Conference contributions
2024
- Bogaerts, L., Faes, M., Moens, D. (2024).
A new approach to combine physics-based and data-driven models using a localised trustworthiness metric. In: Volume Modeling and Analysis of Real World and Industry Applications.
Presented at the 16th World Congress on Computational Mechanics and 4th Pan American Congress on Computational Mechanics, Vancouver, Canada, Jul 21-26, 2024
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- Callens, R., Moens, D., Faes, M. (2024).
Multilevel Quasi-Monte Carlo for interval analysis of non-linear numerical models.
Presented at the ECCOMAS 2024, Lisbon, Portugal, Jun 02-07 2024.
- Faes, M. (2024)
Efficient numerical schemes for interval analysis (Keynote lecture).
Presented at 3rd Sino-German Workshop on Reliability of Complex Systems (SGWRCS 2024), Xi'an, China, April 22-24, 2024
- Valdebenito, M. (2024)
On the application of Control Variates for Calculation of Second-Order Statistics, Failure Probability and Sensitivity Analysis in Stochastic Finite Element Analysis (Keynote lecture)
Presented at 3rd Sino-German Workshop on Reliability of Complex Systems (SGWRCS 2024), Xi'an, China, April 22-24, 2024
- Faes, M., Valdebenito, M., Novak, L. (2024).
Fractional moment estimation from Polynomial Chaos Expansions.
Presented at The 4th International Conference on Vulnerability and Risk Analysis and Management (ICVRAM 2024) and the 8th International Symposium on Uncertainty Modelling and Analysis (ISUMA 2024), Shanghai, China, April 25-27, 2024.
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- Colella, G., Bourinet, J., Valdebenito, M., Faes, M., Lange, V., Duddeck,F. (2024)
Exploration of Transfer Learning, Co-Kriging, and Control Variates for Early-Phase Crashworthiness Analysis
Presented at The 4th International Conference on Vulnerability and Risk Analysis and Management (ICVRAM 2024) and the 8th International Symposium on Uncertainty Modelling and Analysis (ISUMA 2024), Shanghai, China, April 25-27, 2024
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- Misraji, M., Zhang, X., Valdebenito, M., Faes, M. (2024)
First Excursion Probability Estimation of a Bilinear Conservative Oscillator Subject to Stochastic Gaussian Loading
Presented at The 4th International Conference on Vulnerability and Risk Analysis and Management (ICVRAM 2024) and the 8th International Symposium on Uncertainty Modelling and Analysis (ISUMA 2024), Shanghai, China, April 25-27, 2024
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- Misraji, M., Valdebenito, M., Jerez, D., Jensen, H., Beer, M. and Faes, M. (2024)
First Excursion Probability Sensitivity by means of Multidomain Line Sampling
Presented at The 4th International Conference on Vulnerability and Risk Analysis and Management (ICVRAM 2024) and the 8th International Symposium on Uncertainty Modelling and Analysis (ISUMA 2024), Shanghai, China, April 25-27, 2024
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- Feng, C., Valdebenito,M., Chwała, M., Liao, K., Broggi, M., Beer, M. (2024)
Efficient slope reliability analysis under soil spatial variability
Presented at The 4th International Conference on Vulnerability and Risk Analysis and Management (ICVRAM 2024) and the 8th International Symposium on Uncertainty Modelling and Analysis (ISUMA 2024), Shanghai, China, April 25-27, 2024
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- Dang., C. (2024)
Bayesian Active Learning Methods for Structural Reliability Analysis
Presented at ICVRAM-ISUMA, China, April 25-28,2024.
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- Bogaerts, L., Dodt, M.B., Persoons, A., Faes, M., Van Rymenant, P., Moens, D. (2024).
Novel Grey-Box Modelling Techniques for Resistance Spot Welding.
Presented at the Flanders Make Scientific Conference, Kortrijk, Belgium, Mar 26, 2024.
- Verkens, B., Faes, M., Van Rymenant, P. , Moens, D. (2024).
Finite element modelling of resistance spot welding including validation.
Presented at the Flanders Make Conference on Machine, Vehicle and Production Technologies, Kortrijk, Belgium, Mar 26, 2024
- Kilicsoy, A., Liedmann, J., Valdebenito, M., Barthold, F., Faes, M. (2024)
A gradient-enhanced neural network as a surrogate for elastoplastic finite element analysis
Presented at 24th SIAM Conference on Uncertainty Quantification (UQ24), Trieste, Itaky, February 27 - March 1, 2024
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- Manque, N., Liedmann, J., Barthold, F., Valdebenito, M., Faes, M. (2024)
Application of Isogeometric Analysis for Interval Analysis
Presented at 94th Annual Meeting of the International Association of Applied Mathematics and Mechanics (GAMM), Magdeburg, Germany, March 18-22, 2024
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- Zhang, X., Misraji, M., Valdebenito, M., Faes, M. (2024)
Advanced Directional Importance Sampling Method for Dynamic Reliability Analysis of Linear Structural Systems under Stochastic Non-Gaussian Loading
Presented at 94th Annual Meeting of the International Association of Applied Mathematics and Mechanics (GAMM), Magdeburg, Germany, March 18-22, 2024
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- Böddecker, M., Faes, M., Menzel, A., Valdebenito, M. (2024)
Quantification of the effect of uncertainty of material parameters on damage initiation in finite strain elastoplasticity
Presented at 94th Annual Meeting of the International Association of Applied Mathematics and Mechanics (GAMM), Magdeburg, Germany, March 18-22, 2024
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- Callens, R., Moens, D., Faes, M. (2024)
Certified interval model updating using scenario optimization
Presented at AIAA SciTech Forum, Orlando, Florida, January 8-12, 2024.
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2023
- Li, P., Faes,M. , Valdebenito, M., Broggi M. (2023)
Bayesian Updating of Overall Failure Probability Based on Gauss-Legendre Numerical Integration and Information Reuse
Presented at EMI 2023 International Conference, Palermo,Italy, August 27-30, 2023.
- Feng, C., Faes, M., Broggi, M., Beer, M. (2023).
Application of Interval Field Method to the Stability Analysis of Slopes in the Presence of Uncertainties
Presented at Geo-Risk 2023, Arlington, Virginia, July 23-26, 2023.
- Valdebenito, M., Faes, M., Misraji, M., Jerez, D., Beer, M. (2023).
First Excursion Probability Sensitivity Estimation by means of Multidomain Line Sampling
Presented at the 14th International Conference on Applications of Statistics and Probability in Civil Engineering (ICASP14), Dublin, Ireland, July 9-13, 2023
- Feng, C., Broggi, M., Faes, M., Beer, M. (2023).
Geotechnical uncertainty analysis with sparse data using interval field method
Presented at the 14th International Conference on Applications of Statistics and Probability in Civil Engineering (ICASP14), Dublin, Ireland, July 9-13, 2023
- Hong, F., Wei, P., Song, J., Valdebenito, M., Faes, M., Beer, M. (2023).
A Collaborative Bayesian Optimization Method for estimation of Failure probability bounds under mixed uncertainties
Presented at the 14th International Conference on Applications of Statistics and Probability in Civil Engineering (ICASP14), Dublin, Ireland, July 9-13, 2023
- Liu, J., Dang, C., Faes, M., Valdebenito, M., Beer, M. (2023).
Estimation of failure probability function and its bounds under random and interval variables: A fully decoupled approach using Bayesian active learning
Presented at the 14th International Conference on Applications of Statistics and Probability in Civil Engineering (ICASP14), Dublin, Ireland, July 9-13, 2023
- Faes, M., Klein, N., Pauly, M., Valdebenito, M., Misraji, M. (2023).
Approximate Bayesian Computation for Parameter Identification in Computational Mechanics
Presented at the 14th International Conference on Applications of Statistics and Probability in Civil Engineering (ICASP14), Dublin, Ireland, July 9-13, 2023
- Fina, M., Faes, M., Valdebenito, M., Wagner, W., Broggi, M., Beer, M., Freitag S. (2023).
Uncertainty Quantification of Buckling Loads of Thin and Slender Structures Applying Linear and Nonlinear Analysis
Presented at the 14th International Conference on Applications of Statistics and Probability in Civil Engineering (ICASP14), Dublin, Ireland, July 9-13, 2023
- Ni, P., Jerez, D., Fragkoulis, V., Mitseas, I., Faes, M., Valdebenito, M., Beer, M. (2023).
Probability of failure of nonlinear oscillators with fractional derivative elements subject to imprecise Gaussian loads
Presented at Eurodyn2023, the XIIth International Conference on Structural Dynamics, Delft, The Netherlands, 02-05 July 2023.
- Behrendt, M., Dang, C., Faes, M., Valdebenito, M., Beer, M. (2023).
Structural reliability analysis using imprecise evolutionary power spectral density functions.
Presented at Eurodyn2023, the XIIth International Conference on Structural Dynamics, Delft, The Netherlands, 02-05 July 2023.
- Valdebenito. M., Faes, M., Misraji, M., Jerez, D., Beer, M. (2023).
On The Application Of Multidomain Line Sampling For Reliability And Sensitivity Analysis In Stochastic Linear Dynamics
Presented at the 5th International Conference on Uncertainty Quantification in Computational Science and Engineering, Athens, Greece, 12-14 June 2023.
- Misraji, M.,Faes, M.,Valdebenito. M. (2023).
Application Of Directional Importance Sampling For Estimation Of First Excursion Probabilities Of Nonlinear Conservative Sdof Systems Subject To Gaussian Stochastic Loading.
Presented at the 5th International Conference on Uncertainty Quantification in Computational Science and Engineering, Athens, Greece, 12-14 June 2023.
- Manque, N., Valdebenito, M., Faes, M., Beaurepaire, P. (2023).
A Reduced Order Model Approach for Fuzzy Field Analysis.
Presented at the 5th International Conference on Uncertainty Quantification in Computational Science and Engineering, Athens, Greece, 12-14 June 2023.
- Ypsilantis, K., Faes, M., Ivens, J., Moens, D. (2023).
Robust Topology Optimization For Fiber-Reinforced Composites Under Material Uncertainty.
Presented at the 5th International Conference on Uncertainty Quantification in Computational Science and Engineering, Athens, Greece, 12-14 June 2023.
- Ascia, P., Faes, M., Duddeck, F. (2023).
Quantifying The Epistemic Uncertainty Linked To The Development Process Of An Early- Stage Component For Crashworthiness.
Presented at the 5th International Conference on Uncertainty Quantification in Computational Science and Engineering, Athens, Greece, 12-14 June 2023.
- Dodt, M., Persoons, A., Faes, M., Moens, D. (2023).
A Self-Learning Digital Twin For Process Control Of Fast Processes Under Uncertainty.
Presented at the 5th International Conference on Uncertainty Quantification in Computational Science and Engineering, Athens, Greece, 12-14 June 2023.
- Behrendt, M. Faes, M., Valdebenito, M., Beer, M. (2023).
Bounding Limited Data Sets Of Power Spectral Density Functions For Uncertainty Quantification.
Presented at the 5th International Conference on Uncertainty Quantification in Computational Science and Engineering, Athens, Greece, 12-14 June 2023.
- Callens, R., Faes, M., Moens, D. (2023).
Certified Interval Model Updating Using Scenario Optimisation.
Presented at the 5th International Conference on Uncertainty Quantification in Computational Science and Engineering, Athens, Greece, 12-14 June 2023.
2022
- Faes. M., Fina, M., Lauff, C., Valdebenito, M., Wagner, W., Freitag, S. (2022).
Bounding the first excursion probability of stochastic oscillators under randomness and imprecision.
Presented at the International Conference on Noise and Vibration Engineering (ISMA) / International Conference on Uncertainty in Structural Dynamics (USD), Leuven, BELGIUM, 12 Sep 2020-14 Sep 2022.
- Van Bavel, B., Zhao, Y., Vandepitte, D., Moens, D., Faes, M. (2022).
Bridging the composite meso-macro gap: A numerically efficient spatial uncertainty quantification approach.
Presented at the International Conference on Noise and Vibration Engineering (ISMA) / International Conference on Uncertainty in Structural Dynamics (USD), Leuven, BELGIUM, 12 Sep 2020-14 Sep 2022.
- Bonnet-Eymard, D., Faes, M., Moens, D. (2022).
Physics informed neural network as surrogate model to quantify the uncertainty of the elastic response of a material.
Presented at the International Conference on Noise and Vibration Engineering (ISMA) / International Conference on Uncertainty in Structural Dynamics (USD), Leuven, BELGIUM, 12 Sep 2020-14 Sep 2022.
- Dodt, M., Persoons, A., Faes, M., Moens, D. (2022).
Active Learning in Grey-Box Models for near-real-time Online Monitoring of Dynamic Processes.
Presented at the International Conference on Noise and Vibration Engineering (ISMA) / International Conference on Uncertainty in Structural Dynamics (USD), Leuven, BELGIUM, 12 Sep 2020-14 Sep 2022.
- Barzanooni, R., van Mierlo, K. Pabst, M., Faes, M., Moens, D., Duddeck, F. (2022).
Evaluation of uncertain boundary conditions for analysis of structural components with respect to crashworthiness.
Presented at the International Conference on Noise and Vibration Engineering (ISMA) / International Conference on Uncertainty in Structural Dynamics (USD), Leuven, BELGIUM, 12 Sep 2020-14 Sep 2022.
- Callens, R., Moens, D., Faes, M. (2022).
Multilevel Quasi-Monte Carlo for interval analysis in structural dynamics.
Presented at the International Conference on Noise and Vibration Engineering (ISMA) / International Conference on Uncertainty in Structural Dynamics (USD), Leuven, BELGIUM, 12 Sep 2020-14 Sep 2022.
- Fina, M. , Faes, M., Valdebenito, M., Wagner, W., Broggi, M., Beer, M., Freitag, S. (2022).
Estimation of Second-order Statistics of Buckling Loads Applying Linear and Nonlinear
Analysis.
Presented at the 8th International Symposium on Reliability Engineering and Risk Management, Hannover, Germany
- Faes, M., Fina, M., Valdebenito, M., Lauff, C., Wagner, W., Freitag, S., Beer, M. (2022).
Bounding Failure Probabities in Imprecise Stochastic FE Models.
Presented at the 8th International Symposium on Reliability Engineering and Risk Management, Hannover, Germany
- Dang, C., Wei, P., Faes, M., Beer, M. (2022).
Estimation of response expectation function under hybrid uncertainties by parallel Bayesian quadrature optimization.
Presented at the 8th International Symposium on Reliability Engineering and Risk Management, Hannover, Germany
- Sharifi-Nik, K., Ghohani-Arab1, H., Rashki, M., Faes, M. (2022).
The proposed rank-based active learning Kriging for efficient structural reliability analysis using weighted average simulation method.
Presented at the 8th International Symposium on Reliability Engineering and Risk Management, Hannover, Germany
- Faes, M., Valdebenito, M. (2022).
A Fully Decoupled Reliability-Based Design Optimization Approach.
Presented at the 13th International Conference on Structural Safety & Reliability, Shanghai, P.R. China.
- Faes, M., Valdebenito, M., Moens, D., Beer, M. (2022).
On the efficient propagation of imprecise probabilities via operator norm theory.
Presented at the 13th International Conference on Structural Safety & Reliability, Shanghai, P.R. China.
- Behrendt, M., Faes, M., Valdebenito, M., Beer, M. (2022).
Capturing Epistemic Uncertainties in the Power Spectral Density for Limited Data Sets.
Presented at the Probabilistic Safety Assessment and Management PSAM 16, Honolulu, Hawaii, June 26-July 1, 2022.