Compressed Sensing for Distributed Systems

Compressed Sensing for Distributed Systems

2015 | 104 Pages | ISBN: 9812873899 | PDF | 2.7 MB

This book presents a survey of the state-of-the art in the exciting and timely topic of compressed sensing for distributed systems. It has to be noted that, while compressed sensing has been studied for some time now, its distributed applications are relatively new. Remarkably, such applications are ideally suited to exploit all the benefits that compressed sensing can provide. The objective of this book is to provide the reader with a comprehensive survey of this topic, from the basic concepts to different classes of centralized and distributed reconstruction algorithms, as well as a comparison of these techniques. This book collects different contributions on these aspects. It presents the underlying theory in a complete and unified way for the first time, presenting various signal models and their use cases. It contains a theoretical part collecting latest results in rate-distortion analysis of distributed compressed sensing, as well as practical implementations of algorithms obtaining performance close to the theoretical bounds. It presents and discusses various distributed reconstruction algorithms, summarizing the theoretical reconstruction guarantees and providing a comparative analysis of their performance and complexity. In summary, this book will allow the reader to get started in the field of distributed compressed sensing from theory to practice. We believe that this book can find a broad audience among researchers, scientists, or engineers with very diverse backgrounds, having interests in mathematical optimization, network systems, graph theoretical methods, linear systems, stochastic systems, and randomized algorithms. To help the reader become familiar with the theory and algorithms presented, accompanying software is made available on the authors' web site, implementing several of the algorithms described in the book. The only background required of the reader is a good knowledge of advanced calculus and linear algebra.


[Fast Download] Compressed Sensing for Distributed Systems

Ebooks related to "Compressed Sensing for Distributed Systems" :
Building a Quadcopter with Arduino
Energy Efficient Embedded Video Processing Systems: A Hardware-Software Collaborative Approach
Hybrid ADCs, Smart Sensors for the IoT, and Sub-1V & Advanced Node Analog Circuit Design
Kubernetes Management Design Patterns: With Docker, CoreOS Linux, and Other Platforms
Mental Penguins: The Neverending Education Crisis and the False Promise of the Information Age
Principles of Electronic Materials and Devices
Essentials of Machine Olfaction and Taste
Electrical Engineering Handbook, Second Edition
Charles Christopher Newton - Concentrated Solar Thermal Energy
CMOS Circuits for Electromagnetic Vibration Transducers: Interfaces for Ultra-Low Voltage Energy Har
Copyright Disclaimer:
This site does not store any files on its server. We only index and link to content provided by other sites. Please contact the content providers to delete copyright contents if any and email us, we'll remove relevant links or contents immediately.