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Numerical methods for nonlocal and fractional models

Journal Article · · Acta Numerica
 [1];  [2];  [1];  [3];  [4];  [5]
  1. Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)
  2. Columbia Univ., New York, NY (United States)
  3. Florida State Univ., Tallahassee, FL (United States)
  4. Univ. of Texas, Austin, TX (United States)
  5. Hong Kong Polytechnic Univ. (Hong Kong)

Partial differential equations (PDEs) are used with huge success to model phenomena across all scientific and engineering disciplines. However, across an equally wide swath, there exist situations in which PDEs fail to adequately model observed phenomena, or are not the best available model for that purpose. On the other hand, in many situations, nonlocal models that account for interaction occurring at a distance have been shown to more faithfully and effectively model observed phenomena that involve possible singularities and other anomalies. Here, we consider a generic nonlocal model, beginning with a short review of its definition, the properties of its solution, its mathematical analysis and of specific concrete examples. We then provide extensive discussions about numerical methods, including finite element, finite difference and spectral methods, for determining approximate solutions of the nonlocal models considered. In that discussion, we pay particular attention to a special class of nonlocal models that are the most widely studied in the literature, namely those involving fractional derivatives. The article ends with brief considerations of several modelling and algorithmic extensions, which serve to show the wide applicability of nonlocal modelling.

Research Organization:
Sandia National Lab. (SNL-CA), Livermore, CA (United States); Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)
Sponsoring Organization:
USDOE National Nuclear Security Administration (NNSA); National Science Foundation (NSF); US Army Research Office (ARO); Hong Kong Polytechnic Univ.
Grant/Contract Number:
AC04-94AL85000; NA-0003525; DMS-1719699; CCF-1704833; DMS-1819233; W911NF-15-1-0562; 25300818
OSTI ID:
1769927
Report Number(s):
SAND-2021-1962J; 694060
Journal Information:
Acta Numerica, Vol. 29; ISSN 0962-4929
Publisher:
Cambridge University PressCopyright Statement
Country of Publication:
United States
Language:
English

References (231)

Linearized Theory of Peridynamic States journal January 2010
Nonlocal Conservation Laws. A New Class of Monotonicity-Preserving Models journal January 2017
Analysis and Comparison of Different Approximations to Nonlocal Diffusion and Linear Peridynamic Equations journal January 2013
Finite Element Convergence for State-Based Peridynamic Fracture Models journal August 2019
Asymptotically Compatible Schemes for Peridynamics Based on Numerical Quadratures conference March 2015
A novel and accurate finite difference method for the fractional Laplacian and the fractional Poisson problem journal February 2018
On the consistency between nearest-neighbor peridynamic discretizations and discretized classical elasticity models journal November 2016
Crank–Nicolson method for the fractional diffusion equation with the Riesz fractional derivative journal February 2012
Peridynamic States and Constitutive Modeling journal July 2007
Reduced-order modeling for nonlocal diffusion problems: Reduced-order modeling for nonlocal diffusion problems journal July 2016
Finite element approximation of an obstacle problem for a class of integro–differential operators journal January 2020
Nonlocal gradient operators with a nonspherical interaction neighborhood and their applications journal January 2020
Analysis and approximation of a fractional Laplacian-based closure model for turbulent flows and its connection to Richardson pair dispersion journal March 2018
Moving least-square reproducing kernel method Part II: Fourier analysis journal December 1996
A posteriori error analysis of finite element method for linear nonlocal diffusion and peridynamic models journal May 2013
Artificial Boundary Conditions for Nonlocal Heat Equations on Unbounded Domain journal December 2016
$hp$-Finite Elements for Fractional Diffusion journal January 2018
Quadrature rules for finite element approximations of 1D nonlocal problems journal April 2016
Spectral Methods: Algorithms, Analysis and Applications book August 2011
Robust Numerical Methods for Nonlocal (and Local) Equations of Porous Medium Type. Part II: Schemes and Experiments journal January 2018
Jacobi approximations in non-uniformly Jacobi-weighted Sobolev spaces journal May 2004
A Spectral Method (of Exponential Convergence) for Singular Solutions of the Diffusion Equation with General Two-Sided Fractional Derivative journal January 2018
Numerical Solution of a Two-Dimensional Nonlocal Wave Equation on Unbounded Domains journal January 2018
Asymptotically compatible reproducing kernel collocation and meshfree integration for the peridynamic Navier equation journal October 2020
Riesz potential operators and inverses via fractional centred derivatives journal January 2006
Affine Approximation of Parametrized Kernels and Model Order Reduction for Nonlocal and Fractional Laplace Models journal January 2020
Boundary Problems for the Fractional and Tempered Fractional Operators journal January 2018
A Space-Time Fractional Optimal Control Problem: Analysis and Discretization journal January 2016
Peridynamics as an Upscaling of Molecular Dynamics journal January 2009
Aspects of an adaptive finite element method for the fractional Laplacian: A priori and a posteriori error estimates, efficient implementation and multigrid solver journal December 2017
Statistical ranking and combinatorial Hodge theory preprint January 2008
Mathematics of Smoothed Particle Hydrodynamics: A Study via Nonlocal Stokes Equations journal August 2019
Piecewise polynomial, positive definite and compactly supported radial functions of minimal degree journal December 1995
Nonlocal diffusion and peridynamic models with Neumann type constraints and their numerical approximations journal July 2017
Fourth Order Accurate Scheme for the Space Fractional Diffusion Equations journal January 2014
A Walk Outside Spheres for the fractional Laplacian: Fields and first eigenvalue journal March 2019
Fractional operators with inhomogeneous boundary conditions: analysis, control, and discretization journal January 2018
The Finite Element Method for Elliptic Problems book January 2002
A Nonlocal Vector Calculus, Nonlocal Volume-Constrained Problems, and Nonlocal Balance laws journal January 2013
Complex Fracture Nucleation and Evolution with Nonlocal Elastodynamics journal April 2019
External optimal control of fractional parabolic PDEs journal January 2020
Nonlocal Constrained Value Problems for a Linear Peridynamic Navier Equation journal August 2013
Tempered stable Lévy motion and transient super-diffusion journal March 2010
Fast numerical solution for fractional diffusion equations by exponential quadrature rule journal October 2015
Numerical approximation of fractional powers of elliptic operators journal March 2015
Asymptotically compatible schemes for the approximation of fractional Laplacian and related nonlocal diffusion problems on bounded domains journal July 2016
Finite element approximation of an obstacle problem for a class of integro-differential operators preprint January 2018
Multilevel methods for nonuniformly elliptic operators and fractional diffusion journal March 2016
A speculative study of 2∕3-order fractional Laplacian modeling of turbulence: Some thoughts and conjectures journal June 2006
Stabilized linear semi-implicit schemes for the nonlocal Cahn–Hilliard equation journal June 2018
Spectral methods using rational basis functions on an infinite interval journal March 1987
Censored stable processes journal September 2003
The exit-time problem for a Markov jump process journal December 2014
Trace Theorems for some Nonlocal Function Spaces with Heterogeneous Localization journal January 2017
Analysis and Approximation of a Fractional Cahn--Hilliard Equation journal January 2017
The random walk's guide to anomalous diffusion: a fractional dynamics approach journal December 2000
The Conditioning of Boundary Element Equations on Locally Refined Meshes and Preconditioning by Diagonal Scaling journal January 1999
A short FE implementation for a 2d homogeneous Dirichlet problem of a Fractional Laplacian text January 2016
Elliptic and parabolic equations with fractional diffusion and dynamic boundary conditions journal March 2016
The Role of Pair Dispersion in Turbulent Flow journal February 2006
On the spectrum of two different fractional operators journal July 2014
Robust a posteriori stress analysis for quadrature collocation approximations of nonlocal models via nonlocal gradients journal October 2016
How to approximate the heat equation with Neumann boundary conditions by nonlocal diffusion problems preprint January 2006
Convergence, adaptive refinement, and scaling in 1D peridynamics
  • Bobaru, Florin; Yang, Mijia; Alves, Leonardo Frota
  • International Journal for Numerical Methods in Engineering, Vol. 77, Issue 6 https://doi.org/10.1002/nme.2439
journal February 2009
Hybrid Finite Element--Spectral Method for the Fractional Laplacian: Approximation Theory and Efficient Solver journal January 2018
Conditioning Analysis of Nonlocal Integral Operators in Fractional Sobolev Spaces journal January 2014
Nonlocal Linear Image Regularization and Supervised Segmentation journal January 2007
Exploiting multilevel Toeplitz structures in high dimensional nonlocal diffusion journal February 2019
Analysis and Approximation of Nonlocal Diffusion Problems with Volume Constraints journal January 2012
A Priori Error Estimates for the Optimal Control of the Integral Fractional Laplacian journal January 2019
A Fractional Laplace Equation: Regularity of Solutions and Finite Element Approximations journal January 2017
Optimization with Respect to Order in a Fractional Diffusion Model: Analysis, Approximation and Algorithmic Aspects journal March 2018
Superconvergence Points for the Spectral Interpolation of Riesz Fractional Derivatives journal September 2019
Exponentially accurate spectral and spectral element methods for fractional ODEs journal January 2014
How to Approximate the Heat Equation with Neumann Boundary Conditions by Nonlocal Diffusion Problems journal November 2007
Fractional Laplace Operator and Meijer G-function journal April 2016
A short FE implementation for a 2d homogeneous Dirichlet problem of a fractional Laplacian journal August 2017
Computing the exit-time for a finite-range symmetric jump process journal January 2015
Multilevel diagonal scaling preconditioners for boundary element equations on locally refined meshes journal January 2003
Nonlinear total variation based noise removal algorithms journal November 1992
Aspects of an adaptive finite element method for the fractional Laplacian: a priori and a posteriori error estimates, efficient implementation and multigrid solver text January 2017
Continuous and discontinuous finite element methods for a peridynamics model of mechanics journal February 2011
Mathematical and Numerical Analysis of Linear Peridynamic Models with Nonlocal Boundary Conditions journal January 2010
The peridynamic formulation for transient heat conduction journal September 2010
T URBULENT R ELATIVE D ISPERSION journal January 2001
Spectral Approximation of Fractional PDEs in Image Processing and Phase Field Modeling journal October 2017
Identification of the Diffusion Parameter in Nonlocal Steady Diffusion Problems journal May 2015
External optimal control of nonlocal PDEs journal July 2019
Tempered Fractional Sturm--Liouville EigenProblems journal January 2015
Tensor FEM for Spectral Fractional Diffusion journal October 2018
Regularity of the obstacle problem for a fractional power of the laplace operator journal January 2006
A radial basis function Galerkin method for inhomogeneous nonlocal diffusion journal February 2016
Variational theory and domain decomposition for nonlocal problems journal March 2011
Optimal control of fractional semilinear PDEs journal January 2020
Robust Numerical Methods for Nonlocal (and Local) Equations of Porous Medium Type. Part I: Theory journal January 2019
Some observations on the Green function for the ball in the fractional Laplace framework journal January 2016
Characterization of function spaces of vector fields and an application in nonlinear peridynamics journal July 2016
A unified spectral method for FPDEs with two-sided derivatives; part I: A fast solver journal May 2019
Error Estimates of Spectral Galerkin Methods for a Linear Fractional Reaction–Diffusion Equation journal August 2018
Nonlocal elliptic equations in bounded domains: a survey journal January 2016
Fast and backward stable transforms between spherical harmonic expansions and bivariate Fourier series journal November 2019
Towards an Efficient Finite Element Method for the Integral Fractional Laplacian on Polygonal Domains book January 2018
Analysis of a scalar nonlocal peridynamic model with a sign changing kernel journal January 2013
Accurate numerical methods for two and three dimensional integral fractional Laplacian with applications journal October 2019
A New Approach for a Nonlocal, Nonlinear Conservation Law journal January 2012
Nonlocal Models with Heterogeneous Localization and Their Application to Seamless Local-Nonlocal Coupling journal January 2019
The Dirichlet problem for the fractional Laplacian: Regularity up to the boundary journal March 2014
Analysis of a nonlocal-in-time parabolic equation journal January 2017
Theory and Practice of Finite Elements book January 2004
A fast Galerkin method with efficient matrix assembly and storage for a peridynamic model journal October 2012
Finite difference approximations for two-sided space-fractional partial differential equations journal January 2006
Numerical approximation of the integral fractional Laplacian journal February 2019
Extension Problem and Harnack's Inequality for Some Fractional Operators journal October 2010
Nonlocal problems with Neumann boundary conditions journal January 2017
On the variational limit of a class of nonlocal functionals related to peridynamics journal October 2015
Spherical Harmonics and Approximations on the Unit Sphere: An Introduction book January 2012
Finite difference approximations for fractional advection–dispersion flow equations journal November 2004
Obstacle problems for integro-differential operators: regularity of solutions and free boundaries journal November 2016
Results on Nonlocal Boundary Value Problems journal November 2010
The fractional Laplacian operator on bounded domains as a special case of the nonlocal diffusion operator journal October 2013
Asymptotically Compatible Schemes and Applications to Robust Discretization of Nonlocal Models journal January 2014
A second-order accurate numerical approximation for the fractional diffusion equation journal March 2006
Variational solution of fractional advection dispersion equations on bounded domains in ℝd journal January 2007
Nonlocal Image and Movie Denoising journal July 2007
A discontinuous Galerkin method for one-dimensional time-dependent nonlocal diffusion problems journal April 2018
Stability and accuracy of time-stepping schemes and dispersion relations for a nonlocal wave equation: Nonlocal Wave Equation journal October 2014
An asymptotically compatible formulation for local-to-nonlocal coupling problems without overlapping regions journal July 2020
Reduced basis methods for nonlocal diffusion problems with random input data journal April 2017
Hermite Spectral Methods for Fractional PDEs in Unbounded Domains journal January 2017
A fractional Laplace equation: regularity of solutions and Finite Element approximations text January 2015
Numerical Methods for the Fractional Laplacian: A Finite Difference-Quadrature Approach journal January 2014
Numerical convergence of finite difference approximations for state based peridynamic fracture models journal July 2019
Random Walks on Graphs with Regular Volume Growth journal September 1998
Nonlocal Convection-Diffusion Problems on Bounded Domains and Finite-Range Jump Processes journal October 2017
Fast alternating-direction finite difference methods for three-dimensional space-fractional diffusion equations journal February 2014
A spectral method for nonlocal diffusion operators on the sphere preprint January 2018
A unified Petrov–Galerkin spectral method for fractional PDEs journal January 2015
Deblurring and Denoising of Images by Nonlocal Functionals journal January 2005
Space-fractional advection–dispersion equations by the Kansa method journal July 2015
A conservative nonlocal convection–diffusion model and asymptotically compatible finite difference discretization journal June 2017
Regularity theory and high order numerical methods for the (1D)-fractional Laplacian journal November 2017
Asymptotically Compatible Schemes for Robust Discretization of Parametrized Problems with Applications to Nonlocal Models journal January 2020
Peridynamic model for dynamic fracture in unidirectional fiber-reinforced composites journal April 2012
Sparse Optimal Control for Fractional Diffusion journal September 2017
Potential theory for the α-stable Schrödinger operator on bounded Lipschitz domains journal January 1999
Fast Iterative Solvers for Linear Systems Arising from Time-Dependent Space-Fractional Diffusion Equations journal January 2016
Spectral element method with geometric mesh for two-sided fractional differential equations journal August 2017
Dynamic Brittle Fracture as a Small Horizon Limit of Peridynamics journal January 2014
A Multiscale Implementation Based on Adaptive Mesh Refinement for the Nonlocal Peridynamics Model in One Dimension journal January 2016
A Fast Finite Difference Method for Two-Dimensional Space-Fractional Diffusion Equations journal January 2012
Asymptotically compatible reproducing kernel collocation and meshfree integration for nonlocal diffusion preprint January 2019
A Parallel Method for Solving Laplace Equations with Dirichlet Data Using Local Boundary Integral Equations and Random Walks journal January 2013
Nonhomogeneous boundary conditions for the spectral fractional Laplacian journal March 2017
A fast semi-discrete Kansa method to solve the two-dimensional spatiotemporal fractional diffusion equation journal September 2017
Hermite Spectral Collocation Methods for Fractional PDEs in Unbounded Domains journal January 2018
Fast and accurate implementation of Fourier spectral approximations of nonlocal diffusion operators and its applications journal March 2017
A Nonlocal Vector Calculus with Application to Nonlocal Boundary Value Problems journal January 2010
Nonlocal Wave Propagation in Unbounded Multi-Scale Media journal January 2018
Reformulation of elasticity theory for discontinuities and long-range forces journal January 2000
fPINNs: Fractional Physics-Informed Neural Networks journal January 2019
An Extension Problem Related to the Fractional Laplacian journal August 2007
Image Denoising Methods. A New Nonlocal Principle journal January 2010
Discretizations of the Spectral Fractional Laplacian on General Domains with Dirichlet, Neumann, and Robin Boundary Conditions journal January 2018
A circulant preconditioner for fractional diffusion equations journal June 2013
High-order algorithms for Riesz derivative and their applications (II) journal July 2015
Two-Particle Dispersion in Isotropic Turbulent Flows journal January 2009
Asymptotically compatible schemes for space-time nonlocal diffusion equations journal September 2017
Corrigendum to the paper “Numerical approximation of fractional powers of regularly accretive operators” journal April 2017
Stochastic representation of solution to nonlocal-in-time diffusion journal April 2020
Partial differences as tools for filtering data on graphs journal October 2010
Some Continuous Monte Carlo Methods for the Dirichlet Problem journal September 1956
A Conforming DG Method for Linear Nonlocal Models with Integrable Kernels journal July 2019
A posteriori error analysis for a class of integral equations and variational inequalities journal May 2010
Lewy–Stampacchia type estimates for variational inequalities driven by (non)local operators journal January 2013
A unified spectral method for FPDEs with two-sided derivatives; Part II: Stability, and error analysis journal May 2019
Regularity analyses and approximation of nonlocal variational equality and inequality problems journal October 2019
Nonlocal Operators with Applications to Image Processing journal January 2009
Why do cracks branch? A peridynamic investigation of dynamic brittle fracture journal November 2015
Nodal-type collocation methods for hypersingular integral equations and nonlocal diffusion problems journal February 2016
Weighted Sobolev regularity and rate of approximation of the obstacle problem for the integral fractional Laplacian preprint January 2018
Fractional elliptic equations, Caccioppoli estimates and regularity journal May 2016
Analysis and approximation of a nonlocal obstacle problem journal March 2017
The fractional Laplacian operator on bounded domains as a special case of the nonlocal diffusion operator preprint January 2013
Nonlocal optimal design: A new perspective about the approximation of solutions in optimal design journal September 2015
A PDE Approach to Fractional Diffusion in General Domains: A Priori Error Analysis journal August 2014
An asymptotically compatible meshfree quadrature rule for nonlocal problems with applications to peridynamics journal January 2019
Spectral results for mixed problems and fractional elliptic operators journal January 2015
Cohesive Dynamics and Brittle Fracture journal December 2015
Numerical methods for fractional partial differential equations journal July 2017
Rational chebyshev spectral methods for unbounded solutions on an infinite interval using polynomial-growth special basis functions journal May 2001
A multiscale method for nonlocal mechanics and diffusion and for the approximation of discontinuous functions journal August 2016
A spectral method for nonlocal diffusion operators on the sphere journal November 2018
Mathematical analysis for the peridynamic nonlocal continuum theory journal August 2010
Nonlocal convection–diffusion problems and finite element approximations journal June 2015
Fractional Kinetics journal November 2002
Image Recovery via Nonlocal Operators journal August 2009
Optimal Distributed Control of Nonlocal Steady Diffusion Problems journal January 2014
Optimal control of a parabolic fractional PDE: analysis and discretization preprint January 2019
Unbiased ‘walk-on-spheres’ Monte Carlo methods for the fractional Laplacian journal August 2017
Asymptotically compatible discretization of multidimensional nonlocal diffusion models and approximation of nonlocal Green’s functions journal April 2018
A Peridynamic Model of Fracture Mechanics with Bond-Breaking journal December 2017
Error-bounds for finite element method journal January 1971
On distributions of certain Wiener functionals journal January 1949
A fast finite difference method for three-dimensional time-dependent space-fractional diffusion equations and its efficient implementation journal November 2013
Fractional Laplacians on domains, a development of Hörmander's theory of μ-transmission pseudodifferential operators journal January 2015
Statistical ranking and combinatorial Hodge theory journal November 2010
Reproducing kernel particle methods journal April 1995
On the distribution of first hits for the symmetric stable processes. journal January 1961
Regularity of the solution to 1-D fractional order diffusion equations journal January 2018
A meshless Galerkin method for non-local diffusion using localized kernel bases journal February 2018
Fast algorithm for computing nonlocal operators with finite interaction distance journal January 2019
Eigenvalues of the fractional Laplace operator in the unit ball: EIGENVALUES OF THE FRACTIONAL LAPLACE OPERATOR IN THE UNIT BALL journal January 2017
Exponential convergence of hp quadrature for integral operators with Gevrey kernels journal October 2010
Asymptotically Compatible SPH-Like Particle Discretizations of One Dimensional Linear Advection Models journal January 2019
A Discontinuous Galerkin Method with Penalty for One-Dimensional Nonlocal Diffusion Problems journal May 2019
The Dirichlet problem for nonlocal operators journal November 2014
Efficient and accurate spectral method using generalized Jacobi functions for solving Riesz fractional differential equations journal August 2016
Generalized Jacobi functions and their applications to fractional differential equations journal October 2015
Fast nonlocal filtering applied to electron cryomicroscopy
  • Darbon, Jerome; Cunha, Alexandre; Chan, Tony F.
  • 2008 5th IEEE International Symposium on Biomedical Imaging (ISBI 2008), 2008 5th IEEE International Symposium on Biomedical Imaging: From Nano to Macro https://doi.org/10.1109/ISBI.2008.4541250
conference May 2008
Analysis of Fully Discrete Approximations for Dissipative Systems and Application to Time-Dependent Nonlocal Diffusion Problems journal September 2018
A Simple Solver for the Fractional Laplacian in Multiple Dimensions journal January 2020
Regularity of spectral fractional Dirichlet and Neumann problems: Regularity of spectral problems journal October 2015
A Convergent Adaptive Finite Element Algorithm for Nonlocal Diffusion and Peridynamic Models journal January 2013
A mesh-free pseudospectral approach to estimating the fractional Laplacian via radial basis functions journal August 2019
Multidimensional advection and fractional dispersion journal May 1999
Weighted Sobolev regularity and rate of approximation of the obstacle problem for the integral fractional Laplacian journal December 2019
Hitchhikerʼs guide to the fractional Sobolev spaces journal July 2012
Multiscale analysis of linear evolution equations with applications to nonlocal models for heterogeneous media journal August 2016
Nonconforming Discontinuous Galerkin Methods for Nonlocal Variational Problems journal January 2015
Asymptotically Compatible Fourier Spectral Approximations of Nonlocal Allen--Cahn Equations journal January 2016
A Physically Consistent, Flexible, and Efficient Strategy to Convert Local Boundary Conditions into Nonlocal Volume Constraints journal January 2020

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