| Recurrent neural networks and proper orthogonal decomposition with interval data for real-time predictions of mechanised tunnelling processes S Freitag, BT Cao, J Ninić, G Meschke Computers & Structures 207, 258-273, 2018 | 104 | 2018 |
| Transfer learning based physics-informed neural networks for solving inverse problems in engineering structures under different loading scenarios C Xu, BT Cao, Y Yuan, G Meschke Computer Methods in Applied Mechanics and Engineering 405, 115852, 2023 | 89 | 2023 |
| A hybrid RNN-GPOD surrogate model for real-time settlement predictions in mechanised tunnelling BT Cao, S Freitag, G Meschke Advanced Modeling and Simulation in Engineering Sciences 3 (1), 5, 2016 | 57 | 2016 |
| Artificial neural network surrogate modelling for real-time predictions and control of building damage during mechanised tunnelling BT Cao, M Obel, S Freitag, P Mark, G Meschke Advances in Engineering Software 149, 102869, 2020 | 55 | 2020 |
| Hybrid surrogate modelling for mechanised tunnelling simulations with uncertain data S Freitag, BT Cao, J Ninić, G Meschke International Journal of Reliability and Safety 9 (2-3), 154-173, 2015 | 30 | 2015 |
| Real-time risk assessment of tunneling-induced building damage considering polymorphic uncertainty BT Cao, M Obel, S Freitag, L Heußner, G Meschke, P Mark ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A …, 2022 | 19 | 2022 |
| Active learning for accurate settlement prediction using numerical simulations in mechanized tunneling A Saadallah, A Egorov, BT Cao, S Freitag, K Morik, G Meschke Procedia CIRP 81, 1052-1058, 2019 | 17 | 2019 |
| A fuzzy surrogate modelling approach for real-time predictions in mechanised tunnelling BT Cao, S Freitag, G Meschke International Journal of Reliability and Safety 12 (1-2), 187-217, 2018 | 13 | 2018 |
| Surrogate modeling for interactive tunnel track design using the cut finite element method HG Bui, BT Cao, S Freitag, K Hackl, G Meschke Engineering with Computers 39 (6), 4025-4043, 2023 | 12 | 2023 |
| Surrogate modeling for mechanized tunneling simulations with uncertain data S Freitag, BT Cao, J Ninic, G Meschke Proceedings of the 6th International Workshop on Reliable Engineering …, 2014 | 12 | 2014 |
| Online geological anomaly detection using machine learning in mechanized tunneling BT Cao, A Saadallah, A Egorov, S Freitag, G Meschke, K Morik Challenges and Innovations in Geomechanics: Proceedings of the 16th …, 2021 | 10 | 2021 |
| A simulation-based software to support the real-time operational parameters selection of tunnel boring machines Y Zendaki, BT Cao, A Alsahly, S Freitag, G Meschke Underground Space 14, 176-196, 2024 | 9 | 2024 |
| Concepts for Reliability Analyses in Mechanised Tunnelling--Part1: Theory S Freitag, MF Beers, KK Phoon, J Stascheit, J Ninic, BT Cao, G Meschke Proceedings of the Third International Conference on Computational Methods …, 2013 | 8 | 2013 |
| Concepts for Reliability Analyses in Mechanised Tunnelling--Part 2: Application S Freitag, MF Beers, KK Phoon, J Stascheit, J Ninic, BT Cao, G Meschke Proceedings of the Third International Conference on Computational Methods …, 2013 | 8 | 2013 |
| Big data and simulation–A new approach for real-time TBM steering G Meschke, BT Cao, S Freitag, A Egorov, A Saadallah, K Morik Tunnels and Underground Cities: Engineering and Innovation meet Archaeology …, 2020 | 5 | 2020 |
| Enhanced monitoring and simulation assisted tunnelling (emsat) BT Cao, K Chmelina, J Stascheit, G Meschke Computational methods in tunnelling and subsurface engineering (EURO: TUN …, 2013 | 5 | 2013 |
| A multi-fidelity deep operator network (DeepONet) for fusing simulation and monitoring data: Application to real-time settlement prediction during tunnel construction C Xu, BT Cao, Y Yuan, G Meschke Engineering Applications of Artificial Intelligence 133, 108156, 2024 | 4 | 2024 |
| Reliability analysis and real-time predictions in mechanized tunneling G Meschke, BT Cao, S Freitag Resilience engineering for urban tunnels, 13-27, 2018 | 2 | 2018 |
| Hybrid rnn-gpod surrogate model for simulation and monitoring supported tbm steering S Freitag, BT Cao, J Ninic, G Meschke Civil-Comp Proceedings, 2015 | 2 | 2015 |
| Real-time simulation for steering the tunnel construction process BT Cao, L Heußner, A Jodehl, M Obel, Y Salloum, S Freitag, M König, ... Interaction Modeling in Mechanized Tunneling, 405-463, 2023 | 1 | 2023 |
Günther MeschkeInstitute for Structural Mechanics, Ruhr University BochumVerified email at rub.de
