Fidelity assessment of real-time hybrid substructure testing: A review and the application of artificial neural networks
C Insam, DJ Rixen - Experimental Techniques, 2022 - Springer
Abstract Real-Time Hybrid Substructure (RTHS) testing is a commonly used method to
investigate the dynamical influence of a component on a mechanical system. In RTHS, a …
investigate the dynamical influence of a component on a mechanical system. In RTHS, a …
Real-time hybrid simulation with deep learning computational substructures: System validation using linear specimens
EE Bas, MA Moustafa - Machine Learning and Knowledge Extraction, 2020 - mdpi.com
Hybrid simulation (HS) is an advanced simulation method that couples experimental testing
and analytical modeling to better understand structural systems and individual components' …
and analytical modeling to better understand structural systems and individual components' …
Communication development and verification for python-based machine learning models for real-time hybrid simulation
EE Bas, MA Moustafa - Frontiers in Built Environment, 2020 - frontiersin.org
Hybrid simulation (HS) combines analytical modeling with experimental testing to provide a
better understanding of both structural elements and entire systems while keeping cost …
better understanding of both structural elements and entire systems while keeping cost …
Data-driven substructuring technique for pseudo-dynamic hybrid simulation of steel braced frames
F Mokhtari, A Imanpour - International Conference on the Behaviour of …, 2022 - Springer
This paper proposes a new substructuring technique for hybrid simulation of steel braced
frame structures under seismic loading in which a new machine learning-based model is …
frame structures under seismic loading in which a new machine learning-based model is …
Predicting Nonlinear Seismic Response of Structural Braces Using Machine Learning
EE Bas, D Aslangil… - ASME …, 2020 - asmedigitalcollection.asme.org
Numerical modeling of different structural materials that have highly nonlinear behaviors has
always been a challenging problem in engineering disciplines. Experimental data is …
always been a challenging problem in engineering disciplines. Experimental data is …
Data-driven Frameworks for Hybrid Analysis of Structures Under Seismic Loading
F Mokhtari Dizaji - 2022 - era.library.ualberta.ca
Numerical simulation and hybrid simulation are extensively used in earthquake engineering
to evaluate the seismic response of structures under seismic loading. Despite the advances …
to evaluate the seismic response of structures under seismic loading. Despite the advances …
Assessing the Quality of Real-Time Hybrid Simulation Tests with Deep Learning Models
EE Bas, MA Moustafa - Dynamic Substructures, Volume 4: Proceedings of …, 2022 - Springer
Hybrid simulation (HS) is an advanced dynamic testing method that combines experimental
testing and analytical modeling simultaneously to provide a better understanding of the …
testing and analytical modeling simultaneously to provide a better understanding of the …