Journal articles
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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
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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
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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
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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
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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
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G. Haller, S. Jain & M. Cenedese, Dynamics-based machine learning for nonlinearizable phenomena, SIAM News, Volume 55, Number 5, June 2022 PDF
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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
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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. -
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
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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
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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. -
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
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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
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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
- 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
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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
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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
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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
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A Geometric Approach to Nonlinear Mechanical Vibrations: from Analytic to Data-driven Methods, Doctoral thesis, ETH Zurich.
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Smart Periodic Structures: from Wave Propagation to Electromechanical Design, Master thesis, Politecnico di Milano.
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IntegraGreen: integration of additive manufacturing and conventional processes in view of green and sustainable development, Final project, Alta Scuola Politecnica.