Department of Mechanical and Production Engineering

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 Department of Mechanical and Production Engineering About the department Sections Mechanics and Materials Research Groups Computational Physics and Machine Learning Publications

Publications

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Manti, S., Mohammadian, S., Treiber, M. & Lucantonio, A. (2025). SR-Traffic: Discovering Macroscopic Traffic Flow Models with Symbolic Regression. 1-7. https://ml4physicalsciences.github.io/2025/files/NeurIPS_ML4PS_2025_105.pdf
Manti, S., Tsai, P.-H., Lucantonio, A. & Iliescu, T. (2025). Symbolic regression of data-driven reduced order model closures for under-resolved, convection-dominated flows. Journal of Computational Physics, 540, Article 114298. https://doi.org/10.1016/j.jcp.2025.114298
Paggetti, F., Gherardini, M., Lucantonio, A. & Cipriani, C. (2025). Optimizing the Myokinetic Interface: A Finite Element Model to Predict Displacement in Amputated Muscles. In 2025 International Conference on Rehabilitation Robotics, ICORR 2025 (pp. 376-381). IEEE Computer Society Press. https://doi.org/10.1109/ICORR66766.2025.11063137
Shojaeifard, M., Ferraresso, M., Lucantonio, A. & Bacca, M. (2025). Machine learning-based optimal design of fibrillar adhesives. Journal of the Royal Society Interface, 22(223), Article 20240636. https://doi.org/10.1098/rsif.2024.0636
Manti, S. & Lucantonio, A. (2024). Discovering interpretable physical models using symbolic regression and discrete exterior calculus. Machine Learning: Science and Technology, 5(1), Article 015005. https://doi.org/10.1088/2632-2153/ad1af2
Alameen, E. H. O., Lucantonio, A. & DeSimone, A. (2023). Mechanics and transient morphing of soft hygroscopic bilayers. Mechanics Research Communications, 131, Article 104131. https://doi.org/10.1016/j.mechrescom.2023.104131
Alessi, C., Falotico, E. & Lucantonio, A. (2023). Ablation Study of a Dynamic Model for a 3D-Printed Pneumatic Soft Robotic Arm. IEEE Access, 11, 37840-37853. https://doi.org/10.1109/ACCESS.2023.3266282
Norouzikudiani, R., Lucantonio, A. & DeSimone, A. (2023). Equilibrium and transient response of photo-actuated Liquid Crystal Elastomer beams. Mechanics Research Communications, 131, Article 104126. https://doi.org/10.1016/j.mechrescom.2023.104126
Revised 13.11.2025
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Alessandro Lucantonio