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Book Cover
E-book
Author Ganguli, Ranjan

Title Digital Twin A Dynamic System and Computing Perspective
Published Milton : Taylor & Francis Group, 2023

Copies

Description 1 online resource (252 p.)
Contents Cover -- Half Title -- Title Page -- Copyright Page -- Contents -- Preface -- Authors' Biographies -- Chapter 1: Introduction and Background -- 1.1. Introduction -- 1.2. Modeling and Simulation -- 1.3. Sensors and Actuators -- 1.4. Signal Processing -- 1.5. Estimation Algorithms -- 1.6. Industry 4.0 -- 1.7. Applications -- 1.7.1. Maintenance -- 1.7.2. Manufacturing -- 1.7.3. Smart Cities -- Chapter 2: Computing and Digital Twin -- 2.1. Digital Twin Use Cases and the Internet of Things (IoT) -- 2.2. Edge Computing -- 2.3. Telecom and 5G -- 2.4. Cloud -- 2.4.1. Microsoft Azure
2.4.2. Amazon AWS -- 2.5. Big Data -- 2.5.1. Analytics with Big Data -- 2.6. Google Tensorflow -- 2.7. Blockchain and Digital Twin -- Chapter 3: Dynamic Systems -- 3.1. Single-Degree-of-Freedom Undamped Systems -- 3.1.1. Natural Frequency -- 3.1.2. Dynamic Response -- 3.1.2.1. Impulse Response Function -- 3.2. Single-Degree-of-Freedom Viscously Damped Systems -- 3.2.1. Natural Frequency -- 3.2.2. Dynamic Response -- 3.2.2.1. Impulse Response and Frequency Response Function -- 3.3. Multiple-Degree-of-Freedom Undamped Systems -- 3.3.1. Modal Analysis -- 3.3.2. Dynamic Response
3.3.2.1. Frequency-Domain Analysis -- 3.3.2.2. Time-Domain Analysis -- 3.4. Proportionally Damped Systems -- 3.4.1. Condition for Proportional Damping -- 3.4.2. Generalized Proportional Damping -- 3.4.3. Dynamic Response -- 3.4.3.1. Frequency-Domain Analysis -- 3.4.3.2. Time-Domain Analysis -- 3.5. Nonproportionally Damped Systems -- 3.5.1. Free Vibration and Complex Modes -- 3.5.1.1. The State-Space Method -- 3.5.1.2. Approximate Methods in the Configuration Space -- 3.5.2. Dynamic Response -- 3.5.2.1. Frequency-Domain Analysis -- 3.5.2.2. Time-Domain Analysis -- 3.6. Summary
Chapter 4: Stochastic Analysis -- 4.1. Probability Theory -- 4.1.1. Probability Space -- 4.1.2. Random Variable -- 4.1.3. Hilbert Space -- 4.2. Reliability -- 4.2.1. Sources of Uncertainties -- 4.2.2. Random Variables and Limit State Function -- 4.2.3. Earlier Methods -- 4.3. Simulation Methods in UQ and Reliability -- 4.3.1. Direct Monte Carlo Simulation -- 4.3.2. Importance Sampling -- 4.3.3. Stratified Sampling -- 4.3.4. Directional Sampling -- 4.3.5. Subset Simulation -- 4.4. Robustness -- Chapter 5: Digital Twin of Dynamic Systems -- 5.1. Dynamic Model of the Digital Twin
5.1.1. Single-Degree-of-Freedom System: The Nominal Model -- 5.1.2. The Digital Twin Model -- 5.2. Digital Twin via Stiffness Evolution -- 5.2.1. Exact Natural Frequency Data Is Available -- 5.2.2. Natural Frequency Data Is Available with Errors -- 5.2.3. Natural Frequency Data Is Available with Error Estimates -- 5.2.4. Numerical Illustrations -- 5.3. Digital Twin via Mass Evolution -- 5.3.1. Exact Natural Frequency Data Is Available -- 5.3.2. Natural Frequency Data Is Available with Errors -- 5.3.3. Natural Frequency Data Is Available with Error Estimates -- 5.3.4. Numerical Illustrations
Summary 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
Notes Description based upon print version of record
5.4. Digital Twin via Mass and Stiffness Evolution
Subject Digital twins (Computer simulation)
Digital twins (Computer simulation)
Form Electronic book
Author Adhikari, Sondipon
Chakraborty, Souvik
Ganguli, Mrittika
ISBN 9781000829372
1000829375