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Steffen Marx

Dresden University of Technology - Institute of Concrete Structures

SCHOLARLY PAPERS

3

DOWNLOADS

321

TOTAL CITATIONS

2

Scholarly Papers (3)

1.

Physics-Informed Machine Learning in Bridge Engineering: A State of the Art

Number of pages: 43 Posted: 30 Jan 2026
affiliation not provided to SSRN, Dresden University of Technology - Institute of Concrete Structures, Changsha University of Science and Technology, Hong Kong Polytechnic University and affiliation not provided to SSRN
Downloads 165 (505,974)

Abstract:

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Bridge management, Data-driven, Physics-informed machine learning, Structural health monitoring

2.

Generative AI based Augmentation for Offshore Jacket Design: An Integrated Approach for Mixed Tabular Data Generation under Data Scarcity and Imbalance

Number of pages: 30 Posted: 23 Jan 2024 Last Revised: 12 Jul 2025
Free University of Berlin (FUB) - Department of Mathematics and Computer Science, affiliation not provided to SSRN, Dresden University of Technology - Institute of Concrete Structures and Bundeswehr University Munich
Downloads 110 (645,052)
Citation 2

Abstract:

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Artificial Intelligence, Generative AI, Machine Learning, Multi-objective optimization, Mixed Tabular Data, Data Scarcity, Data Imbalance, Offshore Wind Turbines, Industrial Design, Offshore Jacket Substructure

3.

Interrelated Dataset of Rebound Numbers, Ultrasonic Pulse Velocities and Compressive Strengths of Drilled Concrete Cores from an Existing Structure and New Fabricated Concrete Cubes

Number of pages: 15 Posted: 23 Mar 2023
Dresden University of Technology - Institute of Concrete Structures, Dresden University of Technology - Institute of Concrete Structures, Dresden University of Technology - Institute of Concrete Structures, Dresden University of Technology - Institute of Construction Materials, HTW Berlin, HTW Berlin, Helmholtz Association of German Research Centres - BAM Federal Institute for Materials Research and Testing, Helmholtz Association of German Research Centres - BAM Federal Institute for Materials Research and Testing, Helmholtz Association of German Research Centres - BAM Federal Institute for Materials Research and Testing, Technische Universität Kaiserslautern - Construction Material Technology, Bauhaus-Universität Weimar - Materialforschungs- und -prüfanstalt and Bauhaus-Universität Weimar - Materialforschungs- und -prüfanstalt
Downloads 46 (1,109,210)

Abstract:

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Nondestructive evaluation, existing structures, rebound hammer, ultrasonic pulse velocity, compressive concrete strength, interlaboratory test, civil engineering