Publications
- 2022
- Published
Joint Statistics of Natural Frequencies Corresponding to Structural Systems with Singular Random Parameter Matrices
Fragkoulis, V. C., Kougioumtzoglou, I. A., Pantelous, A. A. & Beer, M., Mar 2022, In: Journal of engineering mechanics. 148, 3Research output: Contribution to journal › Article › Research › peer review
- Published
Operator Norm-Based Statistical Linearization to Bound the First Excursion Probability of Nonlinear Structures Subjected to Imprecise Stochastic Loading
Ni, P., Jerez, D. J., Fragkoulis, V. C., Faes, M. G. R., Valdebenito, M. A. & Beer, M., Mar 2022, In: ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering. 8, 1, 04021086.Research output: Contribution to journal › Article › Research › peer review
- Published
Relaxed power spectrum estimation from multiple data records utilising subjective probabilities
Behrendt, M., Bittner, M., Comerford, L., Beer, M. & Chen, J., 15 Feb 2022, In: Mechanical Systems and Signal Processing. 165, 108346.Research output: Contribution to journal › Article › Research › peer review
- 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
Distribution-Free Stochastic Simulation Methodology for Model Updating Under Hybrid Uncertainties
Kitahara, M., 2022, Hannover. 229 p.Research output: Thesis › Doctoral thesis
- Published
Ein Modell zur mikroskopischen Simulation interaktionsbasierter Verkehrsdynamik
Timmermann, C. P., 2022, Hannover.Research output: Thesis › Doctoral thesis
- 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