Dipl.-Ing. Lennart Linden

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Visiting address:

Zeunerbau, Room 350 George-Bähr-Straße 3c

01069 Dresden

Research

7 Entries

A dual-stage constitutive modeling framework based on finite strain data-driven identification and physics-augmented neural networksLinden, L., Kalina, K. A., Brummund, J., Riemer, B. & Kästner, M., 1 Dec 2025, In: Computer Methods in Applied Mechanics and Engineering. 447, 118289Electronic (full-text) versionResearch output: Contribution to journal > Research article

Neural network-based multiscale modeling of finite strain magneto-elasticity with relaxed convexity criteriaKalina, K. A., Gebhart, P., Brummund, J., Linden, L., Sun, W. & Kästner, M., Mar 2024, In: Computer Methods in Applied Mechanics and Engineering. 421, 116739Electronic (full-text) versionResearch output: Contribution to journal > Research article

Neural networks meet hyperelasticity: A guide to enforcing physicsLinden, L., Klein, D., Kalina, K. A., Brummund, J., Weeger, O. & Kästner, M., Oct 2023, In: Journal of the Mechanics and Physics of Solids. 179, 105363Electronic (full-text) versionResearch output: Contribution to journal > Research article
FEANN: an efficient data-driven multiscale approach based on physics-constrained neural networks and automated data miningKalina, K. A., Linden, L., Brummund, J. & Kästner, M., 8 Feb 2023, In: Computational Mechanics : solids, fluids, engineered materials, aging infrastructure, molecular dynamics, heat transfer, manufacturing processes, optimization, fracture & integrity. 71, 5, p. 827-851, 25 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article

FEANN - An efficient data-driven multiscale approach based on physics-constrained neural networks and automated data miningKalina, K. A., Linden, L., Brummund, J. & Kästner, M., 3 Jul 2022, 22 p.Electronic (full-text) versionResearch output: Preprint/documentation/report > Preprint
Automated constitutive modeling of isotropic hyperelasticity based on artificial neural networksKalina, K. A., Linden, L., Brummund, J., Metsch, P. & Kästner, M., Jan 2022, In: Computational Mechanics : solids, fluids, engineered materials, aging infrastructure, molecular dynamics, heat transfer, manufacturing processes, optimization, fracture & integrity. 69, p. 213-232, 20 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article

Thermodynamically consistent constitutive modeling of isotropic hyperelasticity based on artificial neural networksLinden, L., Kalina, K. A., Brummund, J., Metsch, P. & Kästner, M., 2021, In: Proceedings in Applied Mathematics and Mechanics: PAMM. 21, 1, p. e202100144, 3 p.Electronic (full-text) versionResearch output: Contribution to journal > Conference article

25 Entries

Robust Calibration of Constitutive Models Based on Full-Field Data Linden, L. (Speaker), Kalina, K. A. (Involved person), Brummund, J. (Involved person), Riemer, B. (Speaker), Kästner, M. (Involved person) 1 Sep 2026 → 4 Sep 2026 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Contributed
Robust Calibration of Constitutive Models from Full-Field Data Using Data-Driven Identification and Neural Networks Linden, L. (Speaker), Kalina, K. A. (Involved person), Brummund, J. (Involved person), Riemer, B. (Speaker), Kästner, M. (Involved person) 19 Jul 2026 → 24 Jul 2026 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Contributed
Viscoelasticity with Physics-Augmented Neural Networks: Model Formulation and Training Strategies Kalina, K. A. (Speaker), Riemer, B. (Involved person), Brummund, J. (Involved person), Linden, L. (Involved person), Klein, D. (Involved person), Weeger, O. (Involved person), Kästner, M. (Involved person) 19 Jul 2026 → 24 Jul 2026 Activity: Talk or presentation at external institutions/events > Keynote > Invited

A Dual-Stage Constitutive Modeling Framework based on Finite Strain Data-Driven Identification and Physics-Augmented Neural Networks Linden, L. (Speaker), Kalina, K. A. (Involved person), Brummund, J. (Involved person), Riemer, B. (Speaker), Kästner, M. (Involved person) 21 Sep 2025 → 24 Sep 2025 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Contributed
Physics-augmented neural networks meet data-driven identification: A two-step constitutive modeling framework Linden, L. (Speaker), Kalina, K. A. (Involved person), Brummund, J. (Involved person), Riemer, B. (Speaker), Kästner, M. (Involved person) 2 Sep 2025 → 5 Sep 2025 Activity: Talk or presentation at external institutions/events > Talk/Presentation > Contributed

L. Linden, Implementierung eines datengetriebenen Algorithmus zur Simulation von Fachwerken mit nicht linear elastischem Materialverhalten, Bachelor Thesis Mathematics, 2022
L. Linden, Datengetriebene Modellierung anisotroper Elastizität bei finiten Deformationen mittels künstlicher neuronaler Netze, Diploma Thesis Mechanical Engineering, 2020