A new MOX Report entitled “Reconstructing the system coefficients for coupled harmonic oscillators” by Bartsch, J.; Barakat, A.A.; Buchwald, S.; Ciaramella, G.; Volkwein, S.; Weig, E.M. has appeared in the MOX Report Collection. Check it out here: https://www.mate.polimi.it/biblioteca/add/qmox/105-2024.pdf Abstract: Physical models often contain unknown functions and relations. In order to gain more insights into the nature of physical processes, these unknown functions have to be identified or reconstructed. Mathematically, we can formulate this research question within the framework of inverse problems. In this work, we consider optimization techniques to solve the inverse problem using Tikhonov regularization and data from laboratory experiments. We propose an iterative strategy that eliminates the need for laboratory experiments. Our method is applied to identify the coupling and damping coefficients in a system of oscillators, ensuring an efficient and experiment-free approach. We present our results and compare them with those obtained from an alternative, purely experimental approach. By employing our proposed strategy, we demonstrate a significant reduction in the number of laboratory experiments required.
You may also like
A new MOX Report entitled “A scalable well-balanced numerical scheme for the modelling of two-phase shallow granular landslide consolidation” by Gatti, F.; […]
A new MOX Report entitled “Spatio-Temporal Intensity Estimation for Inhomogeneous Poisson Point Processes on Linear Networks: A Roughness Penalty Method” by Panzeri, […]
A new MOX Report entitled “Combining physics-based and data-driven models: advancing the frontiers of research with Scientific Machine Learning” by Quarteroni, A.; […]
A new MOX Report entitled “Numerical Solution of linear drift-diffusion and pure drift equations on one-dimensional graphs” by Crippa, B.; Scotti, A.; […]
