Mattia Cenedese

Publications

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Journal articles

  1. M. Cenedese, J. Marconi, G. Haller & S. Jain, Data-assisted non-intrusive model reduction for forced nonlinear finite elements models, Nonlinear Dynamics (2024) doi: 10.1007/s11071-024-10507-z. PDF Code and data

  2. L. Bettini, M. Cenedese & G. Haller, Model Reduction to spectral submanifolds in non-smooth dynamical systems, International Journal of Non-Linear Mechanics 163, 104753 (2024) doi: 10.1016/j.ijnonlinmec.2024.104753. PDF Code and data

  3. Z. Xu, B. Kaszás, M. Cenedese, G. Berti, F. Coletti & G. Haller, Data-driven modelling of the regular and chaotic dynamics of an inverted flag from experiments, Journal of Fluid Mechanics 987, R7 (2024) doi: 10.1017/jfm.2024.411. PDF Code and data

  4. J. Axås, M. Cenedese & G. Haller, Fast data-driven model reduction for nonlinear dynamical systems, Nonlinear Dynamics 111, 7941-7957 (2023) doi: 10.1007/s11071-022-08014-0. PDF Supplementary information Code and data

  5. B. Kaszás, M. Cenedese & G. Haller, Dynamics-based machine learning of transitions in Couette flow, Physical Review Fluids 7, L082402 (2022) doi: 10.1103/PhysRevFluids.7.L082402. PDF Supplemental material Code and data

  6. G. Haller, S. Jain & M. Cenedese, Dynamics-based machine learning for nonlinearizable phenomena, SIAM News, Volume 55, Number 5, June 2022 PDF

  7. M. Cenedese, J. Axås, H. Yang, M. Eriten & G. Haller, Data-driven nonlinear model reduction to spectral submanifolds in mechanical systems, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences 380, 20210194 (2022) doi: 10.1098/rsta.2021.0194. PDF Code and data

  8. M. Cenedese, J. Axås, B. Bäuerlein, K. Avila & G. Haller. Data-driven modeling and prediction of non-linearizable dynamics via spectral submanifolds, Nature Communications 13, 872 (2022) doi: 10.1038/s41467-022-28518-y. PDF Supplementary information Code: SSMLearn
    Selected by the editors as Feature Article in the area of Applied physics and mathematics.
    In the press: ETH Zurich News, World Economic Forum.

  9. M. Jin, G. Kosova, M. Cenedese, W. Chen, D. Jana, A. Singh, M. R. W. Brake, C. W. Schwingshackl, S. Nagarajaiah, K. J. Moore & J. Noël, Measurement and identification of the nonlinear dynamics of a jointed structure using full-field data; Part II - Nonlinear system identification, Mechanical Systems and Signal Processing 166, 108402 (2022) doi: 10.1016/j.ymssp.2021.108402. PDF Data

  10. W. Chen, D. Jana, A. Singh, M. Jin, M. Cenedese, G. Kosova, M. R. W. Brake, C. W. Schwingshackl, S. Nagarajaiah, K. J. Moore & J. Noël, Measurement and identification of the nonlinear dynamics of a jointed structure using full-field data; Part I – Measurement of nonlinear dynamics, Mechanical Systems and Signal Processing 166, 108401 (2022) doi: 10.1016/j.ymssp.2021.108401. PDF

  11. M. Cenedese, E. Belloni & F. Braghin, Interaction of Bragg scattering bandgaps and local resonators in mono-coupled periodic structures, Journal of Applied Physics 129, 124501 (2021) doi: 10.1063/5.0038438. PDF
    Featured on the journal cover page.

  12. M. Cenedese & G. Haller, Stability of forced-damped response in mechanical systems from a Melnikov analysis, Chaos: an Interdisciplinary Journal of Nonlinear Science 30, 083103 (2020) doi: 10.1063/5.0012480. PDF

  13. M. Cenedese & G. Haller, How do conservative backbone curves perturb into forced responses? A Melnikov function analysis, Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences 476, 20190494 (2020) doi: 10.1098/rspa.2019.0494. PDF

  14. E.A. Flores Parra, A. Bergamini, B. Lossouarn, B. Van Damme, M. Cenedese & P. Ermanni, Bandgap control with local and interconnected LC piezoelectric shunts, Applied Physics Letters 111, 111902 (2017) doi: 10.1063/1.4994779. PDF

Submitted manuscripts

  1. J.I. Alora, M. Cenedese, G. Haller & M. Pavone, Discovering dominant dynamics for nonlinear continuum robot control, researchsquare.com (2024). PDF Code and data

Peer-reviewed conference proceedings

  1. J.I. Alora, L.A. Pablon, J. Köhler, M. Cenedese, E. Schmerling, M.E. Zeilinger, G. Haller & M. Pavone, Robust Nonlinear Reduced-Order Model Predictive Control, 62nd IEEE Conference on Decision and Control (CDC) Singapore, Singapore, 4798-4805 (2023) doi: 10.1109/CDC49753.2023.10383243. PDF

  2. J.I. Alora, M. Cenedese, E. Schmerling, G. Haller & M. Pavone, Practical Deployment of Spectral Submanifold Reduction for Optimal Control of High-Dimensional Systems, IFAC-PapersOnLine 56, 2, 4074-4081 (2023) doi: 10.1016/j.ifacol.2023.10.1734. PDF

  3. J.I. Alora, M. Cenedese, E. Schmerling, G. Haller & M. Pavone, Data-driven spectral submanifold reduction for nonlinear optimal control of high-dimensional robots, 2023 IEEE International Conference on Robotics and Automation (ICRA), London, United Kingdom 2627-2633 (2023) doi: 10.1109/ICRA48891.2023.10160418. PDF

Theses

  1. A Geometric Approach to Nonlinear Mechanical Vibrations: from Analytic to Data-driven Methods, Doctoral thesis, ETH Zurich.

  2. Smart Periodic Structures: from Wave Propagation to Electromechanical Design, Master thesis, Politecnico di Milano.

  3. IntegraGreen: integration of additive manufacturing and conventional processes in view of green and sustainable development, Final project, Alta Scuola Politecnica.