Digital Twin: A Dynamic System and Computing Perspective
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...
Gespeichert in:
| 1. Verfasser: | |
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| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Taylor & Francis
2024
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| Schlagworte: | |
| Zusammenfassung: | 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 citiesThis book is aimed at graduate students and researchers in Electrical, Mechanical, Computer, and Production Engineering |
| Beschreibung: | 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 |
| Beschreibung: | 252 Seiten 453 gr |
| ISBN: | 9781032213637 |
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| 520 | |a 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 citiesThis book is aimed at graduate students and researchers in Electrical, Mechanical, Computer, and Production Engineering | ||
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| isbn | 9781032213637 |
| language | English |
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| spelling | Ganguli, Ranjan Verfasser aut Digital Twin A Dynamic System and Computing Perspective Taylor & Francis 2024 252 Seiten 453 gr txt rdacontent n rdamedia nc rdacarrier 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 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 citiesThis book is aimed at graduate students and researchers in Electrical, Mechanical, Computer, and Production Engineering bicssc / Automatic control engineering bicssc / Dynamics & statics bicssc / Computer networking & communications bicssc / Information technology - general issues bicssc / Computer architecture & logic design bicssc / Electrical engineering bicssc / Mechanical engineering bicssc / Engineering - general bicssc / Dynamics & vibration bisacsh / MATHEMATICS / General bisacsh / TECHNOLOGY & ENGINEERING / Electrical bisacsh / TECHNOLOGY & ENGINEERING / Mechanical Adhikari, Sondipon Sonstige oth Chakraborty, Souvik Sonstige oth Ganguli, Mrittika Sonstige oth |
| spellingShingle | Ganguli, Ranjan Digital Twin A Dynamic System and Computing Perspective bicssc / Automatic control engineering bicssc / Dynamics & statics bicssc / Computer networking & communications bicssc / Information technology - general issues bicssc / Computer architecture & logic design bicssc / Electrical engineering bicssc / Mechanical engineering bicssc / Engineering - general bicssc / Dynamics & vibration bisacsh / MATHEMATICS / General bisacsh / TECHNOLOGY & ENGINEERING / Electrical bisacsh / TECHNOLOGY & ENGINEERING / Mechanical |
| title | Digital Twin A Dynamic System and Computing Perspective |
| title_auth | Digital Twin A Dynamic System and Computing Perspective |
| title_exact_search | Digital Twin A Dynamic System and Computing Perspective |
| title_full | Digital Twin A Dynamic System and Computing Perspective |
| title_fullStr | Digital Twin A Dynamic System and Computing Perspective |
| title_full_unstemmed | Digital Twin A Dynamic System and Computing Perspective |
| title_short | Digital Twin |
| title_sort | digital twin a dynamic system and computing perspective |
| title_sub | A Dynamic System and Computing Perspective |
| topic | bicssc / Automatic control engineering bicssc / Dynamics & statics bicssc / Computer networking & communications bicssc / Information technology - general issues bicssc / Computer architecture & logic design bicssc / Electrical engineering bicssc / Mechanical engineering bicssc / Engineering - general bicssc / Dynamics & vibration bisacsh / MATHEMATICS / General bisacsh / TECHNOLOGY & ENGINEERING / Electrical bisacsh / TECHNOLOGY & ENGINEERING / Mechanical |
| topic_facet | bicssc / Automatic control engineering bicssc / Dynamics & statics bicssc / Computer networking & communications bicssc / Information technology - general issues bicssc / Computer architecture & logic design bicssc / Electrical engineering bicssc / Mechanical engineering bicssc / Engineering - general bicssc / Dynamics & vibration bisacsh / MATHEMATICS / General bisacsh / TECHNOLOGY & ENGINEERING / Electrical bisacsh / TECHNOLOGY & ENGINEERING / Mechanical |
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