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An integrated platform for design and numerical analysis of shield tunnelling processes on different levels of detail (2017)
Journal Article
Nini?, J., Koch, C., & Stascheit, J. (2017). An integrated platform for design and numerical analysis of shield tunnelling processes on different levels of detail. Advances in Engineering Software, 112, 165-179. https://doi.org/10.1016/j.advengsoft.2017.05.012

Building and construction information modelling for decision making during the life cycle of infrastructure projects are vital tools for the analysis of complex, integrated, multi-disciplinary systems. The traditional design process is cumbersome and... Read More about An integrated platform for design and numerical analysis of shield tunnelling processes on different levels of detail.

Recurrent neural networks and proper orthogonal decomposition with interval data for real-time predictions of mechanised tunnelling processes (2017)
Journal Article
Freitag, S., Cao, B. T., Nini?, J., & Meschke, G. (2018). Recurrent neural networks and proper orthogonal decomposition with interval data for real-time predictions of mechanised tunnelling processes. Computers and Structures, 207, 258-273. https://doi.org/10.1016/j.compstruc.2017.03.020

© 2017 Elsevier Ltd A surrogate modelling strategy for predictions of interval settlement fields in real time during machine driven construction of tunnels, accounting for uncertain geotechnical parameters in terms of intervals, is presented in the p... Read More about Recurrent neural networks and proper orthogonal decomposition with interval data for real-time predictions of mechanised tunnelling processes.

Simulation based evaluation of time-variant loadings acting on tunnel linings during mechanized tunnel construction (2017)
Journal Article
Ninic, J., & Meschke, G. (2017). Simulation based evaluation of time-variant loadings acting on tunnel linings during mechanized tunnel construction. Engineering Structures, 135, https://doi.org/10.1016/j.engstruct.2016.12.043

In the design of machine driven tunnels, the loadings acting on the segmental lining are often adopted according to simplified assumptions, which improperly reflect the actual loading on the linings developing during the construction of a bored tunne... Read More about Simulation based evaluation of time-variant loadings acting on tunnel linings during mechanized tunnel construction.