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We apply the results of singularity analysis to the isotropic cosmological models in general relativity and string theory with a variety of matter terms. For some of these models the standard Painlev\'{e} test is sufficient to demonstrate…

广义相对论与量子宇宙学 · 物理学 2007-05-23 John Miritzis , Peter Leach , Spiros Cotsakis

Bridging physics and deep learning is a topical challenge. While deep learning frameworks open avenues in physical science, the design of physically-consistent deep neural network architectures is an open issue. In the spirit of…

计算物理 · 物理学 2020-09-15 Olivier Pannekoucke , Ronan Fablet

Motivated by the remarkable success of artificial intelligence (AI) across diverse fields, the application of AI to solve scientific problems, often formulated as partial differential equations (PDEs), has garnered increasing attention.…

机器学习 · 计算机科学 2025-10-21 Rohan Bhatnagar , Ling Liang , Krish Patel , Haizhao Yang

There are many numerical methods for solving partial different equations (PDEs) on manifolds such as classical implicit, finite difference, finite element, and isogeometric analysis methods which aim at improving the interoperability…

数值分析 · 数学 2023-11-17 Wenrui Hao , Jonathan D. Hauenstein , Margaret H. Regan , Tingting Tang

We present a new approach to determine the rational solutions of the higher order Painleve equations associated to periodic dressing chain systems. We obtain new sets of solutions, giving determinantal representations indexed by specific…

数学物理 · 物理学 2018-11-27 D. Gomez-Ullate , Y. Grandati , S. Lombardo , R. Milson

Option pricing, a fundamental problem in finance, often requires solving non-linear partial differential equations (PDEs). When dealing with multi-asset options, such as rainbow options, these PDEs become high-dimensional, leading to…

计算金融 · 定量金融 2023-11-14 Rawin Assabumrungrat , Kentaro Minami , Masanori Hirano

Link between the Painleve property and the first integrals of nonlinear ordinary differential equations in polynomial form is discussed. The form of the first integrals of the nonlinear differential equations is shown to determine by the…

可精确求解与可积系统 · 物理学 2015-06-26 N. A. Kudryashov

Taylor series methods show a newfound promise for the solution of non-stiff ordinary differential equations (ODEs) given the rise of new compiler-enhanced techniques for calculating high order derivatives. In this paper we detail a new…

数值分析 · 数学 2026-02-20 Songchen Tan , Oscar Smith , Christopher Rackauckas

The numerical solution of partial differential equations (PDEs) is difficult, having led to a century of research so far. Recently, there have been pushes to build neural--numerical hybrid solvers, which piggy-backs the modern trend towards…

机器学习 · 计算机科学 2023-03-21 Johannes Brandstetter , Daniel Worrall , Max Welling

Partial Differential Equations (PDEs) have long been recognized as powerful tools for image processing and analysis, providing a framework to model and exploit structural and geometric properties inherent in visual data. Over the years,…

图像与视频处理 · 电气工程与系统科学 2024-12-17 Alejandro Garnung Menéndez

This paper introduces general methodologies for constructing closed-form solutions to linear constant-coefficient partial differential equations (PDEs) with polynomial right-hand sides in two and three spatial dimensions. Polynomial…

数值分析 · 数学 2023-12-21 Thomas G. Anderson , Marc Bonnet , Luiz M. Faria , Carlos Pérez-Arancibia

High-dimensional partial-differential equations (PDEs) arise in a number of fields of science and engineering, where they are used to describe the evolution of joint probability functions. Their examples include the Boltzmann and…

数值分析 · 数学 2018-10-17 A. M. P. Boelens , D. Venturi , D. M. Tartakovsky

We consider the stability analysis of a large class of linear 1-D PDEs with polynomial data. This class of PDEs contains, as examples, parabolic and hyperbolic PDEs, PDEs with boundary feedback and systems of in-domain/boundary coupled…

系统与控制 · 计算机科学 2017-09-19 Aditya Gahlawat , Giorgio Valmorbida

The Partial Integral Equation (PIE) framework was developed to computationally analyze linear Partial Differential Equations (PDEs) where the PDE is first converted to a PIE and then the analysis problem is solved by solving operator-valued…

数值分析 · 数学 2022-04-04 Sachin Shivakumar , Matthew Peet

Solving nonlinear optimal control problems is a challenging task, particularly for high-dimensional problems. We propose algorithms for model-based policy iterations to solve nonlinear optimal control problems with convergence guarantees.…

系统与控制 · 电气工程与系统科学 2026-03-17 Yiming Meng , Ruikun Zhou , Amartya Mukherjee , Maxwell Fitzsimmons , Christopher Song , Jun Liu

For an arbitrary ordinary second order differential equation a test is constructed that checks if this equation is equivalent to Painleve I, II or Painleve III with three zero parameters equations under the substitutions of variables. If it…

经典分析与常微分方程 · 数学 2009-09-11 V. V. Kartak

The paper develops the method for construction of families of particular solutions to some classes of nonlinear Partial Differential Equations (PDE). Method is based on the specific link between algebraic matrix equations and PDE.…

可精确求解与可积系统 · 物理学 2007-05-23 A. I. Zenchuk

Using a combination of recurrent neural networks and signature methods from the rough paths theory we design efficient algorithms for solving parametric families of path dependent partial differential equations (PPDEs) that arise in pricing…

计算金融 · 定量金融 2020-11-24 Marc Sabate-Vidales , David Šiška , Lukasz Szpruch

Simulations of the dynamics generated by partial differential equations (PDEs) provide approximate, numerical solutions to initial value problems. Such simulations are ubiquitous in scientific computing, but the correctness of the results…

数值分析 · 数学 2026-01-09 Jan Bouwe van den Berg , Maxime Breden

Recurrence coefficients of semi-classical orthogonal polynomials (orthogonal polynomials related to a weight function $w$ such that $w'/w$ is a rational function) are shown to be solutions of non linear differential equations with respect…

经典分析与常微分方程 · 数学 2016-09-06 Alphonse P. Magnus