Название: Federated Learning for Wireless Networks Автор: Choong Seon Hong, Latif U. Khan, Mingzhe Chen Издательство: Springer Серия: Wireless Networks Год: 2021 Страниц: 257 Язык: английский Формат: pdf (true) Размер: 10.6 MB
Recently Machine Learning schemes have attained significant attention as key enablers for next-generation wireless systems. Currently, wireless systems are mostly using Machine Learning schemes that are based on centralizing the training and inference processes by migrating the end-devices data to a third party centralized location. However, these schemes lead to end-devices privacy leakage. To address these issues, one can use a distributed machine learning at network edge. In this context, Federated Learning (FL) is one of most important distributed learning algorithm, allowing devices to train a shared machine learning model while keeping data locally. However, applying FL in wireless networks and optimizing the performance involves a range of research topics. For example, in FL, training machine learning models require communication between wireless devices and edge servers via wireless links. Therefore, wireless impairments such as uncertainties among wireless channel states, interference, and noise significantly affect the performance of FL. On the other hand, federated-reinforcement learning leverages distributed computation power and data to solve complex optimization problems that arise in various use cases, such as interference alignment, resource management, clustering, and network control. Traditionally, FL makes the assumption that edge devices will unconditionally participate in the tasks when invited, which is not practical in reality due to the cost of model training.
Название: Advances in Malware and Data-Driven Network Security Автор: Brij B. Gupta Издательство: Information Science Reference, IGI Global Год: 2022 Страниц: 326 Язык: английский Формат: pdf (true), epub Размер: 31.3 MB
Every day approximately three-hundred thousand to four-hundred thousand new malware are registered, many of them being adware and variants of previously known malware. Anti-virus companies and researchers cannot deal with such a deluge of malware - to analyze and build patches. The only way to scale the efforts is to build algorithms to enable machines to analyze malware and classify and cluster them to such a level of granularity that it will enable humans (or machines) to gain critical insights about them and build solutions that are specific enough to detect and thwart existing malware and generic-enough to thwart future variants. Advances in Malware and Data-Driven Network Security comprehensively covers data-driven malware security with an emphasis on using statistical, Machine Learning, and AI as well as the current trends in ML/statistical approaches to detecting, clustering, and classification of cyber-threats. Providing information on advances in malware and data-driven network security as well as future research directions, it is ideal for graduate students, academicians, faculty members, scientists, software developers, security analysts, computer engineers, programmers, IT specialists, and researchers who are seeking to learn and carry out research in the area of malware and data-driven network security.
Название: Blockchain in the Industrial Internet of Things Автор: Lakshmana Kumar Ramasamy, Seifedine Kadry Издательство: IOP Publishing Год: 2021 Страниц: 142 Язык: английский Формат: pdf (true) Размер: 15.4 MB
Blockchain and the Internet of Things (IoT) are separately regarded as highly capable popular technologies. Blockchain is a database used for decentralized transaction purposes. It provides novel directions to store and manage data, whereas the IoT relates to the propagation of linked smart machines through the Internet. A technology significant to the manufacturing business, which is currently experiencing a digital revolution through new equipment and data, leading to the Industrial Internet of Things, or the IIoT. The IIoT has advanced swiftly, but privacy issues and safety vulnerabilities remain concerns. Incorporating blockchain technology with its decentralization and embedded cryptographic principles with the IIoT creates Blockchain for Industrial Internet of Things (BIIoT) which can overcome these security requirements and motivate the further development of Industry 4.0. This book gives a detailed survey of BIIoT and discusses all relevant aspects of this concept, including structural design and open research directions.
Название: The Internet of Materials Автор: Christos Liaskos Издательство: CRC Press Год: 2021 Страниц: 359 Язык: английский Формат: pdf (true) Размер: 61.1 MB
The book revolves around artificial materials which can sense electromagnetic waves impinging upon them and alter these waves in ways dictated by software. These materials, such as the recently proposed HyperSurfaces concept, can coat common objects such as walls, doors, and sizeable furniture, exerting logical control over the way wireless propagation occurs within an environment overall, e.g., within a building. Thus, the environmental behavior can be dynamically optimized to the needs of wireless devices, such as mobile phones and laptops, offering unprecedented levels of communication range, data transfer rates, energy efficiency, and security. A core component of HyperSurfaces are the metasurfaces, i.e., planar, artificial structures, which have recently enabled the realization of novel objects with engineered and even unnatural electromagnetic functionalities. Metasurfaces can be designed for any operating frequency and application domain. HyperSurfaces constitute a kind of networked metasurfaces, which can connect to the Internet of Things ecosystem and provide wireless environment optimization under any context.
Название: (ISC)2 SSCP Systems Security Certified Practitioner Official Study Guide, 3rd Edition Автор: Michael S. Wills, Издательство: John Wiley & Sons Год: 2022 Формат: ePUB Страниц: 792 Размер: 10 Mb Язык: English
The (ISC)2 Systems Security Certified Practitioner (SSCP) certification is a well-known vendor-neutral global IT security certification. The SSCP is designed to show that holders have the technical skills to implement, monitor, and administer IT infrastructure using information security policies and procedures.
Название: Internet of Things: Robotic and Drone Technology Автор: Nitin Goyal, Sharad Sharma, Arun Kumar Rana, and Suman Lata Tripathi Издательство: CRC Press Год: 2022 Формат: True PDF Страниц: 289 Размер: 15,4 Mb Язык: English
This reference text discusses intelligent robotic and drone technology with embedded Internet of Things (IoT) for smart applications. The text discusses future directions of optimization methods with various engineering and science fundamentals used in robotics and drone-based applications. Its emphasis is on covering deep learning and similar models of neural network-based learning techniques employed in solving optimization problems of different engineering and science applications. It covers important topics including sensors and actuators in the internet of things (IoT), internet-of-robotics-things (IoRT), IoT in agriculture and food processing, routing challenges in flying Ad-hoc networks, and smart cities.
Название: An Introduction to Cyber Analysis and Targeting Автор: Jerry M. Couretas Издательство: Springer Год: 2022 Формат: PDF Страниц: 325 Размер: 10 Mb Язык: English
This book provides a comprehensive view of cyber operations, analysis and targeting, including operational examples viewed through a lens of conceptual models available in current technical and policy literature. Readers will gain a better understanding of how the current cyber environment developed, as well as how to describe it for future defense. The author describes cyber analysis first as a conceptual model, based on well-known operations that span from media to suspected critical infrastructure threats. He then treats the topic as an analytical problem, approached through subject matter interviews, case studies and modeled examples that provide the reader with a framework for the problem, developing metrics and proposing realistic courses of action.
Название: Transmission and Processing for Data Center Networking: Ultra-High Capacity Data Center Networking Автор: Le Nguyen Dr Binh Издательство: IOP Publishing Год: 2020 Страниц: 226 Язык: английский Формат: pdf (true) Размер: 65.8 MB
This book offers an insight into data centre transport technology centres and the principal techniques for modern communication transmission of ultra-wideband channels. Beginning with an introduction to digital transmission technologies and data centre networking, the text progresses to discussions on access and DC networking transmission technologies and super-channel transmission by multi-carrier sources, before concluding with a chapter on photonic signal processors. This comprehensive and up-to-date overview is an invaluable source for scientists, engineers, professors and mid-senior level students involved with data transmission and processing.
Название: Атака сетей на уровне протоколов Автор: Форшоу Дж. Издательство: ДМК Пресс Год: 2021 Формат: PDF Страниц: 342 Размер: 29,9 Мб Язык: русский
Эта книга посвящена безопасности сетевых протоколов. Джеймс Форшоу, известный во всем мире специалист по поиску программных ошибок, рассматривает сеть с точки зрения злоумышленника, чтобы помочь вам обнаружить уязвимости и защититься от них. Вы узнаете, как можно перехватить трафик, освоите статический и динамический анализ сетевых протоколов, рассмотрите их структуры и методы шифрования. Изучив основы, вы сосредоточитесь на поиске и эксплуатации уязвимостей с учетом общих классов ошибок, фаззинга, отладки и различных типов атак (нарушение целостности памяти, обход аутентификации, отказ в обслуживании и др.).
Название: 5G Physical Layer Technologies Автор: Mosa Ali Abu-Rgheff Издательство: Wiley-IEEE Press Год: 2020 Страниц: 578 Язык: английский Формат: pdf (true) Размер: 15.1 MB
Written in a clear and concise manner, this book presents readers with an in-depth discussion of the 5G technologies that will help move society beyond its current capabilities. It perfectly illustrates how the technology itself will benefit both individual consumers and industry as the world heads towards a more connected state of being. Every technological application presented is modeled in a schematic diagram and is considered in depth through mathematical analysis and performance assessment. Furthermore, published simulation data and measurements are checked. Each chapter of 5G Physical Layer Technologies contains texts, mathematical analysis, and applications supported by figures, graphs, data tables, appendices, and a list of up to date references, along with an executive summary of the key issues.