation in the network using slicing technique by DL and RL. DRL is used for optimal and adaptive vehicular network slicing approaches.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1049/cmu2.12315">doi:10.1049/cmu2.12315</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pber6we3f5a7zl3nbd52e4kq2u">fatcat:pber6we3f5a7zl3nbd52e4kq2u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220426170711/https://ietresearch.onlinelibrary.wiley.com/doi/pdf/10.1049/cmu2.12315" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/85/d7/85d7dc6bb4f5bf1e0fa4438020e15c8fc14e9a49.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1049/cmu2.12315"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Guest Editorial Special Issue on Intent-Based Networking for 5G-Envisioned Internet of Connected Vehicles

Sahil Garg, Mohsen Guizani, Ying-Chang Liang, Fabrizio Granelli, Neeli Prasad, Ranga Rao Venkatesha Prasad
<span title="">2021</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/in6o6x6to5e2dls4y2ff52dy6u" style="color: black;">IEEE transactions on intelligent transportation systems (Print)</a> </i> &nbsp;
However, as we are moving towards the 5G communication era, the data generated by connected vehicles are expected to grow exponentially; which in turn brings significant challenges to 5G.  ...  W ITH the recent advances in wireless communications, the automotive industry is leading to evolution.  ...  networks using 5G network slicing to deal with the heterogeneous requirements of different ITS applications in the complex and dynamic environment of vehicular networks.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tits.2021.3101259">doi:10.1109/tits.2021.3101259</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/gwasd62i7jdkfn4vjkvtenqejm">fatcat:gwasd62i7jdkfn4vjkvtenqejm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210814030420/https://ieeexplore.ieee.org/ielx7/6979/9509372/09509378.pdf?tp=&amp;arnumber=9509378&amp;isnumber=9509372&amp;ref=" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/2b/00/2b002941590aca39df8563dcafe96ad102cf4e5d.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tits.2021.3101259"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

5G and beyond networks [chapter]

Silvia Ruiz, Hamed Ahmadi, Gordana Gardašević, Yoram Haddad, Konstantinos Katzis, Paolo Grazioso, Valeria Petrini, Arie Reichman, M. Kemal Ozdemir, Fernando Velez, Rui Paulo, Sergio Fortes (+7 others)
<span title="">2021</span> <i title="Elsevier"> Inclusive Radio Communications for 5G and Beyond </i> &nbsp;
Inclusive Radio Communications for 5G and Beyond. https://doi.  ...  Vehicular scenarios for 5G use cases are quite challenging for a cellular network not specifically planned for it.  ...  In [DMM + 16], a dynamic data traffic algorithm to enable hybrid vehicular communication is proposed.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/b978-0-12-820581-5.00012-2">doi:10.1016/b978-0-12-820581-5.00012-2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/gsmihcj725as7g3n3kgp57vgbq">fatcat:gsmihcj725as7g3n3kgp57vgbq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210622043247/https://pdf.sciencedirectassets.com/780494/3-s2.0-C20180048604/3-s2.0-B9780128205815000122/main.pdf?X-Amz-Security-Token=IQoJb3JpZ2luX2VjEAQaCXVzLWVhc3QtMSJHMEUCIBRq%2BwMPm5ryuFL%2Fon0R%2F2fCAN%2BsqmOSNwWavP57QQhQAiEAonMXxBjXzXvPAYjBJVzoG5MmgFWDmYTBjgGtVzeBAd4qgwQIzf%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FARAEGgwwNTkwMDM1NDY4NjUiDPb0h3uqRgyS%2FGjM0SrXA25RtH2aZSGIO1y5IUZIpNp3MYikkVnF1jONCc%2FTandlBDOSPyGbvqD%2BgJ%2F5HKsY1fdbi8WcP4qtiZuAUIMVjHmL7okh82MJrQkTPsmhBkGQz8aItvNimFpYURyFbgUNPTTXTl79pFSmWe3rzJBk3kbnW8JnTo4dnrWb3LutGKNbv9ZwBwGBXfYzx%2BZ4K2jgsy62Gh%2BmeX9foBC%2FmZly9FqCdnNg1PIaLr607IS5hoi0jLGaJVL1o6oBsBEvgAyvjj0%2FrvRvbxkVkRmzw1HO0N7R6hTCg5dPLmlF2js0i51qlLe9XNvpK5n6g02LhjWnnb%2BMetP6%2FTaAsWQWHMpD7z7xTk4aNM4X6yZS%2BeAy4xuy13k7TlK9%2BOTL3fmL%2BzMRuJHQtWriZAFAOCOa6m%2BzzznOZOWHEaHQKm4UyCevsMZqK9E8Kl4fR0Uaj4sieEjrd5Z6MjHa4MhwpyNDUeXmMokvLm1Z%2Fn4d23OEABsGpbKrYK%2Fih618QkXjwv4IPWJytS7jBsfECk99Nbwl%2B4M2Wko47K1gSmbKyBbv2P0%2FKTfBntNsGlkJxb3lC4dd82xytyapHqoGa5Ll5%2FqhQ0YTEYmcsi3iYeBtwGJVv9rpW3nh3wkztMpL%2FTD5tcWGBjqlAYJL9mbX944MG%2BpJbpHcdEoFeuoixd3i02yrYCo09W0RSXUu9jBzA39mUsYUI96a%2B6hIYlbYVppyoNbfALxLfbMDuaYAG8wYLdJLCfHuuQfbSaiGfmxZsv9uq1jSbxU3fnQidkTv8GA3I1RyQG09kiS1df3j3JKmtikjDdFQGr%2FQxdf7DwJWXmMHVuP57owTvQlDGZUBXFc04LRcQ1FlJwDOYlpElw%3D%3D&amp;X-Amz-Algorithm=AWS4-HMAC-SHA256&amp;X-Amz-Date=20210622T043240Z&amp;X-Amz-SignedHeaders=host&amp;X-Amz-Expires=300&amp;X-Amz-Credential=ASIAQ3PHCVTY2TH4O4GL%2F20210622%2Fus-east-1%2Fs3%2Faws4_request&amp;X-Amz-Signature=552cea99c0d5e67c2316b072514d78ec815ce6a136e1ace077d4992ea475e912&amp;hash=13b6e1f0464de1e856db299abf54a603128bf3f37c9fda7274566b34e9b73234&amp;host=68042c943591013ac2b2430a89b270f6af2c76d8dfd086a07176afe7c76c2c61&amp;pii=B9780128205815000122&amp;tid=spdf-b92d63e8-f664-49b4-9edf-f23a9d10b6eb&amp;sid=e1230425459b02418f993173017aec7bc4c5gxrqa&amp;type=client" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/ad/95/ad95c54bfa57a98362afe4b8c09f6bf83b58b90d.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/b978-0-12-820581-5.00012-2"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Man-made Brain Power for 5G Wireless Systems

Golla Rakesh, Chithram Vijaya Preethi
<span title="2022-05-10">2022</span> <i title="Zenodo"> Zenodo </i> &nbsp;
new insight into future exploration headings for utilizing simulated intelligence in 5G remote interchanges.  ...  In this paper, we give an inside and out survey of man-made intelligence for 5G remote correspondence frameworks.  ...  localization scheduling in vehicular networks.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.6535514">doi:10.5281/zenodo.6535514</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/e575ztkddfewpbzcx42rs2gsd4">fatcat:e575ztkddfewpbzcx42rs2gsd4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220511182652/https://zenodo.org/record/6535514/files/IJISRT22APR756%20%281%29%20%281%29.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/29/4d/294dce371f047df48b93ce11538c5330ed9f7fc7.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.6535514"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>
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