Industry 5.0: A survey on enabling technologies and potential applications

Journal of Industrial Information Integration, Journal Year: 2021, Volume and Issue: 26, P. 100257 - 100257

Published: Aug. 11, 2021

Language: Английский

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On the Road to 6G: Visions, Requirements, Key Technologies, and Testbeds

IEEE Communications Surveys & Tutorials, Journal Year: 2023, Volume and Issue: 25(2), P. 905 - 974

Published: Jan. 1, 2023

Fifth generation (5G) mobile communication systems have entered the stage of commercial deployment, providing users with new services, improved user experiences as well a host novel opportunities to various industries. However, 5G still faces many challenges. To address these challenges, international industrial, academic, and standards organizations commenced research on sixth (6G) wireless systems. A series white papers survey been published, which aim define 6G in terms requirements, application scenarios, key technologies, etc. Although ITU-R has working vision it is expected reach consensus what will be by mid-2023, related global discussions are wide open existing literature identified numerous issues. This paper first provides comprehensive portrayal vision, technical covering current common understanding 6G. Then, critical appraisal network architecture technologies presented. Furthermore, testbeds advanced verification platforms detailed for time. In addition, future directions challenges stimulate on-going debate. Finally, lessons learned date concerning networks discussed.

Language: Английский

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Federated Learning for Smart Healthcare: A Survey

ACM Computing Surveys, Journal Year: 2022, Volume and Issue: 55(3), P. 1 - 37

Published: Feb. 3, 2022

Recent advances in communication technologies and the Internet-of-Medical-Things (IOMT) have transformed smart healthcare enabled by artificial intelligence (AI). Traditionally, AI techniques require centralized data collection processing that may be infeasible realistic scenarios due to high scalability of modern networks growing privacy concerns. Federated Learning (FL), as an emerging distributed collaborative paradigm, is particularly attractive for healthcare, coordinating multiple clients (e.g., hospitals) perform training without sharing raw data. Accordingly, we provide a comprehensive survey on use FL healthcare. First, present recent FL, motivations, requirements using The designs are then discussed, ranging from resource-aware secure privacy-aware incentive personalized FL. Subsequently, state-of-the-art review applications key domains, including health management, remote monitoring, medical imaging, COVID-19 detection. Several FL-based projects analyzed, lessons learned also highlighted. Finally, discuss interesting research challenges possible directions future

Language: Английский

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The Roadmap to 6G Security and Privacy

IEEE Open Journal of the Communications Society, Journal Year: 2021, Volume and Issue: 2, P. 1094 - 1122

Published: Jan. 1, 2021

Although the fifth generation (5G) wireless networks are yet to be fully investigated, visionaries of 6th (6G) echo systems have already come into discussion. Therefore, in order consolidate and solidify security privacy 6G networks, we survey how may impact envisioned systems, possible challenges with different technologies, potential solutions. We provide our vision on key performance indicators (KPIs) tentative threat landscape based foreseen network architecture. Moreover, discuss that encounter available requirements applications. also give reader some insights standardization efforts research-level projects relevant security. In particular, considerations enabling technologies such as distributed ledger technology (DLT), physical layer security, AI/ML, visible light communication (VLC), THz, quantum computing. All all, this work intends enlightening guidance for subsequent research at initial phase towards reality.

Language: Английский

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6G Mobile Communication Technology: Requirements, Targets, Applications, Challenges, Advantages, and Opportunities

Alexandria Engineering Journal, Journal Year: 2022, Volume and Issue: 64, P. 245 - 274

Published: Sept. 6, 2022

The sixth-generation (6G) technology of mobile networks will establish new standards to fulfill unreachable performance requirements by fifth-generation (5G) networks. This is due the high for more intelligent network, ultra-lower latency, extreme network communication speed, and supporting massive number various connected applications. In long term, convergence business developments with platforms, as initiated 5G, exaggerate highlight areas where 5G's capabilities fall short requirements. Motivated development applications in connections, future networks, developments, technological advancements communications that go beyond (B5G) are being developed. this context, highly immersive demanded, such three-dimensional (3D) communications, digital twins, or extended reality (XR)/virtual (VR) applications, which need 6G be realized at scale commercially feasible. Mainly, we anticipate only upcoming capable running extremely high-performance connectivity numbers devices, even under laborious scenarios density, diverse mobility, energetic environments. article, look most recent trends emerging possible operate network. Paper aims provide inclusive brief review about one survey paper. Initially, a comprehensive overview system introduced terms visions, drivers, requirements, architecture, usage required enable After that, opportunities advantages has been discussed. Further, promising techniques highlighted. followed potential discussion challenges research directions. article envisioned serve an informative guideline stimulate interest further studies subsequent readers briefly figure out key targets, advantages, can offered well addressed before implementation technology.

Language: Английский

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Hierarchical Velocity Optimization for Connected Automated Vehicles With Cellular Vehicle-to-Everything Communication at Continuous Signalized Intersections

IEEE Transactions on Intelligent Transportation Systems, Journal Year: 2023, Volume and Issue: 25(3), P. 2944 - 2955

Published: June 5, 2023

The rapid development of intelligent connected technologies and cellular vehicle-to-everything communication (C-V2X) provide new opportunities to solve the automated vehicle (CAV) traffic problem for eco-driving at continuous signalized intersections. With C-V2X, a hierarchical velocity optimization design based on hybrid model predictive control technique (HVO-HMPC) is presented reduce fuel consumption pollution emission. First, distance–domain problem, with distance as independent variable, was constructed. Second, MPC scheme developed by combining multiple shooting method calculate optimal profile high-level controller, which acts reference in low-level controller. Then, car-following built, controller tracked backbone, calculated while ensuring that safety constraint satisfied. Next, proposed HVO-HMPC tested Prescan, effect comparisons different methods terms consumption, emission, braking time, number applications were studied under driving scenarios. Results show once maximal speed limited 40 km/h short-period signals 20 long-period signals, effectively reduces 27.21%, 25.89%, emissions 25.3%, 25.97%, respectively, achieving best performance. Finally, an experimental prototype built confirm validity HVO-HMPC.

Language: Английский

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Semantic Communications for Future Internet: Fundamentals, Applications, and Challenges

IEEE Communications Surveys & Tutorials, Journal Year: 2022, Volume and Issue: 25(1), P. 213 - 250

Published: Nov. 18, 2022

With the increasing demand for intelligent services, sixth-generation (6G) wireless networks will shift from a traditional architecture that focuses solely on high transmission rate to new is based connection of everything. Semantic communication (SemCom), revolutionary integrates user as well application requirements and meaning information into data processing transmission, predicted become core paradigm in 6G. While SemCom expected progress beyond classical Shannon paradigm, several obstacles need be overcome way SemCom-enabled smart Internet. In this paper, we first highlight motivations compelling reasons Then, provide an overview SemCom-related theory development. After that, introduce three types SemCom, i.e., semantic-oriented communication, goal-oriented semantic-aware communication. Following organize design system dimensions, semantic (SI) extraction, SI metrics. For each dimension, review existing techniques discuss their benefits limitations, remaining challenges. potential applications 6G portray vision future SemCom-empowered network architecture. Finally, outline research opportunities. nutshell, paper provides holistic fundamentals its networks, challenges open issues with insights further in-depth investigations.

Language: Английский

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Federated Learning for Cybersecurity: Concepts, Challenges, and Future Directions

IEEE Transactions on Industrial Informatics, Journal Year: 2021, Volume and Issue: 18(5), P. 3501 - 3509

Published: Oct. 11, 2021

Federated learning (FL) is a recent development in artificial intelligence, which typically based on the concept of decentralized data. As cyberattacks are frequently happening various applications deployed real time, most industrialists hesitating to move forward adopting technology Internet Everything. This article aims provide an extensive study how FL could be utilized for providing better cybersecurity and prevent time. We present survey models currently developed by researchers authentication, privacy, trust management, attack detection. also discuss few real-time use cases that have been recently adopted them preserving privacy data improving performance system. Based study, we conclude this with some prominent challenges future directions can focus scenarios.

Language: Английский

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AI and 6G Security: Opportunities and Challenges

Published: June 8, 2021

While 5G is well-known for network cloudification with micro-service based architecture, the next generation networks or 6G era closely coupled intelligent orchestration and management. Hence, role of Artificial Intelligence (AI) immense in envisioned paradigm. However, alliance between AI may also be a double-edged sword many cases as AI's applicability protecting infringing security privacy. In particular, end-to-end automation future demands proactive threats discovery, application mitigation techniques making sure achievement self-sustaining 6G. Therefore, to consolidate solidify securing networks, this article presents how can leveraged security, possible challenges solutions.

Language: Английский

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Towards 6G Internet of Things: Recent advances, use cases, and open challenges

ICT Express, Journal Year: 2022, Volume and Issue: 9(3), P. 296 - 312

Published: June 20, 2022

Smart services based on the Internet of Everything (IoE) are gaining considerable popularity due to ever-increasing demands wireless networks. This appraisal networks with enhanced properties as next-generation communication systems. Although 5G show great potential support numerous IoE services, it is not adequate meet complete requirements new smart applications. Therefore, there an increased demand for envisioning 6G systems overcome major limitations in existing Moreover, incorporating artificial intelligence will provide solutions very complex problems relevant network optimization. Furthermore, add further value future networks, researchers investigating technologies, such THz and quantum communications. The communications massive data-driven applications increasing number users. Unlike works, this paper highlights recent activities trends toward technology, requirement, essential enabling technologies a detailed use case analysis between surveys emerging connectivity solutions, holographic beamforming, intelligence-enabled IoT edge computing, backscatter serve communities. several research directions accomplish 6G-based also highlighted.

Language: Английский

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