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Guaranteed Dynamic Scheduling of Ultra-Reliable Low-Latency Traffic via Conformal Prediction [article]

Kfir M. Cohen, Sangwoo Park, Osvaldo Simeone, Petar Popovski, Shlomo Shamai
2023 arXiv   pre-print

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2023 pre-print arXiv:2302.07675v1 fatcat:eof22u2bz5funjkdltbaa3sdhy
The dynamic scheduling of ultra-reliable and low-latency traffic (URLLC) in the uplink can significantly enhance the efficiency of coexisting services, such as enhanced mobile broadband (eMBB) devices,  ...  In this paper, we introduce a novel scheduler for URLLC packets that provides formal guarantees on reliability and latency irrespective of the quality of the URLLC traffic predictor.  ...  The proposed method leverages recent advances in online conformal prediction (CP) [9] , [10] , by dynamically adjusting the amount of allocated resources so as to meet reliability and latency requirements  ... 
arXiv:2302.07675v2 fatcat:4lpa2tmhs5aaplrvtj3dyb6hoq
Multiple Versions
Citation

Kfir M. Cohen, Sangwoo Park, Osvaldo Simeone, Petar Popovski, Shlomo Shamai. "Guaranteed Dynamic Scheduling of Ultra-Reliable Low-Latency Traffic via Conformal Prediction." arXiv (2023)

A Survey on Deep Learning for Ultra-Reliable and Low-Latency Communications Challenges on 6G Wireless Systems

Adeeb Salh, Lukman Audah, Nor Shahida Mohd Shah, Abdulraqeb Alhammadi, Qazwan Abdullah, Yun Hee Kim, Samir A. Al-Gailani, Shipun A. Hamzah, Bashar A. F. Esmail, Akram A. Almohammedi
2021 IEEE Access  

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It enables ultra-reliable and low latency communication (URLLC) enhancing information transmission up to around 1 Tb/s data rate while achieving a 0.1 millisecond transmission latency.  ...  This is done through the application of learning, predicting, and decision-making to manage the stream of individuals trained by big data.  ...  Edge computing is a very important technique in 6G that guarantees ultra-low latency.  ... 
doi:10.1109/access.2021.3069707 fatcat:v5om5kdtpze3vcxm6tko3efha4
DOAJ
Citation

Adeeb Salh, Lukman Audah, Nor Shahida Mohd Shah, Abdulraqeb Alhammadi, Qazwan Abdullah, Yun Hee Kim, Samir A. Al-Gailani, Shipun A. Hamzah, Bashar A. F. Esmail, Akram A. Almohammedi. "A Survey on Deep Learning for Ultra-Reliable and Low-Latency Communications Challenges on 6G Wireless Systems." IEEE Access (2021) 1-1

Towards Tactile Internet in Beyond 5G Era: Recent Advances, Current Issues and Future Directions

Shree Krishna Sharma, Isaac Woungang, Alagan Anpalagan, Symeon Chatzinotas
2020 IEEE Access  

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of ultra-low latency, ultra-high reliability, high data-rate connectivity, resource allocation, multiple access and qualitylatency-rate tradeoff.  ...  INDEX TERMS Tactile internet, IoT, 5G, beyond 5G, haptic communications, augmented reality (AR), virtual reality (VR), ultra-reliable and low-latency communications (URLLC).  ...  , dynamic route selection for the drones with low-latency, and efficient traffic management for Internet of drones.  ... 
doi:10.1109/access.2020.2980369 fatcat:lq2gm7pjczcm5ogunz53xpmive
DOAJ
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Shree Krishna Sharma, Isaac Woungang, Alagan Anpalagan, Symeon Chatzinotas. "Towards Tactile Internet in Beyond 5G Era: Recent Advances, Current Issues and Future Directions." IEEE Access (2020) 1-1

Towards Tactile Internet in Beyond 5G Era: Recent Advances, Current Issues and Future Directions [article]

Shree Krishna Sharma, Isaac Woungang, Alagan Anpalagan, Symeon Chatzinotas
2019 arXiv   pre-print

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., touch, actuation, motion, vibration, surface texture) over Internet in addition to the conventional audiovisual and data traffics.  ...  towards addressing the complex problems of human society.  ...  It is very challenging to meet the demanding requirements of industrial automation in terms of ultra-high reliability and ultra-low latency [45] .  ... 
arXiv:1908.07337v1 fatcat:7fdkucvojrd3lhcxq5sikbv4ie
Citation

Shree Krishna Sharma, Isaac Woungang, Alagan Anpalagan, Symeon Chatzinotas. "Towards Tactile Internet in Beyond 5G Era: Recent Advances, Current Issues and Future Directions." arXiv (2019)

A Comprehensive Survey of Wireless Time-Sensitive Networking (TSN): Architecture, Technologies, Applications, and Open Issues [article]

Kouros Zanbouri, Md. Noor-A-Rahim, Jobish John, Cormac J. Sreenan, H. Vincent Poor, Dirk Pesch
2023 arXiv   pre-print

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This survey article presents a comprehensive review of wireless TSN, including an overview of the architecture of a wireless TSN network and an examination of the various wireless technologies and protocols  ...  In addition, the article discusses industrial applications of wireless TSN, among them automation, robotics, and autonomous vehicles.  ...  Traffic classes & schedule management TSN aims to handle time-critical hard-real-time traffic that demands very low latency and ultra-high reliability along with best effort traffic through various mechanisms  ... 
arXiv:2312.01204v1 fatcat:aiuhtsvzibcuppvawwjlmcnq3a
Citation

Kouros Zanbouri, Md. Noor-A-Rahim, Jobish John, Cormac J. Sreenan, H. Vincent Poor, Dirk Pesch. "A Comprehensive Survey of Wireless Time-Sensitive Networking (TSN): Architecture, Technologies, Applications, and Open Issues." arXiv (2023)

When IEEE 802.11 and 5G meet Time-Sensitive Networking

Mahin K. Atiq, Raheeb Muzaffar, Oscar Seijo, Inaki Val, Hans-Peter Bernhard
2021 IEEE Open Journal of the Industrial Electronics Society  

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In this paper we comprehensively analyze the recent standardization efforts and developments in IEEE 802.11 and 5G to enable low-latency, deterministic communications and present the current status of  ...  Time-sensitive networking (TSN) standards aim at providing vendor agnostic, reliable, and deterministic communications over the Ethernet, but lack in flexibility and modularity provisions.  ...  The low latency [10] and high reliability provided through ultra-reliable low latency communication (URLLC) enabling technologies support TSN integration with 5G [11] .  ... 
doi:10.1109/ojies.2021.3135524 fatcat:vserbwo6wjhz5d5c75h3xxu5em
DOAJ
Citation

Mahin K. Atiq, Raheeb Muzaffar, Oscar Seijo, Inaki Val, Hans-Peter Bernhard. "When IEEE 802.11 and 5G meet Time-Sensitive Networking." IEEE Open Journal of the Industrial Electronics Society (2021) 1-1

Development of A Fully Data-Driven Artificial Intelligence and Deep Learning for URLLC Application in 6G Wireless Systems: A Survey [article]

Adeeb Salh, Lukman Audah, Qazwan Abdullah, Abdullah Noorsaliza, Nor Shahida Mohd Shah, Jameel Mukred, Shipun Hamzah
2021 arXiv   pre-print

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Data-driven for ultra-reliable and low latency communication is a new service paradigm provided by a new application of future sixth-generation wireless communication and network architecture, involving  ...  Furthermore, improving a multi-level architecture for ultra-reliable and low latency in deep Learning allows for data-driven AI and 6G networks for device intelligence, as well as allowing innovations  ...  To achieve the explosive growth of mobile data in 6G and establish reliable communication depends on apply THz, which achieve a terabit/second data rate, ultra-reliability and low latency without more  ... 
arXiv:2108.10076v1 fatcat:b753qbfwjrdujca6spguxobaxq
Citation

Adeeb Salh, Lukman Audah, Qazwan Abdullah, Abdullah Noorsaliza, Nor Shahida Mohd Shah, Jameel Mukred, Shipun Hamzah. "Development of A Fully Data-Driven Artificial Intelligence and Deep Learning for URLLC Application in 6G Wireless Systems: A Survey." arXiv (2021)

Software stacks for mixed-critical applications: Consolidating IEEE 802.1 AVB and time-triggered ethernet in next-generation automotive electronics

Soeren Rumpf, Till Steinbach, Franz Korf, Thomas C. Schmidt
2014 2014 IEEE Fourth International Conference on Consumer Electronics Berlin (ICCE-Berlin)  

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But for the strict timing requirements of automotive control-traffic, AVBs current timing guarantees are insufficient.  ...  It allows first realistic performance analyses of coexistent traffic shaping strategies in a software based implementation.  ...  ACKNOWLEDGEMENTS This work is funded by the Federal Ministry of Education and Research of Germany (BMBF) within the RECBAR project.  ... 
doi:10.1109/icce-berlin.2014.7034239 dblp:conf/icce-berlin/RumpfSKS14 fatcat:ysvx5pi2w5eb5oslgydkx3hx6m
Citation

Soeren Rumpf, Till Steinbach, Franz Korf, Thomas C. Schmidt. "Software stacks for mixed-critical applications: Consolidating IEEE 802.1 AVB and time-triggered ethernet in next-generation automotive electronics." 2014 IEEE Fourth International Conference on Consumer Electronics Berlin (ICCE-Berlin) (2014) 14-18

Ultra-Low Latency (ULL) Networks: The IEEE TSN and IETF DetNet Standards and Related 5G ULL Research

Ahmed Nasrallah, Akhilesh S. Thyagaturu, Ziyad Alharbi, Cuixiang Wang, Xing Shao, Martin Reisslein, Hesham ElBakoury
2019 IEEE Communications Surveys and Tutorials  

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2018 pre-print
arXiv:1803.07673v1 fatcat:sycekqnhiveufioquy7cv2g634
2018 pre-print
arXiv:1803.07673v2 fatcat:rd7xoivyfbfeflyl7jzvjiag3y
2018 accepted
arXiv:1803.07673v3 fatcat:sdcgrmoqjfg2peja57hsmf7gpy
., industrial control, demand Ultra-Low Latency (ULL). However, traditional packet networks can only reduce the end-to-end latencies to the order of tens of milliseconds.  ...  ULL networking mechanisms play a critical role in the emerging fifth generation (5G) network access chain from wireless devices via access, backhaul, and core networks.  ...  applications that require ultra low end-to-end latency.  ... 
doi:10.1109/comst.2018.2869350 fatcat:kvymef5mbvfarfw3jnct5uj5ma
Multiple Versions
Citation

Ahmed Nasrallah, Akhilesh S. Thyagaturu, Ziyad Alharbi, Cuixiang Wang, Xing Shao, Martin Reisslein, Hesham ElBakoury. "Ultra-Low Latency (ULL) Networks: The IEEE TSN and IETF DetNet Standards and Related 5G ULL Research." IEEE Communications Surveys and Tutorials 21.1 (2019) 88-145

A Perspective on Ethernet in Automotive Communications—Current Status and Future Trends

Lucia Lo Lo Bello, Gaetano Patti, Luca Leonardi
2023 Applied Sciences  

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delays, support for scheduled traffic, etc.  ...  In addition, the Time-Sensitive Networking (TSN) family of standards offers several features for Ethernet-based networks that are suitable for automotive communications, such as high reliability, bounded  ...  , bounded latency, support for scheduled traffic, high reliability, etc.  ... 
doi:10.3390/app13031278 fatcat:hr4hjdt74fhgpgjtjck44kfq3e
DOAJ
Citation

Lucia Lo Lo Bello, Gaetano Patti, Luca Leonardi. "A Perspective on Ethernet in Automotive Communications—Current Status and Future Trends." Applied Sciences 13.3 (2023) 1278

Data-driven Predictive Latency for 5G: A Theoretical and Experimental Analysis Using Network Measurements [article]

Marco Skocaj, Francesca Conserva, Nicol Sarcone Grande, Andrea Orsi, Davide Micheli, Giorgio Ghinamo, Simone Bizzarri, Roberto Verdone
2023 arXiv   pre-print

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2023 pre-print arXiv:2307.02329v2 fatcat:kq5iosjfjrhnjln33x6yck4xfm

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2023 pre-print
arXiv:2307.02329v1 fatcat:57zsuefwevdnldm3q33rrehmya
We test our predictive framework using data gathered from scenarios of vehicular mobility, dense-urban traffic, and social gathering events.  ...  The advent of novel 5G services and applications with binding latency requirements and guaranteed Quality of Service (QoS) hastened the need to incorporate autonomous and proactive decision-making in network  ...  ACKNOWLEDGMENTS This work was partially supported by the European Union under the Italian National Recovery and Resilience Plan (NRRP) of NextGenerationEU, partnership on "Telecommunications of the Future  ... 
arXiv:2307.02329v3 fatcat:bxd4awxzebaxlmbjhhzyvq7h3q
Open Access Multiple Versions
Citation

Marco Skocaj, Francesca Conserva, Nicol Sarcone Grande, Andrea Orsi, Davide Micheli, Giorgio Ghinamo, Simone Bizzarri, Roberto Verdone. "Data-driven Predictive Latency for 5G: A Theoretical and Experimental Analysis Using Network Measurements." arXiv (2023)

Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications [article]

Khaled B. Letaief, Yuanming Shi, Jianmin Lu, Jianhua Lu
2021 arXiv   pre-print

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However, state-of-the-art deep learning and big data analytics based AI systems require tremendous computation and communication resources, causing significant latency, energy consumption, network congestion  ...  The thriving of artificial intelligence (AI) applications is driving the further evolution of wireless networks.  ...  grasp learned using a tactile glove [319] ) over the Tactile Internet in an ultra-reliable and low-latency manner.  ... 
arXiv:2111.12444v1 fatcat:crrbtfylvjeihogumggdnxcbpq
Citation

Khaled B. Letaief, Yuanming Shi, Jianmin Lu, Jianhua Lu. "Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications." arXiv (2021)

5G technology: towards dynamic spectrum sharing using cognitive radio networks

W. S. H. M. W. Ahmad, N. A. M. Radzi, F. S. Samidi, A. Ismail, F. Abdullah, M. Z. Jamaludin, M. N. Zakaria
2020 IEEE Access  

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This increase has revolutionised the current network into 5G technology, which demands increased capacity, high data rate and ultra-low latency.  ...  The explosive popularity of small-cell and Internet of Everything devices has tremendously increased traffic loads.  ...  ULTRA-RELIABLE LOW-LATENCY COMMUNICATION Another important promise of 5G is the ultra-low latency enabler [2] that can reduce processing delays and transmission time intervals and widen the bandwidth  ... 
doi:10.1109/access.2020.2966271 fatcat:cobdo5ucibcdpc5jfecbdwhni4
DOAJ
Citation

W. S. H. M. W. Ahmad, N. A. M. Radzi, F. S. Samidi, A. Ismail, F. Abdullah, M. Z. Jamaludin, M. N. Zakaria. "5G technology: towards dynamic spectrum sharing using cognitive radio networks." IEEE Access (2020) 1-1

Autonomous Vehicles in 5G and Beyond: A Survey [article]

Saqib Hakak, Thippa Reddy Gadekallu, Swarna Priya Ramu, Parimala M, Praveen Kumar Reddy Maddikunta, Chamitha de Alwis, Madhusanka Liyanage
2022 arXiv   pre-print

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Fifth Generation (5G) technology is an emerging and fast adopting technology which is being utilized in most of the novel applications that require highly reliable low-latency communications.  ...  This is due to the lack of robust state-of-art which has to be improved further.  ...  URLLC is designed to handle V2V communication dynamically with ultra-low latency and ultra-high reliability. Real-time decision are made faster in 5G enabled AV.  ... 
arXiv:2207.10510v1 fatcat:myzpimlcazgjbkcr5n4e6zefsi
Open Access
Citation

Saqib Hakak, Thippa Reddy Gadekallu, Swarna Priya Ramu, Parimala M, Praveen Kumar Reddy Maddikunta, Chamitha de Alwis, Madhusanka Liyanage. "Autonomous Vehicles in 5G and Beyond: A Survey." arXiv (2022)

5G Mobile Communication Applications: A Survey and Comparison of Use Cases

Olaonipekun Oluwafemi Erunkulu, Adamu Murtala Zungeru, Caspar K Lebekwe, Modisa Mosalaosi, Joseph Chuma
2021 IEEE Access  

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sent via low-latency 5G networks.  ...  Density: Potentially high Ultra-reliable communications Ultra-high reliability & Ultra low latency Automatic traffic control/driving Vehicle-to-vehicle, vehicle-to- infrastructure, communication  ...  International University of Science and Technology.  ... 
doi:10.1109/access.2021.3093213 fatcat:62h3fz5arvhp3cte3rdopm2b5i
DOAJ
Citation

Olaonipekun Oluwafemi Erunkulu, Adamu Murtala Zungeru, Caspar K Lebekwe, Modisa Mosalaosi, Joseph Chuma. "5G Mobile Communication Applications: A Survey and Comparison of Use Cases." IEEE Access (2021) 1-1

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