Dynamic Network Resources Optimization Based On Machine Learning And Cellular Data Mining

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Dynamic Network Resources Optimization Based On Machine Learning And Cellular Data Mining

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Author : Seif Eddine Hammami
language : en
Publisher:
Release Date : 2018

Dynamic Network Resources Optimization Based On Machine Learning And Cellular Data Mining written by Seif Eddine Hammami and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018 with categories.

Real datasets of mobile network traces contain valuable information about the network resources usage. These traces may be used to enhance and optimize the network performances. A real dataset of CDR (Call Detail Records) traces, that include spatio-temporal information about mobile users' activities, are analyzed and exploited in this thesis. Given their large size and the fact that these are real-world datasets, information extracted from these datasets have intensively been used in our work to develop new algorithms that aim to revolutionize the infrastructure management mechanisms and optimize the usage of resource. We propose, in this thesis, a framework for network profiles classification, load prediction and dynamic network planning based on machine learning tools. We also propose a framework for network anomaly detection. These frameworks are validated using different network topologies such as wireless mesh networks (WMN) and drone-cell based networks. We show that using advanced data mining techniques, our frameworks are able to help network operators to manage and optimize dynamically their networks.

Service Level Management In Emerging Environments

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Author :
language : en
Publisher: John Wiley & Sons
Release Date : 2021-04-14

Service Level Management In Emerging Environments written by and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-04-14 with Technology & Engineering categories.

Networks are now embedded in daily life thanks to smaller, faster, inexpensive components that are more powerful and increasingly connected. Parallel to this quantitative explosion of communication networks, technology has become more complex. This development comes with challenges related to management and control, and it has become necessary to manage the service level demands of the client to which the service provider commits. Different approaches to managing one or more service level components in different emerging environments are explored, such as: the Internet of Things, the Cloud, smart grids, e-health, mesh networking, D2D (Device to Device), smart cities and even green networking. This book therefore allows for a better understanding of the important challenges and issues relating to Quality of Service (QoS) management, security and mobility in these types of environment.

Resource Optimization In Wireless Communications

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Author : Lie-Liang Yang
language : en
Publisher: Elsevier
Release Date : 2025-01-15

Resource Optimization In Wireless Communications written by Lie-Liang Yang and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-15 with Technology & Engineering categories.

Resource Optimization in Wireless Communications: Fundamentals, Algorithms, and Applications provides an easy-to-understand overview of the fundamentals of resource optimization, along with the latest algorithms and applications for emerging 5G, and beyond, wireless systems offering a variety of services. Additionally, it covers the principles and resource optimization of some systems expected in 6G.This book is suitable for courses in wireless communications that cover the principles of multicarrier and OFDM, the theory of resource allocation, power allocation, and subcarrier allocation, as well as the principles and optimization of OTFS, ISAC, reflective intelligent surface (RIS)-assisted mmWave, and user-centric cell-free wireless systems. It is also an ideal self-study reference text for researchers and industry engineers who wish to deepen their knowledge while researching and developing wireless systems for 6G. - Provides a comprehensive introduction to resource optimization in wireless communications, laying a strong foundation for researchers developing cutting-edge resource-allocation algorithms. - Includes a wide variety of resource-optimization algorithms that are ready for direct application in both research and design. - Accompanied by practical examples to enhance understanding, making it ideal for self-study and hands-on practice. - Explores resource optimization across a broad spectrum of 5G/6G wireless systems. - Features numerous illustrations that effectively demonstrate the performance capabilities of various resource-allocation algorithms.

Signal And Information Processing Networking And Computers

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Author : Songlin Sun
language : en
Publisher: Springer Nature
Release Date : 2022-10-12

Signal And Information Processing Networking And Computers written by Songlin Sun and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-10-12 with Technology & Engineering categories.

This book collects selected papers from the 9th Conference on Signal and Information Processing, Networking and Computers held online, in December, 2021. The book focuses on the current works of information theory, communication system, computer science, aerospace technologies, big data and other related technologies. Readers from both academia and industry of this field can contribute and find their interests from the book.

Artificial Intelligence And Quantum Computing For Advanced Wireless Networks

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Author : Savo G. Glisic
language : en
Publisher: John Wiley & Sons
Release Date : 2022-04-13

Artificial Intelligence And Quantum Computing For Advanced Wireless Networks written by Savo G. Glisic and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-04-13 with Technology & Engineering categories.

ARTIFICIAL INTELLIGENCE AND QUANTUM COMPUTING FOR ADVANCED WIRELESS NETWORKS A comprehensive presentation of the implementation of artificial intelligence and quantum computing technology in large-scale communication networks Increasingly dense and flexible wireless networks require the use of artificial intelligence (AI) for planning network deployment, optimization, and dynamic control. Machine learning algorithms are now often used to predict traffic and network state in order to reserve resources for smooth communication with high reliability and low latency. In Artificial Intelligence and Quantum Computing for Advanced Wireless Networks, the authors deliver a practical and timely review of AI-based learning algorithms, with several case studies in both Python and R. The book discusses the game-theory-based learning algorithms used in decision making, along with various specific applications in wireless networks, like channel, network state, and traffic prediction. Additional chapters include Fundamentals of ML, Artificial Neural Networks (NN), Explainable and Graph NN, Learning Equilibria and Games, AI Algorithms in Networks, Fundamentals of Quantum Communications, Quantum Channel, Information Theory and Error Correction, Quantum Optimization Theory, and Quantum Internet, to name a few. The authors offer readers an intuitive and accessible path from basic topics on machine learning through advanced concepts and techniques in quantum networks. Readers will benefit from: A thorough introduction to the fundamentals of machine learning algorithms, including linear and logistic regression, decision trees, random forests, bagging, boosting, and support vector machines An exploration of artificial neural networks, including multilayer neural networks, training and backpropagation, FIR architecture spatial-temporal representations, quantum ML, quantum information theory, fundamentals of quantum internet, and more Discussions of explainable neural networks and XAI Examinations of graph neural networks, including learning algorithms and linear and nonlinear GNNs in both classical and quantum computing technology Perfect for network engineers, researchers, and graduate and masters students in computer science and electrical engineering, Artificial Intelligence and Quantum Computing for Advanced Wireless Networks is also an indispensable resource for IT support staff, along with policymakers and regulators who work in technology.

Gestion Du Niveau De Service Dans Les Environnements Mergents

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Author : Nader Mbarek
language : fr
Publisher: ISTE Group
Release Date : 2020-09-01

Gestion Du Niveau De Service Dans Les Environnements Mergents written by Nader Mbarek and has been published by ISTE Group this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-09-01 with Computers categories.

Le réseau devient embarqué dans notre vie quotidienne grâce à des composants de plus en plus petits, peu coûteux, puissants, rapides et de plus en plus connectés entre eux. Parallèlement à cette explosion quantitative des réseaux de communication, les technologies se complexifient. Cette évolution s’accompagne de challenges en termes de gestion et de contrôle, et il devient nécessaire de gérer le niveau de service demandé par le client et sur lequel s’engage le fournisseur de services. Cet ouvrage présente différentes approches pour permettre la gestion d’un ou plusieurs composants du niveau de service dans différents environnements émergents tels que l’Internet des objets, le Cloud, les smart grids, la e-santé, les réseaux radio maillés, le D2D, les villes intelligentes ou encore le green networking. Il permet ainsi une meilleure compréhension des défis et enjeux importants relatifs à la gestion de la qualité de service, la sécurité et la mobilité dans ce type d’environnements.

Real Time Intelligence For Heterogeneous Networks

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Author : Fadi Al-Turjman
language : en
Publisher: Springer Nature
Release Date : 2021-09-02

Real Time Intelligence For Heterogeneous Networks written by Fadi Al-Turjman and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-09-02 with Technology & Engineering categories.

This book discusses several exciting research topics and applications in the intelligent Heterogenous Networks (Het-Net) and Internet of Things (IoT) era. We are resolving significant issues towards realizing the future vision of the Artificial Intelligence (AI) in IoT-enabled spaces. Such AI-powered IoT solutions will be employed in satisfying critical conditions towards further advances in our daily smart life. This book overviews the associated issues and proposes the most up to date alternatives. The objective is to pave the way for AI-powered IoT-enabled spaces in the next generation Het-Net technologies and open the door for further innovations. The book presents the latest advances and research into heterogeneous networks in critical IoT applications. It discusses the most important problems, challenges, and issues that arise when designing real-time intelligent heterogeneous networks for diverse scenarios.

Immunological Computation

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Author : Dipankar Dasgupta
language : en
Publisher: CRC Press
Release Date : 2008-09-12

Immunological Computation written by Dipankar Dasgupta and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-09-12 with Computers categories.

Clearly, nature has been very effective in creating organisms that are capable of protecting themselves against a wide variety of pathogens such as bacteria, fungi, and parasites. The powerful information-processing capabilities of the immune system, such as feature extraction, pattern recognition, learning, memory, and its distributive nature prov

Dissertation Abstracts International

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Author :
language : en
Publisher:
Release Date : 2006

Dissertation Abstracts International written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006 with Dissertations, Academic categories.

Undergraduate And Graduate Courses And Programs

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Author : Iowa State University
language : en
Publisher:
Release Date : 2001

Undergraduate And Graduate Courses And Programs written by Iowa State University and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001 with Universities and colleges categories.