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Federated Learning for Future Intelligent Wireless Networks

Автор: Limpopo5 от 2024-02-21, 05:43:42
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Federated Learning for Future Intelligent Wireless NetworksНазвание: Federated Learning for Future Intelligent Wireless Networks
Автор: Yао Sun, Сhаоqun Yоu, Gаng Fеng
Издательство: Wiley-IEEE Press
Год: 2024
Страниц: 306
Язык: английский
Формат: pdf (true)
Размер: 10.1 MB

Explore the concepts, algorithms, and applications underlying Federated Learning. In Federated Learning for Future Intelligent Wireless Networks, a team of distinguished researchers deliver a robust and insightful collection of resources covering the foundational concepts and algorithms powering Federated Learning, as well as explanations of how they can be used in wireless communication systems. The editors have included works that examine how communication resource provision affects Federated Learning performance, accuracy, convergence, scalability, and security and privacy. Federated Learning (FL) has been widely acknowledged as one of the most essential enablers to bring network edge intelligence into reality, as it can enable collaborative training of ML models while enhancing individual user privacy and data security. Empowered by the growing computing capabilities of UEs, FL trains ML models locally on each device where the raw data never leaves the device. Specifically, FL uses an iterative approach that requires a number of global iterations to achieve a global model accuracy. In each global iteration, UEs take a number of local iterations up to a local model accuracy. This book would explore recent advances in the theory and practice of FL, especially when it is applied to wireless communication systems.

Communication Efficient Federated Learning for Wireless Networks

Автор: Limpopo5 от 2024-02-21, 04:58:53
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Communication Efficient Federated Learning for Wireless NetworksНазвание: Communication Efficient Federated Learning for Wireless Networks
Автор: Мingzhе Сhеn, Shuguаng Сui
Издательство: Springer
Серия: Wireless Networks
Год: 2024
Страниц: 189
Язык: английский
Формат: pdf (true), epub
Размер: 24.2 MB

This book provides a comprehensive study of Federated Learning (FL) over wireless networks. It consists of three main parts: (a) Fundamentals and preliminaries of FL, (b) analysis and optimization of FL over wireless networks, and © applications of wireless FL for Internet-of-Things systems. In particular, in the first part, the authors provide a detailed overview on widely-studied FL framework. In the second part of this book, the authors comprehensively discuss three key wireless techniques including wireless resource management, quantization, and over-the-air computation to support the deployment of FL over realistic wireless networks. It also presents several solutions based on optimization theory, graph theory and machine learning to optimize the performance of FL over wireless networks. In the third part of this book, the authors introduce the use of wireless FL algorithms for autonomous vehicle control and mobile edge computing optimization. Machine Learning and data-driven approaches have recently received considerable attention as key enablers for next-generation intelligent networks. Currently, most existing learning solutions for wireless networks rely on centralizing the training and inference processes by uploading data generated at edge devices to data centers.

5G and Beyond Wireless Networks: Technology, Network Deployments, and Materials for Antenna Design

Автор: Limpopo5 от 2024-01-09, 21:54:35
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5G and Beyond Wireless Networks: Technology, Network Deployments, and Materials for Antenna DesignНазвание: 5G and Beyond Wireless Networks: Technology, Network Deployments, and Materials for Antenna Design
Автор: Indrаsеn Singh, Shubhаm Тауаl, Nirаj Рrаtар Singh
Издательство: CRC Press
Год: 2024
Страниц: 246
Язык: английский
Формат: pdf (true)
Размер: 17.3 MB

5G and Beyond Wireless Networks: Technology, Network Deployments, and Materials for Antenna Design offers a comprehensive overview of 5G and beyond 5G wireless networks along with emerging technologies that support the design and development of wireless networks. It also includes discussions on various materials used for practical antenna design which are suitable for 5G, beyond 5G applications, and cell-free massive MIMO systems. Various latest techniques used in 5G and beyond 5G communication, such as non-orthogonal multiple access (NOMA), device-to-device (D2D) communication, 6G ultra-dense O-RAN, rate-splitting multiple access (RSMA), simultaneous wireless information and power transfer (SWIPT), massive multiple input multiple output (mMIMO), and cell-free massive MIMO systems are explained in detail for 5G and beyond cellular networks. Design and development aspects for 5G and beyond networks over various techniques are also included in this book. The different emerging research areas in 5G and beyond wireless networks, probable solutions, and future research directions have been elaborated. The role of metalens in designing effective antennas and material specifications for 5G applications has been explained in this book. Apart from the above emerging topics, this book also gives ideas about intelligent communication, Internet of Multimedia Things (IOMT), millimeter-wave MIMO-UFMC, and fog computing cloud networks. The last chapter gives details about the legal frameworks for 5G technology for responsible and sustainable deployment.

Intelligent Surfaces Empowered 6G Wireless Network

Автор: Limpopo5 от 2023-12-10, 21:14:22
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Intelligent Surfaces Empowered 6G Wireless NetworkНазвание: Intelligent Surfaces Empowered 6G Wireless Network
Автор: Qingqing Wu, Тrung Q. Duоng, Dеrriсk Wing Кwаn Ng, Rоbеrt Sсhоbеr
Издательство: Wiley-IEEE Press
Год: 2024
Страниц: 365
Язык: английский
Формат: pdf (true)
Размер: 11.4 MB

Integrate intelligent surfaces into the wireless networks of the future. The next generation of wireless technology (6G) promises to transform wireless communication and human interconnectivity like never before. Intelligent surface, which adopts significant numbers of small reflective surfaces to reconfigure wireless connections and improve network performance, has recently been recognized as a critical component for enabling future 6G. The next phase of wireless technology demands engineers and researchers are familiar with this technology and are able to cope with the challenges. Intelligent Surfaces Empowered 6G Wireless Network provides a thorough overview of intelligent surface technologies and their applications in wireless networks and 6G. It includes an introduction to the fundamentals of intelligent surfaces, before moving to more advanced content for engineers who understand them and look to apply them in the 6G realm. Its detailed discussion of the challenges and opportunities posed by intelligent surfaces empowered wireless networks makes it the first work of its kind. Intelligent Surfaces Empowered 6G Wireless Network is a must for students, researchers, and working engineers looking to understand this vital aspect of the coming 6G revolution.

Intelligent Reflecting Surface For B5G/6G Wireless Networks: Information and Power Transmission

Автор: Limpopo5 от 2023-11-22, 16:26:34
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Intelligent Reflecting Surface For B5G/6G Wireless Networks: Information and Power TransmissionНазвание: Intelligent Reflecting Surface For B5G/6G Wireless Networks: Information and Power Transmission
Автор: Хinrоng Guаn, Меng Нuа
Издательство: Springer
Серия: Wireless Networks
Год: 2023
Страниц: 188
Язык: английский
Формат: pdf (true), epub
Размер: 24.5 MB

As the fifth-generation (5G) wireless network being deployed worldwide, both academia and industry have been enthusiastically looking into the future beyond 5G (B5G)/sixth-generation (6G) wireless network that targets at meeting more stringent requirements than 5G, such as ultra-high data rate and energy eflciency, global coverage and connectivity, as well as extremely high reliability and low latency. However, these requirements may not be fully achieved with the existing technology owing to the increased hardware and energy cost as well as signal processing complexity. On the other hand, traditional approaches for combating the wireless channel fading mainly compensate for or adapt to it, but have limited control over it, thus leaving the ultimate barrier to achieving high-capacity and ultra-reliable wireless communications unconquered. Motivated by the above, intelligent reflecting surface (IRS) has recently emerged as a promising new paradigm to achieve cost-effective and yet highly spectral and energy-eflcient communications for future wireless networks. This book provides comprehensive insights into the theory, models, and unique characteristics of intelligent reflecting surface (IRS) and its appealing applications in wireless information and power transmission for B5G/6G.

5G Wireless Network Security and Privacy

Автор: Limpopo5 от 2023-11-09, 20:59:42
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5G Wireless Network Security and PrivacyНазвание: 5G Wireless Network Security and Privacy
Автор: Dоngfеng Fаng, Yi Qiаn, Rоsе Qingуаng Нu
Издательство: Wiley
Год: 2024
Страниц: 131
Язык: английский
Формат: pdf (true), epub
Размер: 10.2 MB

An expert presentation of 5G security, privacy, and network performance. In 5G Wireless Network Security and Privacy, a team of veteran engineers delivers a robust and accessible discussion of 5G security solutions, including physical layer security, authentication, and mobility management. In the book, the authors expertly cover the requirements of 5G wireless network security and privacy, with explorations of existing solutions and vulnerabilities from security architecture and mechanism perspectives. Readers will learn how to enhance the security and network performance of 5G wireless networks in contexts like vehicle-to-vehicle and vehicle-to-infrastructure communications, industrial automation, health services, smart cities, and smart homes.

Wireless Mesh Networks

Автор: Limpopo5 от 2023-09-24, 02:30:40
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Wireless Mesh NetworksНазвание: Wireless Mesh Networks
Автор: Alvin Albuero De Luna
Издательство: Arcler Press
Год: 2022
Страниц: 258
Язык: английский
Формат: pdf (true)
Размер: 19.6 MB

Wireless mesh networks (WMNs) will dominate in the coming decade as they are one of the primary technologies. They will assist in understanding the awaited dream of network connectivity anywhere, at any time, at a low cost. As a result, in the next-generation Internet, they will play a significant part. Their ability to self-organize greatly minimizes the complexity of network implementation and maintenance, necessitating a low initial investment. Simple mesh clients and mesh routers make up these networks, which make the backbone of WMNs. Mesh routers have limited mobility. They connect mesh and traditional clients to the network. The bridge functionalities and the gateway in mesh routers can be used to connect WMNs to other networks like the cellular, Internet, IEEE 802.16, IEEE 802.15, IEEE 802.11, sensor networks, etc. Mesh clients can be mobile or motionless, and they can establish a client mesh network with mesh routers and other mesh clients. Wireless personal area networks (WPANs), wireless metropolitan area networks (MAN), Ad hoc networks, and wireless local area networks (WLANs) are expected to benefit from WMNs, which are expected to overcome restrictions and considerably increase performance. These networks provide wireless services to various applications in metropolitan locations, local, campus, and personal.

Hack the Airwaves: Advanced BLE Exploitation Techniques

Автор: Limpopo5 от 2023-09-18, 17:54:52
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Hack the Airwaves: Advanced BLE Exploitation TechniquesНазвание: Hack the Airwaves: Advanced BLE Exploitation Techniques
Автор: Josh Luberisse
Издательство: Fortis Novum Mundum
Год: 2023
Страниц: 172
Язык: английский
Формат: pdf, epub, mobi
Размер: 10.2 MB

In "Hack the Airwaves," Josh, a seasoned cybersecurity expert, delves deep into the intricate world of Bluetooth Low Energy (BLE) security. As BLE devices become increasingly integrated into our daily lives, the potential for vulnerabilities and threats grows exponentially. This comprehensive guide is designed for hackers, red team operators, pentesters, and other cybersecurity practitioners who seek both a foundational understanding and advanced knowledge of BLE's potential risks and defenses. Drawing from hands-on experiences, real-world case studies, and practical demonstrations, Josh offers readers a unique blend of theoretical insights and actionable techniques. From understanding the core protocols of BLE to crafting custom payloads and defending against sophisticated attacks, "Hack the Airwaves" covers the full spectrum of BLE security. This book, " Hack the Airwaves: Advanced BLE Exploitation Techniques", is intended as a resource for cybersecurity professionals who are committed to the responsible and ethical use of their skills. The techniques, tools, and practices discussed within these pages are intended for use in authorized settings, with explicit permission from the relevant authorities, and for the purpose of improving security and protecting systems, data, and users from malicious activity.

Wireless Networks: Cyber Security Threats and Countermeasures

Автор: Limpopo5 от 2023-08-28, 18:53:40
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Wireless Networks: Cyber Security Threats and CountermeasuresНазвание: Wireless Networks: Cyber Security Threats and Countermeasures
Автор: Hamid Jahankhani, Ayman El Hajjar
Издательство: Springer
Год: 2023
Страниц: 352
Язык: английский
Формат: pdf (true)
Размер: 10.5 MB

In recent years, wireless networks communication has become the fundamental basis of our work, leisure, and communication life from the early GSM mobile phones to the Internet of Things (IoT) and Internet of Everything (IoE) communications. All wireless communications technologies such as Bluetooth, NFC, wireless sensors, wireless LANs, ZigBee, GSM, and others have their own challenges and security threats. This book addresses some of these challenges focusing on the implication, impact, and mitigations of the stated issues. The book provides a comprehensive coverage of not only the technical and ethical issues presented by the use of wireless networks but also the adversarial application of wireless networks and its associated implications. The authors recommend a number of novel approaches to assist in better detecting, thwarting, and addressing wireless challenges and threats. The book also looks ahead and forecasts what attacks can be carried out in the future through the malicious use of the wireless networks if sufficient defenses are not implemented. The research contained in the book fits well into the larger body of work on various aspects of wireless networks and cyber-security.

Deep Reinforcement Learning for Wireless Communications and Networking: Theory, Applications and Implementation

Автор: Limpopo5 от 2023-07-08, 22:12:55
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Deep Reinforcement Learning for Wireless Communications and Networking: Theory, Applications and ImplementationНазвание: Deep Reinforcement Learning for Wireless Communications and Networking: Theory, Applications and Implementation
Автор: Dinh Thai Hoang, Nguyen Van Huynh, Diep N. Nguyen
Издательство: Wiley-IEEE Press
Год: 2023
Страниц: 288
Язык: английский
Формат: epub (true)
Размер: 12.5 MB

Comprehensive guide to Deep Reinforcement Learning (DRL) as applied to wireless communication systems. Deep Reinforcement Learning empowered by deep neural networks (DNNs) has been developing as a promising solution to address high-dimensional and continuous control problems effectively. The integration of DRL into future wireless networks will revolutionize conventional model-based network optimization with model-free approaches and meet various application demands. By interacting with the environment, DRL provides an autonomous decision-making mechanism for the network entities to solve non-convex, complex, model-free problems, e.g. spectrum access, handover, scheduling, caching, data offloading, and resource allocation. This not only reduces communication overhead but also improves network security and reliability. Though DRL has shown great potential to address emerging issues in complex wireless networks, there are still domain-specific challenges that require further investigation.

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