Steffen Freitag

1.1k total citations
64 papers, 824 citations indexed

About

Steffen Freitag is a scholar working on Civil and Structural Engineering, Statistics, Probability and Uncertainty and Safety, Risk, Reliability and Quality. According to data from OpenAlex, Steffen Freitag has authored 64 papers receiving a total of 824 indexed citations (citations by other indexed papers that have themselves been cited), including 56 papers in Civil and Structural Engineering, 21 papers in Statistics, Probability and Uncertainty and 17 papers in Safety, Risk, Reliability and Quality. Recurrent topics in Steffen Freitag's work include Structural Health Monitoring Techniques (23 papers), Probabilistic and Robust Engineering Design (21 papers) and Geotechnical Engineering and Analysis (17 papers). Steffen Freitag is often cited by papers focused on Structural Health Monitoring Techniques (23 papers), Probabilistic and Robust Engineering Design (21 papers) and Geotechnical Engineering and Analysis (17 papers). Steffen Freitag collaborates with scholars based in Germany, United Kingdom and Chile. Steffen Freitag's co-authors include Günther Meschke, Ba Trung Cao, Wolfgang Graf, Michael Kaliske, Jelena Ninić, Markus Oeser, Peter Mark, Werner Wagner, Michael Beer and Simon Peters and has published in prestigious journals such as SHILAP Revista de lepidopterología, International Journal for Numerical Methods in Engineering and Engineering Structures.

In The Last Decade

Steffen Freitag

58 papers receiving 787 citations

Peers — A (Enhanced Table)

Peers by citation overlap · career bar shows stage (early→late) cites · hero ref

Name h Career Trend Papers Cites
Steffen Freitag Germany 17 558 220 160 153 108 64 824
Tong Zhou China 20 440 0.8× 104 0.5× 111 0.7× 531 3.5× 129 1.2× 76 1.2k
Dimitris G. Giovanis United States 15 345 0.6× 73 0.3× 178 1.1× 435 2.8× 85 0.8× 34 819
Ruoxue Zhang United States 8 285 0.5× 98 0.4× 151 0.9× 392 2.6× 86 0.8× 12 707
Yunlong Li China 21 634 1.1× 69 0.3× 191 1.2× 714 4.7× 142 1.3× 72 1.2k
Shufang Song China 16 361 0.6× 128 0.6× 234 1.5× 754 4.9× 56 0.5× 42 945
G. Sandberg Sweden 8 428 0.8× 63 0.3× 121 0.8× 264 1.7× 184 1.7× 14 763
Rodrigo Astroza Chile 23 1.5k 2.6× 34 0.2× 125 0.8× 310 2.0× 226 2.1× 77 1.7k
Henri P. Gavin United States 24 1.8k 3.3× 33 0.1× 178 1.1× 229 1.5× 359 3.3× 85 2.2k
Sawekchai Tangaramvong Australia 17 625 1.1× 41 0.2× 163 1.0× 346 2.3× 64 0.6× 77 887

Countries citing papers authored by Steffen Freitag

Since Specialization
Citations

This map shows the geographic impact of Steffen Freitag's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Steffen Freitag with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Steffen Freitag more than expected).

Fields of papers citing papers by Steffen Freitag

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Steffen Freitag. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Steffen Freitag. The network helps show where Steffen Freitag may publish in the future.

Co-authorship network of co-authors of Steffen Freitag

This figure shows the co-authorship network connecting the top 25 collaborators of Steffen Freitag. A scholar is included among the top collaborators of Steffen Freitag based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Steffen Freitag. Steffen Freitag is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

20 of 20 papers shown
1.
Wagner, Werner, et al.. (2025). Multiscale modeling of viscoelastic shell structures with artificial neural networks. Computational Mechanics. 76(3). 541–565. 2 indexed citations
3.
Wagner, Werner, et al.. (2025). Artificial neural networks for random fields to predict the buckling load of geometrically imperfect structures. Computational Mechanics. 76(1). 181–204. 1 indexed citations
4.
Wagner, Werner, et al.. (2025). A consistently linearized spectral stochastic finite element formulation for geometric nonlinear composite shells. Computational Mechanics. 75(5). 1655–1683.
5.
Freitag, Steffen, et al.. (2025). Structural topology optimization with simultaneous stress and displacement constraints considering multiple load cases. Structural and Multidisciplinary Optimization. 68(2). 1 indexed citations
6.
Freitag, Steffen, et al.. (2024). Artificial Intelligence-Based Approach for Damage Localization in Ultrasonic Guided Wave-Based Structural Health Monitoring. SHILAP Revista de lepidopterología. 2(2). 1 indexed citations
7.
Freitag, Steffen, et al.. (2024). Real-time estimation of the structural utilization level of segmental tunnel lining. Underground Space. 17. 132–145. 4 indexed citations
8.
10.
Wagner, Werner, et al.. (2023). Physically enhanced training for modeling rate-independent plasticity with feedforward neural networks. Computational Mechanics. 72(4). 827–857. 27 indexed citations
12.
Faes, Matthias G.R., et al.. (2022). Bounding Failure Probabilities in Imprecise Stochastic FE models. 498–501. 2 indexed citations
13.
Freitag, Steffen, et al.. (2020). Multilevel surrogate modeling approach for optimization problems with polymorphic uncertain parameters. International Journal of Approximate Reasoning. 119. 81–91. 23 indexed citations
14.
Freitag, Steffen, et al.. (2019). Optimization with constraints considering polymorphic uncertainties. GAMM-Mitteilungen. 42(1). 8 indexed citations
15.
Meschke, Günther, Ba Trung Cao, & Steffen Freitag. (2018). Reliability Analysis and Real-Time Predictions in Mechanized Tunneling. 3. 13–27. 2 indexed citations
16.
Freitag, Steffen, Wolfgang Graf, & Michael Kaliske. (2013). A material description based on recurrent neural networks for fuzzy data and its application within the finite element method. Computers & Structures. 124. 29–37. 28 indexed citations
17.
Freitag, Steffen, et al.. (2011). Neural network based material description of uncured rubber for use in finite element simulation. QRU Quaderns de Recerca en Urbanisme. 676–687. 1 indexed citations
18.
Freitag, Steffen, Michael Beer, Wolfgang Graf, & Michael Kaliske. (2009). Lifetime prediction using accelerated test data and neural networks. Computers & Structures. 87(19-20). 1187–1194. 28 indexed citations
19.
Freitag, Steffen, et al.. (2002). ELECTROCHEMICAL TREATMENTS FOR REINFORCEMENT CORROSION IN CONCRETE ROAD BRIDGES IN NEW ZEALAND.
20.
Freitag, Steffen, et al.. (1998). Durability of concrete road bridges in New Zealand. 42(129). 1 indexed citations

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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