![]() | Ruhr University Bochum Institute for Structural Mechanics Universitätsstraße 150 44801 Bochum Email: download vCard |
Publications | |
| 2026 | |
| [ 1 ] | Nicola Gottardi; Steffen Freitag; Günther Meschke Concept for Monitoring-Based Stress Prediction in Structures by Means of Artificial Neural Networks and Synthetic Noise 2026 [ DOI ] |
| 2024 | |
| [ 2 ] | Gottardi, N.; Freitag, S.; Meschke, G. Real-time estimation of the structural utilization level of segmental tunnel lining Underground Space (new), 2024 [ DOI ] |
| [ 3 ] | Steffen Freitag; Nicola Gottardi; Guenther Meschke Simulation-based Optimal Sensor Placement in Tunnel Structures considering Uncertain in-situ Conditions and Multiple Loading Scenarios E-Journal of nondestructive testing, 2024 [ DOI ] |
| [ 4 ] | Nicola Gottardi; Ba Trung Cao; Guenther Meschke; Steffen Freitag Real-time stress field reconstruction in tunnel structures deploying an AI-FEM-based structural health monitoring framework considering uncertain parameters 2024 [ DOI ] |
| 2023 | |
| [ 5 ] | Gottardi, N.; Freitag, S.; Meschke, G. Safety level assessment of segmental linings in rock Expanding Underground - Knowledge and Passion to Make a Positive Impact on the World- Proceedings of the ITA-AITES World Tunnel Congress, WTC 2023, 2023 [ DOI ] |
| [ 6 ] | Gottardi, N.; Freitag, S.; Meschke, G. Structural Utilization Prediction for the Health Monitoring of Tunnel Linings by Means of an Artificial Neural Network Ensemble Structural Health Monitoring 2023: Designing SHM for Sustainability, Maintainability, and Reliability - Proceedings of the 14th International Workshop on Structural Health Monitoring, 2023 [ DOI ] |
| [ 7 ] | Gottardi, Nicola; Steffen Freitag; Guenther Meschke Structural stress prediction based on deformations using artificial neural networks trained with artificial noise Proceedings in applied mathematics and mechanics, 2023-03-24 [ DOI ] |
| 2022 | |
| [ 8 ] | B. T. Cao; N. Gottardi ; S. Freitag; Guenther Meschke Tunnel Lining Deformation Prediction Using Limited Measurements and Gappy Proper Orthogonal Decomposition 15th World Congress on Computational Mechanics (WCCM 2022), 2022 [ DOI ] |
| [ 9 ] | N. Gottardi; S. Freitag; Guenther Meschke Structural health assessment of segmental lining International Conference on Computational Methods and Information Models in Tunneling (EURO:TUN), 2022 [ DOI ] |
| [ 10 ] | Gottardi, Nicola; Steffen Freitag; Guenther Meschke Structural health assessment of segmental lining International Conference on Computational Methods and Information Models in Tunneling (EURO:TUN), 2022 [ DOI ] |
| [ 11 ] | Cao, Ba Trung; Gottardi, Nicola; Steffen Freitag; Guenther Meschke Tunnel lining deformation prediction using limited measurements and Gappy proper orthogonal decomposition 15th World Congress on Computational Mechanics (WCCM-XV), 8th Asian Pacific Congress on Computational Mechanics (APCOM-VIII), 2022 [ DOI ] |