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 …

Millisecond model updating for structures experiencing unmodeled high-rate dynamic events

A Downey, J Hong, J Dodson, M Carroll… - … Systems and Signal …, 2020 - Elsevier
Real-time control of next-generation active structures that experience unmodeled high-rate
dynamic events require an up-to-date numerical model of the structural system. Examples of …

Multi-modal generative adversarial networks for synthesizing time-series structural impact responses

Z Thompson, ARJ Downey, JD Bakos, J Wei… - … Systems and Signal …, 2023 - Elsevier
The process of validating newly-defined state observers can potentially require a significant
amount of data gathered from instrumentation. However, collecting data for high-rate …

Ensemble of long short-term memory recurrent neural network for semi-active control of tuned liquid wall damper

Z Wang, F Ubertini, S Laflamme - Engineering Structures, 2022 - Elsevier
A critical challenge in structural control is the design of controllers capable of rapid
adaptation to uncertainties, including changes in local dynamics and unknown parameters …

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 …

Online parameter estimation under non-persistent excitations for high-rate dynamic systems

J Yan, S Laflamme, J Hong, J Dodson - Mechanical Systems and Signal …, 2021 - Elsevier
High-rate dynamic systems are defined as systems experiencing dynamic events of typical
amplitudes higher than 100 gn for a duration of less than 100 ms. They are characterized by …

[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 …

[HTML][HTML] Vibration Research on Centrifugal Loop Dryer Machines Used in Plastic Recycling Processes

M Karpenko, P Ževžikov, M Stosiak, P Skačkauskas… - Machines, 2024 - mdpi.com
This study investigates the vibrations of centrifugal loop dryer machines used in plastic
recycling processes. These machines are characterized by large uncertainties, 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 …