A new model order reduction strategy adapted to nonlinear problems in earthquake engineering

• Solving large numerical substructures in real‐time hybrid simulations using proper orthogonal decomposition

  2024 Earthquake Engineering & Structural Dynamics article Physics and Astronomy Model Reduction and Neural Networks

  2

  citations
• Reliability analysis of complex systems using subset simulations with Hamiltonian Neural Networks

  2024 Structural Safety article Decision Sciences Probabilistic and Robust Engineering Design Open access

  24

  citations
• Model order reduction in subset simulations using the proper orthogonal decomposition

  2023 PAMM article Physics and Astronomy Model Reduction and Neural Networks Open access

  3

  citations
• Enhanced Hamiltonian Monte Carlo simulations using Hamiltonian neural networks

  2023 PAMM article Mathematics Markov Chains and Monte Carlo Methods Open access

  3

  citations
• Non-incremental response evaluation in geometrically nonlinear structural dynamics using a space-time stiffness operator

  2022 Computational Mechanics article Physics and Astronomy Model Reduction and Neural Networks Open access

  6

  citations
• Training Data Selection for Machine Learning-Enhanced Monte Carlo Simulations in Structural Dynamics

  2022 Applied Sciences article Engineering Structural Health Monitoring Techniques Open access

  19

  citations
• A non‐incremental solution procedure for elastoplastic problems in structural mechanics

  2021 PAMM article Engineering Advanced Numerical Methods in Computational Mathematics Open access

  0

  citations
• A non-incremental numerical method for dynamic elastoplastic problems by the symplectic Brezis–Ekeland–Nayroles principle

  2021 Computer Methods in Applied Mechanics and Engineering article Engineering Advanced Numerical Methods in Computational Mathematics Open access

  6

  citations
• A Monte Carlo Simulation Approach in Non-linear Structural Dynamics Using Convolutional Neural Networks

  2021 Frontiers in Built Environment article Engineering Seismic Performance and Analysis Open access

  15

  citations
• A Newmark space-time formulation in structural dynamics

  2021 Computational Mechanics article Engineering Advanced Numerical Methods in Computational Mathematics Open access

  24

  citations
• Machine‐learning‐enhanced tail end prediction of structural response statistics in earthquake engineering

  2021 Earthquake Engineering & Structural Dynamics article Engineering Seismic Performance and Analysis Open access

  51

  citations
• A Newmark space‐time approach in structural mechanics

  2021 PAMM article Mathematics Numerical methods for differential equations Open access

  2

  citations
• Artificial Neural Networks in Motion Analysis—Applications of Unsupervised and Heuristic Feature Selection Techniques

  2020 Sensors article Engineering Gait Recognition and Analysis Open access

  38

  citations
• Quasistatic analysis of elastoplastic structures by the proper generalized decomposition in a space-time approach

  2020 Mechanics Research Communications article Physics and Astronomy Model Reduction and Neural Networks

  10

  citations

14 results