Cyber-Physical Systems: Advances in Design & Modelling
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Beschreibung
This book presents new findings on cyber-physical systems design and modelling approaches based on AI and data-driven techniques, identifying the key industrial challenges and the main features of design and modelling processes. To enhance the efficiency of the design process, it proposes new approaches based on the concept of digital twins. Further, it substantiates the scientific, practical, and methodological approaches to modelling and simulating of cyber-physical systems. Exploring digital twins of cyber-physical systems as well as of production systems, it proposes combining both mathematical models and data processing techniques as advanced methods for cyber-physical system design and modelling. Moreover, it presents the implementation of the developed prototypes, including testing in real industries, which have collected and analyzed big data and proved their effectiveness. The book is intended for practitioners, enterprise representatives, scientists, and Ph.D. and master’s students interested in the research and applications of cyber-physical systems in different domains.
This book presents new findings on cyber-physical systems design and modelling approaches based on AI and data-driven techniques, identifying the key industrial challenges and the main features of design and modelling processes. To enhance the efficiency of the design process, it proposes new approaches based on the concept of digital twins. Further, it substantiates the scientific, practical, and methodological approaches to modelling and simulating of cyber-physical systems. Exploring digital twins of cyber-physical systems as well as of production systems, it proposes combining both mathematical models and data processing techniques as advanced methods for cyber-physical system design and modelling. Moreover, it presents the implementation of the developed prototypes, including testing in real industries, which have collected and analyzed big data and proved their effectiveness. The book is intended for practitioners, enterprise representatives, scientists, and Ph.D. and master’s students interested in the research and applications of cyber-physical systems in different domains.
Presents the design of cyber-physical systems and defines digital tools to broaden the scope of the application domains of such systems Provides scientific, practical, and methodological approaches to the modelling and simulation of cyber-physical systems, the design of adaptive optimization algorithms, problem analysis, and data preprocessing Discusses implemented breakthrough systems, models, programs, and methods that could be used in industrial processes to predict and lead cyber-physical system functions, states, and evolution Focuses on the simulation of cyber-physical systems and their modules based on the concept of a digital twin
Autor*in
Alla G. Kravets
Themen in »Cyber-Physical Systems: Advances in Design & Modelling«
Cyber-Physical Systems Digital Design Modeling Simulation Digital Twins