publications

2023

1. 

   A Bayesian Augmented-Learning Framework for Spectral Uncertainty Quantification of Incomplete Records of Stochastic Processes

   Yu Chen, Edoardo Patelli, Benjamin Edwards, and Michael Beer

   Mechanical Systems and Signal Processing, 2023

   Bib HTML

   @article{chen4405534bayesian,
     title = {A Bayesian Augmented-Learning Framework for Spectral Uncertainty Quantification of Incomplete Records of Stochastic Processes},
     author = {Chen, Yu and Patelli, Edoardo and Edwards, Benjamin and Beer, Michael},
     journal = {Mechanical Systems and Signal Processing},
     doi = {https://doi.org/10.1016/j.ymssp.2023.110573},
     url = {https://authors.elsevier.com/sd/article/S0888-3270(23)00481-8},
     year = {2023},
   }

2. 

   A physics-informed Bayesian framework for characterizing ground motion process in the presence of missing data

   Yu Chen, Edoardo Patelli, Benjamin Edwards, and Michael Beer

   Earthquake Engineering & Structural Dynamics, 2023

   Bib HTML

   @article{https://doi.org/10.1002/eqe.3877,
     author = {Chen, Yu and Patelli, Edoardo and Edwards, Benjamin and Beer, Michael},
     title = {A physics-informed Bayesian framework for characterizing ground motion process in the presence of missing data},
     journal = {Earthquake Engineering \& Structural Dynamics},
     volume = {52},
     number = {7},
     pages = {2179-2195},
     keywords = {Bayesian model updating, earthquake ground motion, evolutionary power spectra, missing data, stochastic variational inference, uncertainty quantification},
     doi = {https://doi.org/10.1002/eqe.3877},
     url = {https://onlinelibrary.wiley.com/doi/abs/10.1002/eqe.3877},
     year = {2023},
   }

3. 

   Spectral Density Estimation Of Stochastic Processes Under Missing Data And Uncertainty Quantification With Bayesian Deep Learning

   Yu Chen, Edoardo Patelli, Benjamin Edwards, and Michael Beer

   In 5th ECCOMAS Thematic Conference on Uncertainty Quantification in Computational Sciences and Engineering, 2023

2022

1. 

   Uncertainty Quantification Over Spectral Estimation of Stochastic Processes Subject to Gapped Missing Data Using Variational Bayesian Inference

   Yu Chen, Edoardo Patelli, Benjamin Edwards, and Michael Beer

   In Proceedings of the 8th Intl. Symp. on Reliability Engineering and Risk Management, 2022

   Bib HTML PDF

   @inproceedings{isrerm2022chen,
     title = {Uncertainty Quantification Over Spectral Estimation of Stochastic Processes Subject to Gapped Missing Data Using Variational Bayesian Inference},
     year = {2022},
     author = {Chen, Yu and Patelli, Edoardo and Edwards, Benjamin and Beer, Michael},
     booktitle = {Proceedings of the 8th Intl. Symp. on Reliability Engineering and Risk Management},
     editor = {Michael Beer, Enrico Zio, Kok-Kwang Phoon and Ayyub, Bilal M.},
     address = {Hanover, Germany},
     publisher = {Research Publishing, Singapore},
     doi = {10.3850/978-981-18-5184-1_MS-06-179-cd},
   }

2. 

   Uncertainty quantification over spectral density estimation for strong motion process with missing data

   Yu Chen, Edoardo Patelli, Benjamin Edwards, and Michael Beer

   In Proceedings of the 32nd European Safety and Reliability Conference, 2022

   Bib HTML PDF

   @inproceedings{esrel2022chen,
     title = {Uncertainty quantification over spectral density estimation for strong motion process with missing data},
     author = {Chen, Yu and Patelli, Edoardo and Edwards, Benjamin and Beer, Michael},
     year = {2022},
     booktitle = {Proceedings of the 32nd European Safety and Reliability Conference},
     publisher = {Research Publishing, Singapore},
     address = {Ireland},
     editor = {Leva, Maria Chiara and Patelli, Edoardo and Podofillini, Luca and Wilson, Simon},
     doi = {10.3850/978-981-18-5183-4_S02-04-389-cd},
   }

2021

1. 

   Concurrent Seismic Events Identification Using Deep Learning

   Yu Chen, M.H Yen, R. Zaccarelli, D. Bindi, Benjamin Edwards, and Edoardo Patelli

   In Proceedings of the 17th World Conference on Earthquake Engineering, 2021

   HTML

2020

1. 

   New collocation method for stochastic response surface reliability analyses

   Peng Zeng, Tianbin Li, Yu Chen, Rafael Jimenez, Xianda Feng, and Salvador Senent

   Engineering with Computers, 2020

   Bib HTML

   @article{zeng2020new,
     title = {New collocation method for stochastic response surface reliability analyses},
     author = {Zeng, Peng and Li, Tianbin and Chen, Yu and Jimenez, Rafael and Feng, Xianda and Senent, Salvador},
     journal = {Engineering with Computers},
     volume = {36},
     pages = {1751--1762},
     year = {2020},
     publisher = {Springer},
     doi = {https://doi.org/10.1007/s00366-019-00793-2},
   }

2. 

   Dynamic and probabilistic multi-class prediction of tunnel squeezing intensity

   Yu Chen, Tianbin Li, Peng Zeng, Junjie Ma, Edoardo Patelli, and Ben Edwards

   Rock Mechanics and Rock Engineering, 2020

   Bib HTML

   @article{chen2020dynamic,
     title = {Dynamic and probabilistic multi-class prediction of tunnel squeezing intensity},
     author = {Chen, Yu and Li, Tianbin and Zeng, Peng and Ma, Junjie and Patelli, Edoardo and Edwards, Ben},
     journal = {Rock Mechanics and Rock Engineering},
     volume = {53},
     pages = {3521--3542},
     year = {2020},
     publisher = {Springer},
     doi = {https://doi.org/10.1007/s00603-020-02138-8},
     url = {https://link.springer.com/article/10.1007/s00603-020-02138-8},
   }

3. 

   Decision Making for Optimal Primary-Support Selection to Minimise TunnelSqueezing Risk

   Yu Chen, Edoardo Patelli, Peng Zeng, Benjamin Edwards, Tianbin Li, and Michael Beer

   In Proceedings of the 30th European Safety and Reliability Conference and 15th Probabilistic Safety Assessment and Management Conference, 2020

   Bib HTML PDF

   @inproceedings{esrel2020chen,
     title = {Decision Making for Optimal Primary-Support Selection to Minimise TunnelSqueezing Risk},
     author = {Chen, Yu and Patelli, Edoardo and Zeng, Peng and Edwards, Benjamin and Li, Tianbin and Beer, Michael},
     year = {2020},
     booktitle = {Proceedings of the 30th European Safety and Reliability Conference and 15th Probabilistic Safety Assessment and Management Conference},
     publisher = {Research Publishing, Singapore},
     address = {Italy},
     editor = {Piero Baraldi, Francesco Di Maio and Zio, Enrico},
     doi = {10.3850/978-981-14-8593-0_4170-cd},
   }

2018

1. 

   Extension of quasi-Newton approximation-based SORM for series system reliability analysis of geotechnical problems

   Peng Zeng, Tianbin Li, Rafael Jimenez, Xianda Feng, and Yu Chen

   Engineering with Computers, 2018

   Bib HTML

   @article{zeng2018extension,
     title = {Extension of quasi-Newton approximation-based SORM for series system reliability analysis of geotechnical problems},
     author = {Zeng, Peng and Li, Tianbin and Jimenez, Rafael and Feng, Xianda and Chen, Yu},
     journal = {Engineering with Computers},
     volume = {34},
     pages = {215--224},
     year = {2018},
     publisher = {Springer},
     doi = {https://doi.org/10.1007/s00366-017-0536-8},
   }