Papers by Adam Thelen
Papers by Adam Thelen
thelenComprehensiveReviewDigital2022
1 Introduction
2 Definitions and literature overview
2.1 What is digital twin
Digital Twin Definition
2.2 Literature overview
3 Modeling enabling technologies
Modeling in Digital Twin
3.1 Geometric modeling
Geometric Modeling in Digital Twin
3.2 Physics-based modeling
Physical Modeling in Digital Twin
3.3 Data-driven modeling
Data-driven Modeling in Digital Twin
3.4 Physics-informed ML
Physics-informed ML Modeling in Digital Twin
3.5 System modeling
System Modeling in Digital Twin
4 P2V twinning enabling technologies
4.1 Physical measurements as input
P2V with Physical Measurements
4.2 Probabilistic model updating
Digital State in Digital Twin
State Estimation in P2V
P2V with Probabilistic Model Updating
4.3 ML model updating
4.4 Fault diagnostics and failure prognostics
4.5 Ontology-based reasoning
5 V2P twinning enabling technologies
5.1 Model predictive control
5.2 Predictive maintenance
5.3 Real-time perception
6 Perspectives on modeling and twinning
6.1 Federated learning
6.2 Domain adoption
6.3 Deep reinforcement learning
thelenComprehensiveReviewDigital2022a
1 Introduction
2 Roles of UQ and optimization in digital twins
2.1 UQ for digital twins
2.2 Optimization for digital twin
3 Case study: battery digital twin
3.1 Background
3.2 Methods
3.3 Result and discussion
3.4 Conclusion
4 Demonstration and open source
4.1 Industry-scale demonstration
4.2 Open-source tools and dataset
5 Perspectives on UQ and optimization for digital twins
5.1 Digital twins for structural life cycle management
5.2 Digital twins for sustainability
5.3 UQ of digital twins