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Journal publications and computer science conferences
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Reconstructing unsteady flows from sparse, noisy measurements with a physics-constrained convolutional neural network
Mo, Y. & Magri, L. under review Download: preprint Optimal training of finitely-sampled quantum reservoir computers for forecasting of chaotic dynamics Ahmed, O, Tennie, F. & Magri, L. under review Download: preprint Quantum computing for nonlinear differential equations and turbulence Tennie, F., Laizet, S., Lloyd, S. & Magri, L. Nature Reviews Physics, under review Download: preprint A real-time digital twin of azimuthal thermoacoustic instabilities Nóvoa, A., Noiray, N., Dawson, J. & Magri, L. Journal of Fluid Mechanics, under review Download: preprint Prediction of chaotic dynamics and extreme events: A recurrence-free quantum reservoir computing approach Ahmed, O, Tennie, F. & Magri, L. IOP Fluid Dynamics Research, under review Download: preprint Data-driven computation of adjoint sensitivities without adjoint solvers: An application to thermoacoustics Ozan, D. & Magri, L. Physical Review Fluids, under review Download: preprint Computing distances and means on manifolds with a metric-constrained Eikonal approach Kelshaw, D. & Magri, L. under review Download: preprint Solving nonlinear differential equations on Quantum Computers: A Fokker-Planck approach Tennie, F. & Magri, L. under review Download: preprint Physics-constrained convolutional neural networks for inverse problems in spatiotemporal partial differential equations Kelshaw, D. & Magri, L. under review Download: preprint Extracting self-similarity from data Bempedelis, N., Magri, L. & Steiros, K. under review Download: preprint Machine Learning and Physics-Driven Modelling and Simulation of Multiphase Systems Basha, N. & et al. International Journal of Multiphase Flow, 179, 104936. Download: published Decoder decomposition for the analysis of the latent space of nonlinear autoencoders with wind-tunnel experimental data Mo, Y. & Magri, L. Data-Centric Engineering, accepted for publication Download: preprint Adjoint Sensitivities of Chaotic Flows without Adjoint Solvers: A Data-Driven Approach Ozan, D. & Magri, L., accepted for publication in ICCS Lecture Notes in Computer Science (2024), to appear. Download: preprint Data-driven optimisation of wind farm layout and wake steering with large-eddy simulations Bempedelis, N, Gory, F., Wynn, A., Laizet, S. & Magri, L. Wind Energy Science, 9, 869–882, 2024. Download: open access Inferring unknown unknowns: Regularized bias-aware ensemble Kalman filter Nóvoa, A, Racca, A. & Magri, L. Computer Methods in Applied Mechanics and Engineering (2023), Vol. 418, Part A, 116502. Download: open access Predicting turbulent dynamics with the convolutional autoencoder echo state network Racca, A., Doan, N. A. K & Magri, L. Journal of Fluid Mechanics (2023), vol. 975, A2. Download: open access Data-driven modelling for drop size distributions Traverso, T., Abadie, T., Matar, O.K. & Magri, L. Physical Review Fluids (2023), 8, 104302. Download: open access Hard-constrained neural networks for modelling nonlinear acoustics Ozan, D. E. & Magri, L. Physical Review Fluids (2023), 8, 103201. Download: open access Control-aware echo state networks (Ca-ESN) for the suppression of extreme events Racca, A & Magri, L. NeurIPS for Machine Learning and the Physical Sciences (2023). Download: preprint Short and straight: Geodesics on differentiable manifolds Kelshaw, D. & Magri, L. NeurIPS for Machine Learning and the Physical Sciences (2023). Download: preprint Reconstruction, forecasting, and stability of chaotic dynamics from partial data Özalp, E., Margazoglou, G. & Magri, L. Chaos (2023), 33, 093107. Download: open access Linear flow analysis inspired by mathematical methods from quantum mechanics Magri, L., Schmid, P. J. & Moeck, J. P. Annual Review of Fluid Mechanics (2023), 55 (1), pp. 541--574. Download: open access Indirect noise from weakly reacting inhomogeneities Jain, A. & Magri, L. Journal of Fluid Mechanics (2023), vol. 965, A9. Download: open access Compositional noise in nozzles with dissipation Jain, A. & Magri, L. Journal of Fluid Mechanics (2023), vol 963, A11. Download: open access A physics-based domain adaptation framework for modeling and forecasting building energy systems Xuereb Conti Z., Choudhary, R. & Magri, L. Data-Centric Engineering (2023), vol. 4, e10. Download: open access Stability analysis of chaotic systems from data Margazoglou, G. & Magri, L. Nonlinear dynamics (2023), 111, pp. 8799–8819. Download: open access Convolutional autoencoder for the spatiotemporal latent representation of turbulence Doan, N.A.K., Racca, A. & Magri, L. ICCS Lecture Notes in Computer Science (2023), vol 10476, pp 328–335. Download: published Bayesian optimization of the layout of wind farms with a high-fidelity surrogate model Bempedelis, N. & Magri, L. ICCS Lecture Notes in Computer Science (2023), vol 10476, pp. 344–352. Download: published Data-driven stability analysis of a chaotic time-delayed system Margazoglou, G. & Magri, L. ICCS Lecture Notes in Computer Science (2023), vol 10476, pp 406–413. Download: published Physics-Informed Long Short-Term Memory for Forecasting and Reconstruction of Chaos Özalp, E., Margazoglou, G. & Magri, L. ICCS Lecture Notes in Computer Science (2023), vol 10476, pp 382–389. Download: published Physics-Informed Convolutional Neural Networks for Corruption Removal on Dynamical Systems Kelshaw, D. & Magri, L. NeurIPS for Machine Learning and the Physical Sciences (2022). Download: preprint Physics-Informed CNNs for Super-Resolution of Sparse Observations on Dynamical Systems Kelshaw, D., Rigas, G. & Magri, L. NeurIPS for Machine Learning and the Physical Sciences (2022). Download: preprint Data-driven prediction and control of extreme events in a chaotic flow Racca, A. & Magri, L. Physical Review Fluids (2022), 7, 104402. Download: preprint, published Real-time thermoacoustic data assimilation Nóvoa, A. & Magri, L. Journal of Fluid Mechanics (2022), 948, A35. Download: preprint, published Sound Generation in Multicomponent Nozzle Flows With Dissipation Jain, A. & Magri, L. Journal of Engineering for Gas Turbines and Power (2022), 145(5): 051003. Download: published Statistical prediction of extreme events from small datasets Racca, A. & Magri, L. Lecture Notes in Computer Science, LNCS (2022), vol. 13352, pp 707–713. Download: preprint, published A physical model for indirect noise in non-isentropic nozzles: Transfer functions and stability Jain, A. & Magri, L. Journal of Fluid Mechanics (2022), vol. 935, A33. Download: open access Gradient-free optimization of chaotic acoustics with reservoir computing Huhn, F. & Magri, L. Physical Review Fluids (2022), 7, 014402. Download: preprint, published A hybrid adjoint network model for thermoacoustic optimization Schaefer, F., Magri, L. & Polifke, W. Journal of Engineering for Gas Turbines and Power (2022), 144(3): 031017. Download: preprint, published Short- and long-term prediction of chaotic flows and extreme events: A physics-constrained reservoir computing approach Doan, N. A. K., Polifke, W. & Magri, L. Proceedings of the Royal Society A (2021), 477:20210135. Download: published (open access) Robust Optimization and Validation of Echo State Networks for learning chaotic dynamics Racca, A & Magri, L. Neural networks (2021), vol.142, pp. 252-268. Download: preprint, published Auto-Encoded Reservoir Computing for Turbulence Learning Doan, N. A. K., Polifke, W. & Magri, L. Lecture notes in computer science (2021), vol.12746, pp. 344-351. Download: preprint, published Automatic-differentiated physics-informed echo state network Racca, A. & Magri, L. Lecture notes in computer science (2021), vol.12746, pp. 323-329. Download: preprint, published Using adjoint-based optimization to enhance ignition in non-premixed jets Qadri, U. A., Magri, L., Ihme, M. & Schmid, P. J. Proceedings of the Royal Society A (2021), 477.2245: 20200472. Download: preprint, published Compositional and entropic noise generated in subsonic non-isentropic nozzles De Domenico, F., Rolland, E., Rodrigues, J., Magri, L., & Hochgreb, S. Journal of Fluid Mechanics (2021), vol. 910, A5. Download: published (open access) A data-driven kinematic model of a ducted premixed flame Yu, H., Juniper, M. P. & Magri, L. Proceedings of the Combustion Institute (2021), 38(4), pp. 6231-6239. Download: preprint, published Physics-informed echo state networks Doan, N. A. K., Polifke, W. & Magri, L. Journal of Computational Science (2020), vol. 47, 101237. Download: preprint, published Degenerate perturbation theory in thermoacoustics: high-order sensitivities and exceptional points Orchini, A., Magri, L., Silva, C. F., Mensah, G. & Moeck, J. P. Journal of Fluid Mechanics (2020), vol. 903, A37. Download: preprint, published Learning ergodic averages in chaotic systems Huhn, F. & Magri, L. Lecture Notes in Computer Science, LNCS, (2020), vol. 12142, pp. 124-132. Download: preprint, published Learning hidden variables in a chaotic system: A physics-informed echo state network approach Doan, N. A. K., Polifke, W. & Magri, L. Lecture Notes in Computer Science, LNCS, (2020), vol. 12142, pp. 117-123. Download: preprint, published Optimisation of chaotically perturbed acoustic limit cycles Huhn, F. & Magri, L. Nonlinear dynamics (2020), vol. 100, pp. 1641-1657. Download: preprint, published version Sensitivity of the Rayleigh criterion in thermoacoustics Magri, L., Juniper, M. P. & Moeck, J. P. Journal of Fluid Mechanics (Rapids) (2020), vol. 882, R1. Download: preprint, published version Stability, sensitivity and optimisation of chaotic acoustic oscillations Huhn, F. & Magri, L. Journal of Fluid Mechanics (2020), vol. 882, A24. Download: preprint, published version Combined state and parameter estimation in level-set methods Yu, H., Juniper, M. & Magri, L. Journal of Computational Physics (2019), vol. 399, 108950. Download: preprint, published version. Data assimilation and optimal calibration in nonlinear models of flame dynamics Yu, H., Jaravel, T., Juniper, M., Ihme, M. & Magri, L. Journal of Engineering for Gas Turbines and Power (2019), 141(12), 121010. Download: preprint, published version Physics-informed echo state networks for chaotic systems forecasting Doan, N. A. K, Polifke, W. & Magri, L. Lecture Notes in Computer Science, LNCS, (2019), vol. 11539, pp. 192-198. Download: preprint, published version Data assimilation in a nonlinear time-delayed dynamical system with Lagrangian optimization Traverso, T & Magri, L. Lecture Notes in Computer Science, LNCS, (2019), vol. 11539, pp. 156-168. Download: preprint, published version Adjoint characteristic decomposition of one-dimensional waves Magri, L. Journal of Computational Physics (2019), vol. 388, pp. 454-461. Download: preprint, published version. Adjoint methods as design tools in thermoacoustics Magri, L. Applied Mechanics Reviews (2019), 71(2), 020801. Download: preprint, published version. Thermoacoustic modes of quasi-1D combustors in the region of marginal stability Silva, C. F, Yong, K. J. & Magri, L. Journal of Engineering for Gas Turbines and Power (2018), 141(2), 021022. Download: preprint, published version. Exceptional points in the thermoacoustic spectrum Mensah, G., Magri, L., Silva, C., Buschmann, P. & Moeck, J. Journal of Sound and Vibration (2018), vol. 433, pp. 124-128. Download: preprint, published version Effects of asymmetry on thermoacoustic modes in annular combustors: a higher-order perturbation study Mensah, G., Magri, L., Orchini, A. & Moeck, J. Journal of Engineering for Gas Turbines and Power (2018), 141(4), 041030. Dowload: preprint, published version Flow inhomogeneities in an aeronautical gas-turbine combustor: formation, evolution and indirect noise Giusti, A., Magri, L. & Zedda, M. Journal of Engineering for Gas Turbines and Power (2018), 141(1), 011502. Dowload: preprint, published version Methods for the calculation of thermoacoustic stability boundaries and Monte-Carlo free uncertainty quantification Mensah, G., Magri, L. & Moeck, J. Journal of Engineering for Gas Turbines and Power (2018), vol. 140(6), 061501. Download: preprint, published version On indirect noise in multicomponent nozzle flows Magri, L. Journal of Fluid Mechanics (2017), vol. 828, R2 (Rapids). Download: preprint, published version Lyapunov exponent as a metric for assessing the dynamic content and predictability of Large-Eddy Simulations Nastac, G., Labahn, J, Magri, L. & Ihme, M. Physical Review Fluids (2017), vol. 2(9), 094606. Download: preprint, published version Effects of nozzle Helmholtz number on indirect combustion noise by compositional perturbations Magri, L., O'Brien & Ihme, M. Journal of Engineering for Gas Turbines and Power (2017), vol. 140(3), 031501. Download: preprint, published version Adjoint-based sensitivity analysis of low-order thermoacoustic networks using a wave-based approach Aguilar, J., Magri, L. & Juniper, M. P. Journal of Computational Physics (2017), vol. 341, pp. 163-181. Download: preprint, published version Multiple-scale thermo-acoustic stability analysis of a coaxial jet combustor Magri, L., Tammisola, O., See, Y. C., Ihme, M. & Juniper, M. P. Proceedings of the Combustion Institute (2017), vol. 36(3), pp. 3863–3871. Download: preprint, published version Stability analysis of thermo-acoustic nonlinear eigenproblems in annular combustors. Part II. Uncertainty quantification Magri, L., Bauerheim F., Nicoud, F. & Juniper, M. P. Journal of Computational Physics (2016), vol 325, pp. 411-421. Download: preprint, published version Stability analysis of thermo-acoustic nonlinear eigenproblems in annular combustors. Part I. Sensitivity Magri, L., Bauerheim F. & Juniper, M. P. Journal of Computational Physics (2016), vol 325, pp. 395-410. Download: preprint, published version Uncertainty quantification of growth rates of thermoacoustic instability by an adjoint Helmholtz solver Silva, C., Magri, L., Runte, T. & Polifke, W. Journal of Engineering for Gas Turbines and Power (2016), vol 139(1), pp. 011901. Download: preprint, published version Compositional inhomogeneities as a source of indirect combustion noise Magri, L., O'Brien, J. & Ihme, M. Journal of Fluid Mechanics (2016), vol. 799, R4 (Rapids). Download: preprint, published version Global modes, receptivity, and sensitivity analysis of diffusion flames coupled with duct acoustics Magri, L. & Juniper, M. P. Journal of Fluid Mechanics (2014), vol. 752, pp. 237-265. Download: preprint, published version Adjoint-based linear analysis in reduced-order thermo-acoustic models Magri, L. & Juniper, M. P. International Journal of Spray and Combustion Dynamics (2014), vol. 6(3), pp. 225-246. Download: preprint, published version Non-normality in combustion-acoustic interaction of diffusion flames: a critical revision Magri, L., Balasubramanian, K., Sujith, R. I. & Juniper, M. P. Journal of Fluid Mechanics (2013), vol. 733, pp. 681-683. Download: preprint, published version On the use of the theory of dynamical systems for transient problems Galvanetto, U. & Magri, L. Nonlinear Dynamics (2013), vol. 74(1), pp 373-380. Download: preprint, published version Sensitivity analysis of a time-delayed thermo-acoustic system via an adjoint-based approach Magri, L. & Juniper, M. P. Journal of Fluid Mechanics (2013), vol. 719, pp. 183-202. Download: preprint, published version A theoretical approach for passive control of thermo-acoustic oscillations: application to ducted flames Magri, L. & Juniper, M. P Journal of Engineering for Gas Turbines and Power (2013), vol. 135(9), 091604. Download: published version Example of a non-smooth Hopf bifurcation in an aero-elastic system Magri, L. & Galvanetto, U. Mechanics Research Communications (2012), vol. 40, pp. 26-33. Download: preprint, published version |