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Distributed Artificial Intelligence for 5G/6G Communications Frameworks with Machine Learning - Iacovos Ioannou, Vasos Vassiliou, Prabagarane Nagaradjane, Christophoros Christophorou 2025 PDF | EPUB CRC Press BOOKS
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Distributed Artificial Intelligence for 5G/6G Communications Frameworks with Machine Learning
Author: Iacovos Ioannou, Vasos Vassiliou, Prabagarane Nagaradjane, Christophoros Christophorou
Year: 2025
Pages: 261
Format: PDF | EPUB
File size: 16.6 MB
Language: ENG



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Book Description: Distributed Artificial Intelligence for 5G6G Communications Frameworks with Machine Learning The rapid pace of technological advancement has brought about significant changes in how we communicate and interact with one another. The advent of 5G and 6G networks has further amplified these changes, providing new opportunities for innovation and growth. However, these developments also raise concerns about the impact of technology on society and human relationships. In this context, Distributed Artificial Intelligence for 5G6G Communications Frameworks with Machine Learning offers a unique perspective on the future of technology and its role in shaping our world. The book explores the potential of distributed artificial intelligence (DAI) to address the challenges posed by the increasing complexity of modern communication systems. DAI is an emerging field that seeks to create intelligent systems capable of self-organization, adaptability, and cooperation. By harnessing the power of machine learning and other advanced techniques, DAI can help create more efficient, resilient, and secure communication networks. The book begins by examining the current state of communication technologies and their limitations. It then delves into the principles of DAI and its applications in various domains such as wireless networks, data analytics, and cybersecurity. The authors provide a comprehensive overview of the technical aspects of DAI, including its algorithms, architectures, and performance evaluation metrics. They also discuss the ethical implications of DAI and its potential impact on society.
Распределенный искусственный интеллект для 5G6G коммуникационных платформ с машинным обучением Быстрые темпы технологического прогресса привели к значительным изменениям в том, как мы общаемся и взаимодействуем друг с другом. Появление сетей 5G и 6G еще больше усилило эти изменения, предоставив новые возможности для инноваций и роста. Тем не менее, эти события также вызывают обеспокоенность по поводу влияния технологий на общество и человеческие отношения. В этом контексте Distributed Artificial Intelligence for 5G6G Communications Frameworks with Machine arning предлагает уникальный взгляд на будущее технологий и их роль в формировании нашего мира. В книге исследуется потенциал распределенного искусственного интеллекта (DAI) для решения проблем, связанных с растущей сложностью современных систем связи. DAI - это развивающаяся область, которая стремится создать интеллектуальные системы, способные к самоорганизации, адаптивности и сотрудничеству. Используя возможности машинного обучения и другие передовые методы, DAI может помочь в создании более эффективных, устойчивых и безопасных сетей связи. Книга начинается с изучения текущего состояния коммуникационных технологий и их ограничений. Затем он углубляется в принципы DAI и его применения в различных областях, таких как беспроводные сети, аналитика данных и кибербезопасность. Авторы предоставляют всесторонний обзор технических аспектов DAI, включая его алгоритмы, архитектуры и метрики оценки производительности. Они также обсуждают этические последствия DAI и его потенциальное влияние на общество.
L'intelligence artificielle distribuée pour les plates-formes de communication 5G6G avec l'apprentissage automatique rythme rapide des progrès technologiques a entraîné des changements importants dans la façon dont nous communiquons et interagissons entre nous. L'émergence des réseaux 5G et 6G a renforcé ces changements, offrant de nouvelles possibilités d'innovation et de croissance. Cependant, ces événements soulèvent également des inquiétudes quant à l'impact de la technologie sur la société et les relations humaines. Dans ce contexte, Distributed Artificial Intelligence for 5G6G Communications Frameworks with Machine arning offre une vision unique de l'avenir des technologies et de leur rôle dans la formation de notre monde. livre explore le potentiel de l'intelligence artificielle distribuée (IAD) pour relever les défis liés à la complexité croissante des systèmes de communication modernes. DAI est un domaine en développement qui cherche à créer des systèmes intelligents capables d'auto-organisation, d'adaptation et de collaboration. En tirant parti des capacités d'apprentissage automatique et d'autres meilleures pratiques, DAI peut aider à créer des réseaux de communication plus efficaces, durables et sécurisés. livre commence par une étude de l'état actuel des technologies de la communication et de leurs limites. Il s'intéresse ensuite aux principes du DAI et à ses applications dans divers domaines tels que les réseaux sans fil, l'analyse des données et la cybersécurité. s auteurs donnent un aperçu complet des aspects techniques du DAI, y compris ses algorithmes, architectures et métriques d'évaluation des performances. Ils discutent également des implications éthiques de la DAI et de son impact potentiel sur la société.
Inteligencia artificial distribuida para 5G6G plataformas de comunicación con aprendizaje automático rápido ritmo del progreso tecnológico ha dado lugar a cambios significativos en la forma en que nos comunicamos e interactuamos entre nosotros. La aparición de las redes 5G y 6G ha reforzado aún más estos cambios, ofreciendo nuevas oportunidades de innovación y crecimiento. n embargo, estos acontecimientos también causan preocupación por el impacto de la tecnología en la sociedad y las relaciones humanas. En este contexto, Distributed Artificial Intelligence for 5G6G Communications Frameworks with Machine arning ofrece una visión única del futuro de la tecnología y su papel en la formación de nuestro mundo. libro explora el potencial de la Inteligencia Artificial Distribuida (DAI) para hacer frente a la creciente complejidad de los sistemas de comunicación modernos. DAI es un campo en desarrollo que busca crear sistemas inteligentes capaces de autoorganizarse, adaptarse y colaborar. Utilizando las capacidades de aprendizaje automático y otras técnicas avanzadas, DAI puede ayudar a construir redes de comunicación más eficientes, sostenibles y seguras. libro comienza con un estudio del estado actual de las tecnologías de la comunicación y sus limitaciones. A continuación, profundiza en los principios de la DAI y sus aplicaciones en diversos ámbitos como las redes inalámbricas, la analítica de datos y la ciberseguridad. autores ofrecen una visión general completa de los aspectos técnicos del DAI, incluidos sus algoritmos, arquitecturas y métricas de evaluación de rendimiento. También discuten las implicaciones éticas del DAI y su impacto potencial en la sociedad.
Intelligenza artificiale distribuita per piattaforme di comunicazione 5G6G con apprendimento automatico Il rapido progresso tecnologico ha portato a cambiamenti significativi nel modo in cui interagiamo e interagiamo. La nascita delle reti 5G e 6G ha ulteriormente rafforzato questi cambiamenti, offrendo nuove opportunità di innovazione e crescita. Tuttavia, questi eventi sono anche preoccupanti per l'impatto della tecnologia sulla società e sulle relazioni umane. In questo contesto, Distributed Artistical Intelligence for 5G6G Communications Frameworks with Machine arning offre una visione unica del futuro della tecnologia e del loro ruolo nella formazione del nostro mondo. Il libro esamina il potenziale dell'intelligenza artificiale distribuita (DAI) per affrontare i problemi legati alla crescente complessità dei sistemi di comunicazione moderni. DAI è un'area in via di sviluppo che cerca di creare sistemi intelligenti capaci di auto-organizzare, adattare e collaborare. Grazie alle funzionalità di apprendimento automatico e ad altre tecniche avanzate, le DAI possono contribuire a creare reti di comunicazione più efficienti, sostenibili e sicure. Il libro inizia esplorando lo stato attuale delle tecnologie di comunicazione e i loro limiti. Viene poi approfondito i principi di DAI e la sua applicazione in diversi ambiti, come reti wireless, analisi dei dati e cyberbiry security. Gli autori forniscono una panoramica completa degli aspetti tecnici di DAI, inclusi algoritmi, architetture e metriche di valutazione delle prestazioni. Stanno anche discutendo gli effetti etici della DIA e il suo potenziale impatto sulla società.
Verteilte künstliche Intelligenz für 5G6G Kommunikationsplattformen mit maschinellem rnen Das rasante Tempo des technologischen Fortschritts hat zu erheblichen Veränderungen in der Art und Weise geführt, wie wir miteinander kommunizieren und interagieren. Das Aufkommen von 5G- und 6G-Netzen hat diese Veränderungen weiter verstärkt und neue Möglichkeiten für Innovation und Wachstum eröffnet. Diese Entwicklungen werfen jedoch auch Bedenken hinsichtlich der Auswirkungen der Technologie auf die Gesellschaft und die menschlichen Beziehungen auf. In diesem Zusammenhang bietet Distributed Artificial Intelligence for 5G6G Communications Frameworks with Machine arning eine einzigartige Perspektive auf die Zukunft der Technologie und ihre Rolle bei der Gestaltung unserer Welt. Das Buch untersucht das Potenzial von Distributed Artificial Intelligence (DAI) zur Bewältigung der Herausforderungen, die mit der zunehmenden Komplexität moderner Kommunikationssysteme verbunden sind. Das DAI ist ein aufstrebendes Feld, das darauf abzielt, intelligente Systeme zu schaffen, die in der Lage sind, sich selbst zu organisieren, anpassungsfähig zu sein und zusammenzuarbeiten. Durch die Nutzung von maschinellem rnen und anderen fortschrittlichen Techniken kann DAI dazu beitragen, effizientere, nachhaltigere und sicherere Kommunikationsnetze aufzubauen. Das Buch beginnt mit einer Untersuchung des aktuellen Stands der Kommunikationstechnologie und ihrer Grenzen. Anschließend werden die Prinzipien des DAI und seine Anwendungen in verschiedenen Bereichen wie drahtlose Netzwerke, Datenanalyse und Cybersicherheit vertieft. Die Autoren geben einen umfassenden Überblick über die technischen Aspekte des DAI, einschließlich seiner Algorithmen, Architekturen und istungsbewertungsmetriken. e diskutieren auch die ethischen Implikationen des DAI und seine möglichen Auswirkungen auf die Gesellschaft.
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Makine öğrenimi ile 5G6G iletişim platformları için dağıtılmış yapay zeka Teknolojik ilerlemenin hızlı temposu, birbirimizle nasıl iletişim kurduğumuz ve etkileşim kurduğumuz konusunda önemli değişikliklere yol açmıştır. 5G ve 6G ağlarının ortaya çıkışı, bu değişiklikleri daha da güçlendirerek yenilik ve büyüme için yeni fırsatlar sağladı. Ancak bu gelişmeler, teknolojinin toplum ve insan ilişkileri üzerindeki etkisiyle ilgili endişeleri de artırıyor. Bu bağlamda, Makine Öğrenimi ile 5G6G İletişim Çerçeveleri için Dağıtılmış Yapay Zeka, teknolojinin geleceğine ve dünyamızı şekillendirmedeki rolüne benzersiz bir bakış açısı sunuyor. Kitap, modern iletişim sistemlerinin artan karmaşıklığını ele almak için dağıtılmış yapay zekanın (DAI) potansiyelini araştırıyor. DAI, kendi kendine organizasyon, uyarlanabilirlik ve işbirliği yapabilen akıllı sistemler yaratmayı amaçlayan yeni bir alandır. Makine öğrenimi yeteneklerini ve diğer en iyi uygulamaları kullanarak DAI, daha verimli, esnek ve güvenli iletişim ağları oluşturmaya yardımcı olabilir. Kitap, iletişim teknolojilerinin mevcut durumunu ve sınırlamalarını inceleyerek başlıyor. Daha sonra DAI prensiplerini ve kablosuz ağ, veri analizi ve siber güvenlik gibi çeşitli alanlardaki uygulamalarını inceler. Yazarlar, algoritmaları, mimarileri ve performans metrikleri de dahil olmak üzere DAI'nin teknik yönlerine kapsamlı bir genel bakış sunmaktadır. Ayrıca DAI'nin etik etkilerini ve toplum üzerindeki potansiyel etkisini tartışıyorlar.
分布式人工智能用於5G6G具有機器學習的通信平臺技術進步的快速步伐使我們之間的溝通和互動方式發生了重大變化。5G和6G網絡的出現進一步加強了這些變化,為創新和增長提供了新的機會。但是,這些事件也引起了人們對技術對社會和人類關系影響的擔憂。在這種情況下,分布式人工智能5G6G通信框架與機器學習提供了一個獨特的視角技術及其在塑造我們的世界中的作用。該書探討了分布式人工智能(DAI)解決現代通信系統日益復雜的問題。DAI是一個新興領域,旨在創建能夠自我組織,適應性和協作的智能系統。通過利用機器學習能力和其他先進技術,DAI可以幫助建立更有效,可持續和安全的通信網絡。本書首先研究通信技術的現狀及其局限性。然後,他深入研究DAI的原理及其在無線網絡,數據分析和網絡安全等各個領域的應用。作者全面概述了DAI的技術方面,包括其算法,體系結構和性能評估指標。他們還討論了DAI的倫理影響及其對社會的潛在影響。

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