Data-Driven Modeling of Cyber-Physical Systems using Side-Channel Analysis

£69.99

Data-Driven Modeling of Cyber-Physical Systems using Side-Channel Analysis

Cybernetics and systems theory Electronics engineering Electronics: circuits and components Computer architecture and logic design

Authors: Sujit Rokka Chhetri, Mohammad Abdullah Al Faruque

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Language: English

Published by: Springer

Published on: 8th February 2020

Format: LCP-protected ePub

Size: 32 Mb

ISBN: 9783030379629


Overview

This book provides a new perspective on modeling cyber-physical systems (CPS), using a data-driven approach. The authors cover the use of state-of-the-art machine learning and artificial intelligence algorithms for modeling various aspect of the CPS. This book provides insight on how a data-driven modeling approach can be utilized to take advantage of the relation between the cyber and the physical domain of the CPS to aid the first-principle approach in capturing the stochastic phenomena affecting the CPS.

Practical Applications

The authors provide practical use cases of the data-driven modeling approach for securing the CPS, presenting novel attack models, building and maintaining the digital twin of the physical system. The book also presents novel, data-driven algorithms to handle non-Euclidean data.

Summary

In summary, this book presents a novel perspective for modeling the CPS.

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