Steffen Freitag

Recurrent neural networks and proper orthogonal decomposition with interval data for real-time predictions of mechanised tunnelling processes

Steffen Freitag, Ba Trung Cao, Jelena Ninić et al. · Computers & Structures · 2017 · 104 citations · Full text

Interval Data, Engineering, Machine Learning +9

A hybrid finite element and surrogate modelling approach for simulation and monitoring supported TBM steering

Jelena Ninić, Steffen Freitag, Günther Meschke · Tunnelling and Underground Space Technology · 2016 · 75 citations · Full text

Surrogate Modelling Approach, Engineering, Aerospace Engineering +8

Recurrent Neural Networks for Uncertain Time-Dependent Structural Behavior

Wolfgang Graf, Steffen Freitag, Michael Kaliske et al. · Computer-Aided Civil and Infrastructure Engineering · 2010 · 67 citations

Artificial neural network surrogate modelling for real-time predictions and control of building damage during mechanised tunnelling

Ba Trung Cao, Markus Obel, Steffen Freitag et al. · Advances in Engineering Software · 2020 · 67 citations

Real-time Predictions, Mechanised Tunnelling, Underground Infrastructure +10

A hybrid RNN-GPOD surrogate model for real-time settlement predictions in mechanised tunnelling

Ba Trung Cao, Steffen Freitag, Günther Meschke · Advanced Modeling and Simulation in Engineering Sciences · 2016 · 54 citations · Full text