Multi-Paradigm Modelling Approaches for Cyber-Physical Systems

Multi-Paradigm Modelling for Cyber-Physical Systems explores modeling and analysis as crucial activities in developing cross-disciplinary Cyber-Physical Systems, requiring distinct techniques and a common background knowledge. It serves as a reference for beginners and practitioners in the field.

Format: Paperback / softback
Length: 314 pages
Publication date: 24 November 2020
Publisher: Elsevier Science Publishing Co Inc

Cyber-Physical Systems (CPS) are a complex blend of computer science, engineering, and physical systems that require a multi-faceted approach to their development. Modeling and analysis are crucial activities in this process, as they enable developers to understand the behavior and performance of CPS. This book explores the various modeling paradigms and techniques used in CPS development, including agent-based modeling, process-based modeling, data-driven modeling, and simulation-based modeling.

Each paradigm has its own advantages and limitations, and the choice of paradigm depends on the specific requirements of the CPS. Agent-based modeling, for example, is well-suited for modeling complex systems with multiple agents that interact with each other. Process-based modeling, on the other hand, is useful for modeling systems that involve continuous processes and interactions. Data-driven modeling is particularly useful for analyzing large amounts of data and making predictions about the behavior of CPS. Simulation-based modeling is used to simulate the behavior of CPS and test their performance under different conditions.

In addition to these modeling paradigms, this book also provides a comprehensive introduction to existing techniques and a clear explanation of their advantages and limitations. It covers topics such as model validation, uncertainty analysis, and model optimization, which are essential for developing accurate and reliable CPS.

This book is aimed at both researchers and practitioners who are interested in various modeling paradigms across computer science and engineering. It provides a solid foundation for anyone starting in the field of CPS, including a comprehensive introduction to existing techniques and a clear explanation of their advantages and limitations. By exploring the various modeling paradigms and techniques used in CPS development, this book aims to help researchers and practitioners build more efficient, effective, and resilient CPS that can meet the growing demands of modern society.

Weight: 650g
Dimension: 191 x 235 x 19 (mm)
ISBN-13: 9780128191057