eBook - PDF

Distributed Network Structure Estimation Using Consensus Methods

Name: Distributed Network Structure Estimation Using Consensus Methods
ISBN: 9783031016844

Sai Zhang,

Cihan Tepedelenlioglu,

Andreas Spanias,

Mahesh Banavar,

English
PDF
Available on iOS & Android

eBook - PDF

Distributed Network Structure Estimation Using Consensus Methods

Sai Zhang,

Cihan Tepedelenlioglu,

Andreas Spanias,

Mahesh Banavar,

About this book

The area of detection and estimation in a distributed wireless sensor network (WSN) has several applications, including military surveillance, sustainability, health monitoring, and Internet of Things (IoT). Compared with a wired centralized sensor network, a distributed WSN has many advantages including scalability and robustness to sensor node failures. In this book, we address the problem of estimating the structure of distributed WSNs. First, we provide a literature review in: (a) graph theory; (b) network area estimation; and (c) existing consensus algorithms, including average consensus and max consensus. Second, a distributed algorithm for counting the total number of nodes in a wireless sensor network with noisy communication channels is introduced. Then, a distributed network degree distribution estimation (DNDD) algorithm is described. The DNDD algorithm is based on average consensus and in-network empirical mass function estimation. Finally, a fully distributed algorithm forestimating the center and the coverage region of a wireless sensor network is described. The algorithms introduced are appropriate for most connected distributed networks. The performance of the algorithms is analyzed theoretically, and simulations are performed and presented to validate the theoretical results. In this book, we also describe how the introduced algorithms can be used to learn global data information and the global data region.

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Yes, you can access Distributed Network Structure Estimation Using Consensus Methods by Sai Zhang,Cihan Tepedelenlioglu,Andreas Spanias,Mahesh Banavar in PDF and/or ePUB format, as well as other popular books in Technology & Engineering & Electrical Engineering & Telecommunications. We have over one million books available in our catalogue for you to explore.