Interpreting Neural Operators: How Nonlinear Waves Propagate in Nonreciprocal Solids

Jonathan Colen, Alexis Poncet, Denis Bartolo, Vincenzo Vitelli

Type: Article

Publication Date: 2024-09-03

Citations: 2

DOI: https://doi.org/10.1103/physrevlett.133.107301

View Publication

Locations

Physical Review Letters - View
arXiv (Cornell University) - View - PDF
PubMed - View

Similar Works

Action	Title	Year	Authors
+ PDF Chat	Interpreting neural operators: how nonlinear waves propagate in non-reciprocal solids	2024	Jonathan Colen Alexis Poncet Denis Bartolo Vincenzo Vitelli
+	CoDBench: A Critical Evaluation of Data-driven Models for Continuous Dynamical Systems	2023	Priyanshu Burark Karn Tiwari Meer Mehran Rashid Prathosh AP N. M. Anoop Krishnan
+	Reservoir computing based on solitary-like waves dynamics of film flows: a proof of concept	2023	Ivan S. Maksymov Andrey Pototsky
+ PDF Chat	Theory of Neuromorphic Computing by Waves: Machine Learning by Rogue Waves, Dispersive Shocks, and Solitons	2020	Giulia Marcucci Davide Pierangeli Claudio Conti
+	Nonlinear PDEs: A Bit of Theory	2013
+ PDF Chat	Physical Reservoir Computing Enabled by Solitary Waves and Biologically Inspired Nonlinear Transformation of Input Data	2024	Ivan S. Maksymov
+ PDF Chat	Reservoir computing based on solitary-like waves dynamics of liquid film flows: A proof of concept	2023	Ivan S. Maksymov Andrey Pototsky
+	Error-in-variables modelling for operator learning	2022	Ravi G. Patel Indu Manickam Myoungkyu Lee Mamikon Gulian
+ PDF Chat	Applications of physics informed neural operators	2023	Shawn Rosofsky Hani Al Majed E. A. Huerta
+	Machine Discovery of Partial Differential Equations from Spatiotemporal Data	2019	Ye Yuan Junlin Li L. Li Frank Jiang Xiuchuan Tang Fumin Zhang Sheng Liu Jorge Gonçalves Henning U. Voss Xiuting Li
+	Physical Reservoir Computing Enabled by Solitary Waves and Biologically-Inspired Nonlinear Transformation of Input Data	2024	Ivan S. Maksymov
+	Physics-agnostic and Physics-infused machine learning for thin films flows: modeling, and predictions from small data	2023	Cristina P. Martin-Linares Yorgos M. Psarellis George Karapetsas Eleni D. Koronaki I.G. Kevrekidis
+ PDF Chat	Data-driven Modeling of Granular Chains with Modern Koopman Theory	2024	Atoosa Parsa James P. Bagrow Corey S. O’Hern Rebecca Kramer‐Bottiglio Josh Bongard
+ PDF Chat	CoNO: Complex Neural Operator for Continous Dynamical Physical Systems	2024	Karn Tiwari N M Anoop Krishnan Prathosh AP
+ PDF Chat	Physical Reservoir Computing Enabled by Solitary Waves and Biologically-Inspired Nonlinear Transformation of Input Data	2024	Ivan S. Maksymov
+	Deep Hidden Physics Models: Deep Learning of Nonlinear Partial Differential Equations	2018	Maziar Raissi
+	Exploration of nonlinear traveling wave phenomena in quintic conformable Benney-Lin equation within a liquid film	2024	Noorah Mshary
+	Nonlinear Computations	2020	René de Borst
+	Nonlinear Computations	2018	René de Borst
+ PDF Chat	Deep learning-driven nonlinear reduced-order models for predicting wave-structure interaction	2023	Rahul Halder M. Damodaran Boo Cheong Khoo

Works That Cite This (0)

Action	Title	Year	Authors

Works Cited by This (24)

Action	Title	Year	Authors
+ PDF Chat	Anomalous Microfluidic Phonons Induced by the Interplay of Hydrodynamic Screening and Incompressibility	2007	Tsevi Beatus Roy Bar‐Ziv Tsvi Tlusty
+ PDF Chat	Deep learning in neural networks: An overview	2014	Jürgen Schmidhuber
+	Discovering governing equations from data by sparse identification of nonlinear dynamical systems	2016	Steven L. Brunton Joshua L. Proctor J. Nathan Kutz
+ PDF Chat	Machine learning phases of matter	2017	Juan Carrasquilla Roger G. Melko
+	Handbook of Nonlinear Partial Differential Equations	2003	Andrei D. Polyanin Valentin F. Zaitsev
+ PDF Chat	Data-driven quantitative modeling of bacterial active nematics	2018	He Li Xia-qing Shi Mingji Huang Xiaohong Chen Minfeng Xiao Chenli Liu Hugues Chaté Hepeng Zhang
+ PDF Chat	Odd elasticity	2020	Colin Scheibner Anton Souslov Debarghya Banerjee Piotr Surówka William T. M. Irvine Vincenzo Vitelli
+ PDF Chat	Machine learning and the physical sciences	2019	Giuseppe Carleo J. I. Cirac K. Cranmer Laurent Daudet Maria Schuld Naftali Tishby Leslie Vogt-Maranto Lenka Zdeborová
+ PDF Chat	Nonreciprocity as a generic route to traveling states	2020	Zhihong You Aparna Baskaran M. Cristina Marchetti
+ PDF Chat	Machine learning active-nematic hydrodynamics	2021	Jonathan Colen Ming Han Rui Zhang Steven A. Redford Linnea Lemma Link Morgan Paul V. Ruijgrok Raymond Adkins Zev Bryant Zvonimir Dogic