Digital Twin - Ranjan Ganguli, Sondipon Adhikari, Souvik Chakraborty, ittika Ganguli

Digital Twin

A Dynamic System and Computing Perspective
Buch | Softcover
240 Seiten
2024
CRC Press (Verlag)
978-1-032-21363-7 (ISBN)
57,35 inkl. MwSt
This book introduces the computing, mathematical and engineering background to understand and develop the concept of the digital twin. It provides background in modeling/simulation, computing technology, sensor/actuators, and so forth, needed to develop the next generation of digital twins.
The digital twin of a physical system is an adaptive computer analog which exists in the cloud and adapts to changes in the physical system dynamically. This book introduces the computing, mathematical, and engineering background to understand and develop the concept of the digital twin. It provides background in modeling/simulation, computing technology, sensor/actuators, and so forth, needed to develop the next generation of digital twins. Concepts on cloud computing, big data, IoT, wireless communications, high-performance computing, and blockchain are also discussed.

Features:






Provides background material needed to understand digital twin technology



Presents computational facet of digital twin



Includes physics-based and surrogate model representations



Addresses the problem of uncertainty in measurements and modeling



Discusses practical case studies of implementation of digital twins, addressing additive manufacturing, server farms, predictive maintenance, and smart cities

This book is aimed at graduate students and researchers in Electrical, Mechanical, Computer, and Production Engineering.

Ranjan Ganguli, Mrittika Ganguli

1. Introduction and Background. 2. Computing and Digital Twin. 3. Dynamic Systems. 4. Stochastic Analysis. 5. Digital Twin of Dynamic Systems. 6. Machine learning and Surrogate Models. 7. Surrogate based digital twin of dynamic system. 8. Digital Twin at Multiple Time Scales. 9. Digital twin of nonlinear MDOF systems.

Erscheinungsdatum
Zusatzinfo 5 Tables, black and white; 76 Line drawings, black and white; 2 Halftones, black and white; 78 Illustrations, black and white
Verlagsort London
Sprache englisch
Maße 156 x 234 mm
Themenwelt Mathematik / Informatik Informatik Theorie / Studium
ISBN-10 1-032-21363-9 / 1032213639
ISBN-13 978-1-032-21363-7 / 9781032213637
Zustand Neuware
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