Publications
- 2022
- Published
Towards the NASA UQ Challenge 2019: Systematically forward and inverse approaches for uncertainty propagation and quantification
Bi, S., He, K., Zhao, Y., Moens, D., Beer, M. & Zhang, J., 15 Feb 2022, In: Mechanical Systems and Signal Processing. 165, 108387.Research output: Contribution to journal › Article › Research › peer review
- Published
Identification of human errors and influencing factors: A machine learning approach
Morais, C., Yung, K. L., Johnson, K., Moura, R., Beer, M. & Patelli, E., Feb 2022, In: Safety Science. 146, 105528.Research output: Contribution to journal › Article › Research › peer review
- Published
Robust data-driven human reliability analysis using credal networks
Morais, C., Estrada-Lugo, H. D., Tolo, S., Jacques, T., Moura, R., Beer, M. & Patelli, E., Feb 2022, In: Reliability engineering & system safety. 218, Part A, 107990.Research output: Contribution to journal › Article › Research › peer review
- Published
Transfer prior knowledge from surrogate modelling: A meta-learning approach
Cheng, M., Dang, C., Frangopol, D. M., Beer, M. & Yuan, X., Feb 2022, In: Computers and Structures. 260, 106719.Research output: Contribution to journal › Article › Research › peer review
- Published
Data-driven and active learning of variance-based sensitivity indices with Bayesian probabilistic integration
Song, J., Wei, P., Valdebenito, M. A., Faes, M. & Beer, M., 15 Jan 2022, In: Mechanical Systems and Signal Processing. 163, 108106.Research output: Contribution to journal › Article › Research › peer review
- Published
Nonparametric Bayesian stochastic model updating with hybrid uncertainties
Kitahara, M., Bi, S., Broggi, M. & Beer, M., 15 Jan 2022, In: Mechanical Systems and Signal Processing. 163, 108195.Research output: Contribution to journal › Article › Research › peer review
- Published
Bayesian inversion for imprecise probabilistic models using a novel entropy-based uncertainty quantification metric
Yang, L., Bi, S., Faes, M. G. R., Broggi, M. & Beer, M., 1 Jan 2022, In: Mechanical Systems and Signal Processing. 162, 107954.Research output: Contribution to journal › Article › Research › peer review
- Published
Polyphase uncertainty analysis through virtual modelling technique
Wang, Q., Feng, Y., Wu, D., Yang, C., Yu, Y., Li, G., Beer, M. & Gao, W., 1 Jan 2022, In: Mechanical Systems and Signal Processing. 162, 108013.Research output: Contribution to journal › Article › Research › peer review
- Published
Structural synthesis considering mixed discrete–continuous design variables: A Bayesian framework
Jensen, H. A., Jerez, D. J. & Beer, M., 1 Jan 2022, In: Mechanical Systems and Signal Processing. 162, 108042.Research output: Contribution to journal › Article › Research › peer review
- Published
Wind data extrapolation and stochastic field statistics estimation via compressive sampling and low rank matrix recovery methods
Pasparakis, G. D., dos Santos, K. R. M., Kougioumtzoglou, I. A. & Beer, M., 1 Jan 2022, In: Mechanical Systems and Signal Processing. 162, 107975.Research output: Contribution to journal › Article › Research › peer review
- Published
Asymptotic Bayesian Optimization: A Markov sampling-based framework for design optimization
Jerez, D. J., Jensen, H. A., Beer, M. & Chen, J., Jan 2022, In: Probabilistic Engineering Mechanics. 67, 103178.Research output: Contribution to journal › Article › Research › peer review
- Published
Bounding Failure Probabilities in Imprecise Stochastic FE models
Faes, M. G. R., Fina, M., Valdebenito, M. A., Lauff, C., Wagner, W., Freitag, S. & Beer, M., 2022, Proceedings of the 8th International Symposium on Reliability Engineering and Risk Management, ISRERM 2022. Beer, M., Zio, E., Phoon, K-K. & Ayyub, B. M. (eds.). p. 498-501 4 p. (Proceedings of the 8th International Symposium on Reliability Engineering and Risk Management, ISRERM 2022).Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
- Published
Capturing Epistemic Uncertainties in the Power Spectral Density for Limited Data Sets
Behrendt, M., Faes, M. G. R., Valdebenito, M. A. & Beer, M., 2022, 16th International Probabilistic Safety Assessment and Management Conference 2022 (PSAM 16). 9 p.Research output: Chapter in book/report/conference proceeding › Conference contribution › Research
- Published
Classification of power spectra from data sets with high spectral variance for reliability analysis of dynamic structures
Behrendt, M., Kitahara, M., Kitahara, T., Comerford, L. & Beer, M., 2022, Proceedings of the 8th International Symposium on Reliability Engineering and Risk Management, ISRERM 2022. Beer, M., Zio, E., Phoon, K-K. & Ayyub, B. M. (eds.). p. 323-328 6 p.Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
- Published
Epistemic uncertainty quantification of localised seismic power spectral densities
Bittner, M., Behrendt, M., Behrensdorf, J. & Beer, M., 2022, 16th International Probabilistic Safety Assessment and Management Conference 2022 (PSAM 16).Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
- E-pub ahead of print
Estimation of response expectation function under hybrid uncertainties by parallel Bayesian quadrature optimization
Dang, C., Wei, P., Faes, M. & Beer, M., 2022, (E-pub ahead of print) Proceedings of the 8th International Symposium on Reliability Engineering and Risk Management, ISRERM 2022. Beer, M., Zio, E., Phoon, K-K. & Ayyub, B. M. (eds.). p. 160-165 6 p. (Proceedings of the 8th International Symposium on Reliability Engineering and Risk Management, ISRERM 2022).Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
- Published
Frequency comparison of the pulse-like and non-pulse ground motions
Chen, G., Liu, Y. & Beer, M., 2022, Proceedings of the 8th International Symposium on Reliability Engineering and Risk Management, ISRERM 2022. Beer, M., Zio, E., Phoon, K-K. & Ayyub, B. M. (eds.). p. 277-281 5 p. (Proceedings of the 8th International Symposium on Reliability Engineering and Risk Management, ISRERM 2022).Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
- Published
Model Parameter Updating of the Seismic-Isolated Bridge Pier Using Modified TMCMC
Kitahara, T., Kitahara, M. & Beer, M., 2022, Proceedings of the 8th International Symposium on Reliability Engineering and Risk Management, ISRERM 2022. Beer, M., Zio, E., Phoon, K-K. & Ayyub, B. M. (eds.). p. 309-312 4 p.Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review
- Published
Multidimensional resilience decision-making for complex and substructured systems
Salomon, J., Behrensdorf, J., Winnewisser, N., Broggi, M. & Beer, M., 2022, In: Resilient Cities and Structures. 1, 3, p. 61-78 18 p.Research output: Contribution to journal › Article › Research › peer review
- Published
Physic-informed probabilistic analysis with Bayesian machine learning in augmented space
Hong, F., Wei, P., Song, J., Faes, M. G. R., Valdebenito, M. A. & Beer, M., 2022, Proceedings of the International Symposium on Reliability Engineering and Risk Management, ISRERM 2022. Beer, M., Zio, E., Phoon, K-K. & Ayyub, B. M. (eds.). p. 152-159 8 p. (Proceedings of the 8th International Symposium on Reliability Engineering and Risk Management, ISRERM 2022).Research output: Chapter in book/report/conference proceeding › Conference contribution › Research › peer review