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Turbo Message Passing Algorithms for Structured Signal Recovery
Authors: ---
ISBN: 9783030547622 Year: 2020 Publisher: Cham Springer International Publishing

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Abstract

This book takes a comprehensive study on turbo message passing algorithms for structured signal recovery, where the considered structured signals include 1) a sparse vector/matrix (which corresponds to the compressed sensing (CS) problem), 2) a low-rank matrix (which corresponds to the affine rank minimization (ARM) problem), 3) a mixture of a sparse matrix and a low-rank matrix (which corresponds to the robust principal component analysis (RPCA) problem). The book is divided into three parts. First, the authors introduce a turbo message passing algorithm termed denoising-based Turbo-CS (D-Turbo-CS). Second, the authors introduce a turbo message passing (TMP) algorithm for solving the ARM problem. Third, the authors introduce a TMP algorithm for solving the RPCA problem which aims to recover a low-rank matrix and a sparse matrix from their compressed mixture. With this book, we wish to spur new researches on applying message passing to various inference problems. Provides an in depth look into turbo message passing algorithms for structured signal recovery Includes efficient iterative algorithmic solutions for inference, optimization, and satisfaction problems through message passing Shows applications in areas such as wireless communications and computer vision.


Book
Turbo Message Passing Algorithms for Structured Signal Recovery
Authors: --- ---
ISBN: 9783030547622 Year: 2020 Publisher: Cham Springer International Publishing :Imprint: Springer


Book
Securing Unmanned Aerial Vehicle Networks : Models and Algorithms
Authors: --- ---
ISBN: 303145605X 9783031456053 Year: 2024 Publisher: Cham : Springer Nature Switzerland : Imprint: Springer,

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This book focuses on the model and algorithm aspects of securing Unmanned Aerial Vehicle Networks (UAV). To equip readers with the essential knowledge required for conducting research in this field, it covers the foundational concepts of this topic as well. This book also offers a detailed insight into UAV networks from the physical layer security point of view. The authors discuss the appropriate channel models for characterizing various propagation environments that UAV networks are exposed. The state-of-the-art technologies, such as UAV trajectory design, cooperative jamming and reconfigurable intelligent surfaces are covered. The corresponding algorithms for significantly improving the security of UAV networks, along with practical case studies on topics such as energy-efficient and secure UAV networks, elevation angle-distance trade-off for securing UAV networks and securing UAV networks with the aid of reconfigurable intelligent surfaces are presented as well. Last, this book outlines the future challenges and research directions to facilitate further studies on secure UAV networks. This book is suitable reading for graduate students and researchers who are interested in the research areas of UAV networking and communications, IoT security, and physical layer security in wireless networks. Professionals working within these related fields will also benefit from this book. .


Multi
Securing Unmanned Aerial Vehicle Networks : Models and Algorithms
Authors: --- ---
ISBN: 9783031456053 9783031456046 9783031456060 Year: 2024 Publisher: Cham Springer Nature, Imprint: Springer


Book
Securing Unmanned Aerial Vehicle Networks
Authors: --- --- ---
ISBN: 9783031456053 Year: 2024 Publisher: Cham Springer Nature Switzerland :Imprint: Springer

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Scalable Signal Processing in Cloud Radio Access Networks
Authors: --- --- ---
ISBN: 9783030158842 Year: 2019 Publisher: Cham Springer International Publishing :Imprint: Springer

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