Publications
Peer-Reviewed Journal Papers
2023
- Physics-constrained Gaussian process model for prediction of hydrodynamic interactions between wave energy converters in an arrayApplied Mathematical Modelling, 2023
2022
- Adaptive Gaussian Process with PCA for prediction of complex dispersion relations for periodic structuresEuropean Journal of Mechanics-A/Solids, 2022
2021
- Generative adversarial network guided topology optimization of periodic structures via Subset SimulationComposite Structures, 2021
2020
- Multifidelity Gaussian process model integrating low-and high-fidelity data considering censoringJournal of Structural Engineering, 2020
- Efficient dimension reduction and surrogate-based sensitivity analysis for expensive models with high-dimensional outputsReliability Engineering & System Safety, 2020
- Bayesian updating of bridge condition deterioration models using complete and incomplete inspection dataJournal of Bridge Engineering, 2020
2019
- Dimension reduction and surrogate based topology optimization of periodic structuresComposite Structures, 2019
Conference Papers
2022
- Multi-fidelity surrogate model for efficient tsunami evacuation risk assessmentIn ICOSSAR 2021-2022: 13th International Conference on Structural Safety & Reliability, 2022
- Convolution-fed Gaussian Process with Active Learning for Probabilistic Power Prediction of Large-scale Wave FarmIn ICOSSAR 2021-2022: 13th International Conference on Structural Safety & Reliability, 2022
2021
- Dimension reduction and surrogate based approach for optimal seismic risk mitigation of large-scale transportation networkIn Bridge Maintenance, Safety, Management, Life-Cycle Sustainability and Innovations, 2021
- Age, state, and environment dependent non-homogeneous stochastic model for improved bridge deterioration predictionIn Bridge Maintenance, Safety, Management, Life-Cycle Sustainability and Innovations, 2021
2019
- Surrogate modeling for sensitivity analysis of models with high-dimensional outputsIn 13 th International Conference on Applications o f Statistics and Probability in Civil Engineering, ICASP13, Seoul, South Korea, 2019