A comprehensive review of digital twin—part 2: roles of uncertainty quantification and optimization, a battery digital twin, and perspectives

A Thelen, X Zhang, O Fink, Y Lu, S Ghosh… - Structural and …, 2023 - Springer
As an emerging technology in the era of Industry 4.0, digital twin is gaining unprecedented
attention because of its promise to further optimize process design, quality control, health …

Ensemble of recurrent neural networks with long short-term memory cells for high-rate structural health monitoring

V Barzegar, S Laflamme, C Hu, J Dodson - Mechanical Systems and Signal …, 2022 - Elsevier
The deployment of systems experiencing high-rate dynamic events, such as hypersonic
vehicles, advanced weaponry, and active blast mitigation systems, require high-rate …

[HTML][HTML] A comparison of time-frequency methods for real-time application to high-rate dynamic systems

J Yan, S Laflamme, P Singh, A Sadhu, J Dodson - Vibration, 2020 - mdpi.com
High-rate dynamic systems are defined as engineering systems experiencing dynamic
events of typical amplitudes higher than 100 gn for a duration of less than 100 ms. The …

Multi-step ahead state estimation with hybrid algorithm for high-rate dynamic systems

M Nelson, V Barzegar, S Laflamme, C Hu… - … Systems and Signal …, 2023 - Elsevier
High-rate systems are defined as engineering systems that undergo accelerations of
amplitudes typically greater than 100 gn over less than 100 ms. Examples include adaptive …

[HTML][HTML] Multi-time resolution ensemble lstms for enhanced feature extraction in high-rate time series

V Barzegar, S Laflamme, C Hu, J Dodson - Sensors, 2021 - mdpi.com
Systems experiencing high-rate dynamic events, termed high-rate systems, typically
undergo accelerations of amplitudes higher than 100 g-force in less than 10 ms. Examples …

Topological data analysis for real-time extraction of time series features

A Razmarashooli, YK Chua, V Barzegar… - STRUCTURAL …, 2023 - dpi-proceedings.com
Real-time state estimation is critical in rapidly assessing structural health to empower real-
time feedback mitigation strategies. Of interest to this paper is the state estimation of high …

Generated datasets from dynamic reproduction of projectiles in ballistic environments for advanced research (DROPBEAR) testbed

M Nelson, S Laflamme, C Hu, AG Moura, J Hong… - IOP …, 2022 - iopscience.iop.org
High-rate dynamics occur when a system's acceleration is larger than 100 gn over durations
less than 100 ms. Structural health monitoring algorithms must be created for high-rate …

Real-time state estimation using recurrent neural network and topological data analysis

A Razmarashooli, DAS Martinez… - … and Monitoring of …, 2024 - spiedigitallibrary.org
High-rate systems are defined as physical systems that undergo large perturbations, often
exceeding 100 g's, over very short durations, often less than 100 milliseconds. Examples …

Hybrid algorithm for zero timing deadline overshoot state estimation of high-rate dynamic systems

M Nelson - 2022 - search.proquest.com
High-rate systems are defined as engineering systems that undergo accelerations of
amplitudes typically greater than 100 gn over less than 100 ms. Examples include adaptive …

Real-Time Machine Learning for High-Rate Structural Health Monitoring

S Laflamme, C Hu, J Dodson - … Health Monitoring Based on Data Science …, 2022 - Springer
Advances in science and engineering are empowering high-rate dynamic systems, such as
hypersonic vehicles, advanced weaponries, and active shock and blast mitigation strategies …