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Solving second-order nonlinear evolution partial differential equations using deep learning

Communications in Theoretical Physics, 2020
Solving nonlinear evolution partial differential equations has been a longstanding computational challenge. In this paper, we present a universal paradigm of learning the system and extracting patterns from data generated from experiments.
J. Li 李, Y. Chen 陈
semanticscholar   +1 more source

Nonlinear Evolution Equations

Oberwolfach Reports, 2009
Following the successful pattern of the meeting in 2005, this year's workshop on 'Nonlinear Evolution Problems' focussed on a small number of currently very active areas in this field. By far the dominant theme, however, were geometric evolution equations of parabolic type, followed by the topic of wave equations and water waves ...
Klaus Ecker   +2 more
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High-Order Nonlinear Evolution Equations

IMA Journal of Applied Mathematics, 1990
The authors consider the higher order evolution equation of the form \[ \partial c/\partial t=\sum_{j=1}^ n\alpha_ j(\partial^ j/\partial x^ j)(c^{m_ j}). \] It is proved that this equation permits a similarity solution of the form \(c(x,t)=x^{-s}\phi(x/t^ q)\).
Hill, James M., Hill, Desmond L.
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Nonlinear evolution equations andH theorems

Journal of Statistical Physics, 1984
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Alberti, Peter M., Crell, Bernd
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Exact solutions of the generalized (2+1)-dimensional nonlinear evolution equations via the modified simple equation method

Computers and Mathematics with Applications, 2015
In this paper, the modified simple equation method (MSEM) is applied to construct exact solutions of the generalized ( 2 + 1 )-dimensional nonlinear evolution equations (NLEEs) involving parameters via the ( 2 + 1 )-dimensional Calogero-Bogoyavlenskii ...
Mohammed O. Al-Amr
semanticscholar   +1 more source

A Stochastic Nonlinear Evolution Equation

Zeitschrift für Analysis und ihre Anwendungen, 1992
A stochastic evolution equation for processes with values in two orthogonal subspaces of a Hilbert space is considered. Such types of equations arise in the study of quasistatic processes of elastic viscoplastic materials with random disturbances. Using the theory of Hilbert space valued Ito equations an existence and uniqueness theorem is proved ...
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DYNAMIC BIFURCATION OF NONLINEAR EVOLUTION EQUATIONS

Chinese Annals of Mathematics, 2005
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Ma, Tian, Wang, Shouhong
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Nonlinear evolution equations and nonlinear ergodic theorems

Nonlinear Analysis: Theory, Methods & Applications, 1977
Publisher Summary This chapter discusses nonlinear evolution equations and nonlinear ergodic theorems. It discusses certain aspects of the asymptotic behavior of generalized solutions of nonlinear evolution equations and of nonlinear nonexpansive semigroups in Banach spaces.
openaire   +1 more source

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