Enhancing finite differences with radial basis functions: Experiments on the Navier–Stokes equations

Polynomials are used together with polyharmonic spline (PHS) radial basis functions (RBFs) to create local RBF-finite-difference (RBF-FD) weights on different node layouts for spatial discretizations that can be viewed as enhancements of the classical finite differences (FD). The presented method re...

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Vydané v:Journal of computational physics Ročník 316; s. 39 - 62
Hlavní autori: Flyer, Natasha, Barnett, Gregory A., Wicker, Louis J.
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Elsevier Inc 01.07.2016
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ISSN:0021-9991, 1090-2716
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Abstract Polynomials are used together with polyharmonic spline (PHS) radial basis functions (RBFs) to create local RBF-finite-difference (RBF-FD) weights on different node layouts for spatial discretizations that can be viewed as enhancements of the classical finite differences (FD). The presented method replicates the convergence properties of FD but for arbitrary node layouts. It is tested on the 2D compressible Navier–Stokes equations at low Mach number, relevant to atmospheric flows. Test cases are taken from the numerical weather prediction community and solved on bounded domains. Thus, attention is given on how to handle boundaries with the RBF-FD method, as well as a novel implementation for hyperviscosity. Comparisons are done on Cartesian, hexagonal, and quasi-uniform node layouts. Consideration and guidelines are given on PHS order, polynomial degree and stencil size. The main advantages of the present method are: 1) capturing the basic physics of the problem surprisingly well, even at very coarse resolutions, 2) high-order accuracy without the need of tuning a shape parameter, and 3) the inclusion of polynomials eliminates stagnation (saturation) errors. A MATLAB code is given to calculate the differentiation weights for this novel approach.
AbstractList Polynomials are used together with polyharmonic spline (PHS) radial basis functions (RBFs) to create local RBF-finite-difference (RBF-FD) weights on different node layouts for spatial discretizations that can be viewed as enhancements of the classical finite differences (FD). The presented method replicates the convergence properties of FD but for arbitrary node layouts. It is tested on the 2D compressible Navier-Stokes equations at low Mach number, relevant to atmospheric flows. Test cases are taken from the numerical weather prediction community and solved on bounded domains. Thus, attention is given on how to handle boundaries with the RBF-FD method, as well as a novel implementation for hyperviscosity. Comparisons are done on Cartesian, hexagonal, and quasi-uniform node layouts. Consideration and guidelines are given on PHS order, polynomial degree and stencil size. The main advantages of the present method are: 1) capturing the basic physics of the problem surprisingly well, even at very coarse resolutions, 2) high-order accuracy without the need of tuning a shape parameter, and 3) the inclusion of polynomials eliminates stagnation (saturation) errors. A MATLAB code is given to calculate the differentiation weights for this novel approach.
Author Wicker, Louis J.
Barnett, Gregory A.
Flyer, Natasha
Author_xml – sequence: 1
  givenname: Natasha
  surname: Flyer
  fullname: Flyer, Natasha
  email: flyer@ucar.edu
  organization: National Center for Atmospheric Research, Institute for Mathematics Applied to Geosciences, Boulder, CO 80305, USA
– sequence: 2
  givenname: Gregory A.
  surname: Barnett
  fullname: Barnett, Gregory A.
  email: gregory.barnett@colorado.edu
  organization: University of Colorado, Department of Applied Mathematics, Boulder, CO 80309, USA
– sequence: 3
  givenname: Louis J.
  surname: Wicker
  fullname: Wicker, Louis J.
  email: louis.wicker@noaa.gov
  organization: NOAA National Severe Storms Laboratory, Norman, OK 73072, USA
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Cites_doi 10.1016/j.enganabound.2011.07.008
10.1016/j.jcp.2010.11.022
10.1016/j.camwa.2011.06.037
10.1016/j.jcp.2008.01.043
10.1016/j.jcp.2009.03.025
10.1016/j.jcp.2012.01.028
10.1137/0733033
10.1007/s00365-004-0585-2
10.1121/1.4800308
10.1016/S0898-1221(01)00295-4
10.1007/BF02123482
10.1016/j.camwa.2012.11.006
10.1016/j.jcp.2011.06.005
10.1137/120899108
10.1175/1520-0469(1993)050<1865:BCEWAS>2.0.CO;2
10.1016/j.camwa.2015.01.009
10.4208/aamm.09-m0942
10.1016/j.jcp.2012.06.030
10.1002/fld.1650170103
10.1016/S0898-1221(04)90004-1
10.1007/BF02432002
10.1016/S0893-9659(00)00199-3
10.1175/1520-0493(2002)130<2088:TSMFEM>2.0.CO;2
10.1016/j.enganabound.2006.11.011
10.1007/s10444-010-9146-3
10.1016/j.jcp.2010.12.014
10.1080/00207160.2013.864392
10.1175/1520-0469(2001)058<2073:ADATFF>2.0.CO;2
10.1007/s11075-007-9072-8
10.1016/S0898-1221(01)00299-1
10.1016/j.jcp.2007.12.009
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Keywords Navier–Stokes
Radial basis functions
RBF-FD
Polynomials
Splines
Finite differences
Language English
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References Flyer, Lehto, Blaise, Wright, St-Cyr (br0130) 2012; 231
LeVeque (br0290) 1996; 33
Schaback (br0360) 2005; 21
Fornberg, Lehto (br0180) 2011; 230
Shan, Shu, Lu (br0380) 2008; 25
Stevens, Power, Lees, Morvan (br0420) 2009; 228
Wendland (br0460) 2005; vol. 17
Blossey, Durran (br0030) 2008; 227
Bollig, Flyer, Erlebacher (br0040) 2012; 231
Tarwater (br0440) 1985
Shan, Shu, Qin (br0390) 2009; 1
Straka, Wilhelmson, Wicker, Anderson, Droegemeier (br0430) 1993; 17
Foley (br0140) 1994; 1
Ooyama (br0320) 2001; 58
Powell (br0330) 1992
Schaback (br0350) 1995; 3
Hamilton, Bilbao (br0230) 2013
Fornberg, Flyer (br0170) 2015
Scheuerer (br0370) 2011; 34
Norman, Nair, Semazzi (br0310) 2011; 230
Robert (br0340) 1993; 50
Wendland (br0450) 1995; 4
Wicker, Skamarock (br0470) 2002; 130
Fornberg, Lehto, Powell (br0190) 2013; 65
Duchon (br0080) 1977; vol. 21
Fasshauer, Zhang (br0110) 2007; 45
Skamarock (br0400) 2006; 24
Cheng (br0050) 2012; 36
Flyer, Fornberg, Bayona, Barnett (br0120) 2016
Fornberg, Driscoll, Wright, Charles (br0150) 2002; 43
Fornberg, Wright, Larsson (br0200) 2004; 47
Iske (br0250) 2003; vol. 145
Driscoll, Fornberg (br0070) 2002; 43
Skamarock, Klemp (br0410) 2008; 227
Davydov, Oanh (br0060) 2011; 62
Huang, Leeb, Cheng (br0240) 2007; 31
Lee, Tien, Luo, Luk (br0280) 2014; 91
Bayona, Moscoso, Kindelan (br0020) 2011; 230
Fabero, Bautista, Casasús (br0090) 2001; 14
Fornberg, Flyer (br0160) 2015; 69
Grabowski, Clark (br0220) 1991; 48
V. Bayona, N. Flyer, B. Fornberg, On the role of polynomials in RBF-FD approximations: II. numerical solution of elliptic PDEs, in preparation.
Larsson, Lehto, Heryudono, Fornberg (br0270) 2013; 35
Matérn (br0300) June 1960
Fasshauer (br0100) 2007; vol. 6
Giraldo, Restelli (br0210) 2008; 227
Iske (br0260) 2004; vol. 37
Huang (10.1016/j.jcp.2016.02.078_br0240) 2007; 31
Fornberg (10.1016/j.jcp.2016.02.078_br0170) 2015
Robert (10.1016/j.jcp.2016.02.078_br0340) 1993; 50
Wendland (10.1016/j.jcp.2016.02.078_br0450) 1995; 4
Wicker (10.1016/j.jcp.2016.02.078_br0470) 2002; 130
Iske (10.1016/j.jcp.2016.02.078_br0250) 2003; vol. 145
Norman (10.1016/j.jcp.2016.02.078_br0310) 2011; 230
Foley (10.1016/j.jcp.2016.02.078_br0140) 1994; 1
Ooyama (10.1016/j.jcp.2016.02.078_br0320) 2001; 58
Fasshauer (10.1016/j.jcp.2016.02.078_br0110) 2007; 45
Duchon (10.1016/j.jcp.2016.02.078_br0080) 1977; vol. 21
Schaback (10.1016/j.jcp.2016.02.078_br0350) 1995; 3
Bayona (10.1016/j.jcp.2016.02.078_br0020) 2011; 230
Fornberg (10.1016/j.jcp.2016.02.078_br0190) 2013; 65
Fabero (10.1016/j.jcp.2016.02.078_br0090) 2001; 14
Larsson (10.1016/j.jcp.2016.02.078_br0270) 2013; 35
Flyer (10.1016/j.jcp.2016.02.078_br0120) 2016
Fornberg (10.1016/j.jcp.2016.02.078_br0160) 2015; 69
Powell (10.1016/j.jcp.2016.02.078_br0330) 1992
Driscoll (10.1016/j.jcp.2016.02.078_br0070) 2002; 43
Blossey (10.1016/j.jcp.2016.02.078_br0030) 2008; 227
Giraldo (10.1016/j.jcp.2016.02.078_br0210) 2008; 227
Skamarock (10.1016/j.jcp.2016.02.078_br0400) 2006; 24
Flyer (10.1016/j.jcp.2016.02.078_br0130) 2012; 231
Grabowski (10.1016/j.jcp.2016.02.078_br0220) 1991; 48
Skamarock (10.1016/j.jcp.2016.02.078_br0410) 2008; 227
Iske (10.1016/j.jcp.2016.02.078_br0260) 2004; vol. 37
Bollig (10.1016/j.jcp.2016.02.078_br0040) 2012; 231
Cheng (10.1016/j.jcp.2016.02.078_br0050) 2012; 36
Davydov (10.1016/j.jcp.2016.02.078_br0060) 2011; 62
Fornberg (10.1016/j.jcp.2016.02.078_br0150) 2002; 43
Scheuerer (10.1016/j.jcp.2016.02.078_br0370) 2011; 34
Schaback (10.1016/j.jcp.2016.02.078_br0360) 2005; 21
Fornberg (10.1016/j.jcp.2016.02.078_br0200) 2004; 47
Matérn (10.1016/j.jcp.2016.02.078_br0300) 1960
Tarwater (10.1016/j.jcp.2016.02.078_br0440) 1985
Lee (10.1016/j.jcp.2016.02.078_br0280) 2014; 91
Fornberg (10.1016/j.jcp.2016.02.078_br0180) 2011; 230
Hamilton (10.1016/j.jcp.2016.02.078_br0230) 2013
Shan (10.1016/j.jcp.2016.02.078_br0380) 2008; 25
Shan (10.1016/j.jcp.2016.02.078_br0390) 2009; 1
LeVeque (10.1016/j.jcp.2016.02.078_br0290) 1996; 33
Wendland (10.1016/j.jcp.2016.02.078_br0460) 2005; vol. 17
10.1016/j.jcp.2016.02.078_br0010
Straka (10.1016/j.jcp.2016.02.078_br0430) 1993; 17
Stevens (10.1016/j.jcp.2016.02.078_br0420) 2009; 228
Fasshauer (10.1016/j.jcp.2016.02.078_br0100) 2007; vol. 6
References_xml – volume: 4
  start-page: 389
  year: 1995
  end-page: 396
  ident: br0450
  article-title: Piecewise polynomial, positive definite and compactly supported radial functions of minimal degree
  publication-title: Adv. Comput. Math.
– volume: 69
  start-page: 531
  year: 2015
  end-page: 544
  ident: br0160
  article-title: Fast generation of 2-D node distributions for mesh-free PDE discretizations
  publication-title: Comput. Math. Appl.
– volume: 31
  start-page: 614
  year: 2007
  end-page: 623
  ident: br0240
  article-title: Error estimate, optimal shape factor, and high precision computation of multiquadric collocation method
  publication-title: Eng. Anal. Bound. Elem.
– volume: vol. 6
  year: 2007
  ident: br0100
  article-title: Meshfree Approximation Methods with MATLAB
  publication-title: Interdisciplinary Mathematical Sciences
– volume: 48
  start-page: 527
  year: 1991
  end-page: 546
  ident: br0220
  article-title: Cloud-environment interface instability: rising thermal calculations in two spatial dimensions
  publication-title: Mon. Weather Rev.
– volume: 227
  start-page: 3465
  year: 2008
  end-page: 3485
  ident: br0410
  article-title: A time-split nonhydrostatic atmospheric model for weather research and forecasting applications
  publication-title: J. Inst. Math. Appl.
– volume: vol. 37
  year: 2004
  ident: br0260
  article-title: Multiresolution Methods in Scattered Data Modelling
  publication-title: Lecture Notes in Computational Science and Engineering
– volume: 228
  start-page: 4606
  year: 2009
  end-page: 4624
  ident: br0420
  article-title: The use of PDE centers in the local RBF Hermitean method for 3D convective-diffusion problems
  publication-title: J. Comput. Phys.
– volume: 230
  start-page: 1567
  year: 2011
  end-page: 1584
  ident: br0310
  article-title: A low communication and large time step explicit finite-volume solver for non-hydrostatic atmospheric dynamics
  publication-title: J. Comput. Phys.
– volume: 231
  start-page: 4078
  year: 2012
  end-page: 4095
  ident: br0130
  article-title: A guide to RBF-generated finite differences for nonlinear transport: shallow water simulations on a sphere
  publication-title: J. Comput. Phys.
– volume: 35
  start-page: A2096
  year: 2013
  end-page: A2119
  ident: br0270
  article-title: Stable computation of differentiation matrices and scattered node stencils based on Gaussian radial basis functions
  publication-title: SIAM J. Sci. Comput.
– volume: 50
  start-page: 1865
  year: 1993
  end-page: 1873
  ident: br0340
  article-title: Bubble convection experiments with a semi-implicit formulation of the Euler equations
  publication-title: J. Atmos. Sci.
– volume: 47
  start-page: 37
  year: 2004
  end-page: 55
  ident: br0200
  article-title: Some observations regarding interpolants in the limit of flat radial basis functions
  publication-title: Comput. Math. Appl.
– volume: 3
  start-page: 251
  year: 1995
  end-page: 264
  ident: br0350
  article-title: Error estimates and condition numbers for radial basis function interpolants
  publication-title: Adv. Comput. Math.
– reference: V. Bayona, N. Flyer, B. Fornberg, On the role of polynomials in RBF-FD approximations: II. numerical solution of elliptic PDEs, in preparation.
– volume: 34
  start-page: 105
  year: 2011
  end-page: 126
  ident: br0370
  article-title: An alternative procedure for selecting a good value for the parameter c in RBF-interpolation
  publication-title: Adv. Comput. Math.
– volume: 227
  start-page: 5160
  year: 2008
  end-page: 5183
  ident: br0030
  article-title: Selective monotonicity preservation in scalar advection
  publication-title: J. Comput. Phys.
– volume: 1
  start-page: 615
  year: 2009
  end-page: 638
  ident: br0390
  article-title: Multiquadric finite difference (MQ-FD) method and its application
  publication-title: Adv. Appl. Math. Mech.
– volume: 17
  start-page: 1
  year: 1993
  end-page: 22
  ident: br0430
  article-title: Numerical solutions of a nonlinear density current: a benchmark solution and comparisons
  publication-title: Int. J. Numer. Methods Fluids
– start-page: 105
  year: 1992
  end-page: 210
  ident: br0330
  article-title: The theory of radial basis function approximation in 1990
  publication-title: Advances in Numerical Analysis, vol. II: Wavelets, Subdivision Algorithms and Radial Functions
– year: 1985
  ident: br0440
  article-title: Parameter study of Hardy's multiquadric method for scattered data interpolation
– year: 2015
  ident: br0170
  article-title: A Primer on Radial Basis Functions with Applications to the Geosciences
– volume: 230
  start-page: 7384
  year: 2011
  end-page: 7399
  ident: br0020
  article-title: Optimal constant shape parameter for multiquadric based RBF-FD method
  publication-title: J. Comput. Phys.
– volume: 14
  start-page: 593
  year: 2001
  end-page: 598
  ident: br0090
  article-title: An explicit finite differences scheme over hexagonal tessellation
  publication-title: Appl. Math. Lett.
– year: 2013
  ident: br0230
  article-title: Hexagonal vs. rectilinear grids for explicit finite difference schemes for the two-dimensional wave equation
  publication-title: Proceedings of Meetings on Acoustics (POMA)
– volume: vol. 21
  start-page: 85
  year: 1977
  end-page: 100
  ident: br0080
  article-title: Splines minimizing rotation-invariant semi-norms in Sobolev space
  publication-title: Constructive Theory of Functions of Several Variables
– year: 2016
  ident: br0120
  article-title: On the role of polynomials in RBF-FD approximations: interpolation and accuracy
  publication-title: JCP
– volume: vol. 145
  start-page: 153
  year: 2003
  end-page: 165
  ident: br0250
  article-title: On the approximation order and numerical stability of local Lagrange interpolation by polyharmonic splines
  publication-title: Modern Developments in Multivariate Approximation
– volume: 231
  start-page: 7133
  year: 2012
  end-page: 7151
  ident: br0040
  article-title: Solution to PDEs using radial basis function finite-differences (RBF-FD) on multiple GPUs
  publication-title: J. Comput. Phys.
– volume: 33
  start-page: 627
  year: 1996
  end-page: 665
  ident: br0290
  article-title: High-resolution conservative algorithms for advection in incompressible flow
  publication-title: SIAM J. Numer. Anal.
– volume: 62
  start-page: 2143
  year: 2011
  end-page: 2161
  ident: br0060
  article-title: On the optimal shape parameter for Gaussian radial basis function finite difference approximation of the Poisson equation
  publication-title: Comput. Math. Appl.
– volume: 45
  start-page: 345
  year: 2007
  end-page: 368
  ident: br0110
  article-title: On choosing “optimal” shape parameters for RBF approximation
  publication-title: Numer. Algorithms
– volume: 43
  start-page: 473
  year: 2002
  end-page: 490
  ident: br0150
  article-title: Observations on the behavior of radial basis functions near boundaries
  publication-title: Comput. Math. Appl.
– year: June 1960
  ident: br0300
  article-title: Stochastic models and their application to some problems in forest surveys and other sampling investigations
– volume: 130
  start-page: 2088
  year: 2002
  end-page: 2097
  ident: br0470
  article-title: Time-splitting methods for elastic models using forward time schemes
  publication-title: Mon. Weather Rev.
– volume: 36
  start-page: 220
  year: 2012
  end-page: 239
  ident: br0050
  article-title: Multiquadric and its shape parameter – a numerical investigation of error estimate, condition number, and round-off error by arbitrary precision computation
  publication-title: Eng. Anal. Bound. Elem.
– volume: 43
  start-page: 413
  year: 2002
  end-page: 422
  ident: br0070
  article-title: Interpolation in the limit of increasingly flat radial basis functions
  publication-title: Comput. Math. Appl.
– volume: 25
  start-page: 99
  year: 2008
  end-page: 113
  ident: br0380
  article-title: Application of local MQ-DQ method to solve 3D incompressible viscous flows with curved boundary
  publication-title: Comput. Model. Eng. Sci.
– volume: 230
  start-page: 2270
  year: 2011
  end-page: 2285
  ident: br0180
  article-title: Stabilization of RBF-generated finite difference methods for convective PDEs
  publication-title: J. Comput. Phys.
– volume: 65
  start-page: 627
  year: 2013
  end-page: 637
  ident: br0190
  article-title: Stable calculation of Gaussian-based RBF-FD stencils
  publication-title: Comput. Math. Appl.
– volume: 91
  start-page: 1986
  year: 2014
  end-page: 2009
  ident: br0280
  article-title: Hexagonal grid methods with applications to partial differential equations
  publication-title: Int. J. Comput. Math.
– volume: 227
  start-page: 3849
  year: 2008
  end-page: 3877
  ident: br0210
  article-title: A study of spectral element and discontinuous Galerkin methods for the Navier–Stokes equations in nonhydrostatic mesoscale atmospheric modeling: equation sets and test cases
  publication-title: J. Comput. Phys.
– volume: vol. 17
  year: 2005
  ident: br0460
  article-title: Scattered Data Approximation
  publication-title: Cambridge Monographs on Applied and Computational Mathematics
– volume: 58
  start-page: 2072
  year: 2001
  end-page: 2102
  ident: br0320
  article-title: A dynamic and thermodynamic foundation for modeling the moist atmosphere with parameterized microphysics
  publication-title: J. Atmos. Sci.
– volume: 21
  start-page: 293
  year: 2005
  end-page: 317
  ident: br0360
  article-title: Multivariate interpolation by polynomials and radial basis functions
  publication-title: Constr. Approx.
– volume: 24
  start-page: 22412250
  year: 2006
  ident: br0400
  article-title: Positive-definite and monotonic limiters for unrestricted-time-step transport schemes
  publication-title: Mon. Weather Rev.
– volume: 1
  start-page: 54
  year: 1994
  end-page: 69
  ident: br0140
  article-title: Near optimal parameter selection for multiquadric interpolation
  publication-title: J. Appl. Sci. Comput.
– volume: 36
  start-page: 220
  year: 2012
  ident: 10.1016/j.jcp.2016.02.078_br0050
  article-title: Multiquadric and its shape parameter – a numerical investigation of error estimate, condition number, and round-off error by arbitrary precision computation
  publication-title: Eng. Anal. Bound. Elem.
  doi: 10.1016/j.enganabound.2011.07.008
– year: 2016
  ident: 10.1016/j.jcp.2016.02.078_br0120
  article-title: On the role of polynomials in RBF-FD approximations: interpolation and accuracy
  publication-title: JCP
– volume: 230
  start-page: 1567
  year: 2011
  ident: 10.1016/j.jcp.2016.02.078_br0310
  article-title: A low communication and large time step explicit finite-volume solver for non-hydrostatic atmospheric dynamics
  publication-title: J. Comput. Phys.
  doi: 10.1016/j.jcp.2010.11.022
– volume: 62
  start-page: 2143
  year: 2011
  ident: 10.1016/j.jcp.2016.02.078_br0060
  article-title: On the optimal shape parameter for Gaussian radial basis function finite difference approximation of the Poisson equation
  publication-title: Comput. Math. Appl.
  doi: 10.1016/j.camwa.2011.06.037
– volume: 48
  start-page: 527
  issue: 4
  year: 1991
  ident: 10.1016/j.jcp.2016.02.078_br0220
  article-title: Cloud-environment interface instability: rising thermal calculations in two spatial dimensions
  publication-title: Mon. Weather Rev.
– volume: 227
  start-page: 5160
  issue: 10
  year: 2008
  ident: 10.1016/j.jcp.2016.02.078_br0030
  article-title: Selective monotonicity preservation in scalar advection
  publication-title: J. Comput. Phys.
  doi: 10.1016/j.jcp.2008.01.043
– volume: 228
  start-page: 4606
  year: 2009
  ident: 10.1016/j.jcp.2016.02.078_br0420
  article-title: The use of PDE centers in the local RBF Hermitean method for 3D convective-diffusion problems
  publication-title: J. Comput. Phys.
  doi: 10.1016/j.jcp.2009.03.025
– year: 1985
  ident: 10.1016/j.jcp.2016.02.078_br0440
– volume: 231
  start-page: 4078
  year: 2012
  ident: 10.1016/j.jcp.2016.02.078_br0130
  article-title: A guide to RBF-generated finite differences for nonlinear transport: shallow water simulations on a sphere
  publication-title: J. Comput. Phys.
  doi: 10.1016/j.jcp.2012.01.028
– volume: vol. 145
  start-page: 153
  year: 2003
  ident: 10.1016/j.jcp.2016.02.078_br0250
  article-title: On the approximation order and numerical stability of local Lagrange interpolation by polyharmonic splines
– volume: 33
  start-page: 627
  year: 1996
  ident: 10.1016/j.jcp.2016.02.078_br0290
  article-title: High-resolution conservative algorithms for advection in incompressible flow
  publication-title: SIAM J. Numer. Anal.
  doi: 10.1137/0733033
– year: 1960
  ident: 10.1016/j.jcp.2016.02.078_br0300
– volume: 21
  start-page: 293
  year: 2005
  ident: 10.1016/j.jcp.2016.02.078_br0360
  article-title: Multivariate interpolation by polynomials and radial basis functions
  publication-title: Constr. Approx.
  doi: 10.1007/s00365-004-0585-2
– volume: vol. 37
  year: 2004
  ident: 10.1016/j.jcp.2016.02.078_br0260
  article-title: Multiresolution Methods in Scattered Data Modelling
– year: 2013
  ident: 10.1016/j.jcp.2016.02.078_br0230
  article-title: Hexagonal vs. rectilinear grids for explicit finite difference schemes for the two-dimensional wave equation
  doi: 10.1121/1.4800308
– volume: 43
  start-page: 413
  year: 2002
  ident: 10.1016/j.jcp.2016.02.078_br0070
  article-title: Interpolation in the limit of increasingly flat radial basis functions
  publication-title: Comput. Math. Appl.
  doi: 10.1016/S0898-1221(01)00295-4
– volume: vol. 21
  start-page: 85
  year: 1977
  ident: 10.1016/j.jcp.2016.02.078_br0080
  article-title: Splines minimizing rotation-invariant semi-norms in Sobolev space
– year: 2015
  ident: 10.1016/j.jcp.2016.02.078_br0170
– start-page: 105
  year: 1992
  ident: 10.1016/j.jcp.2016.02.078_br0330
  article-title: The theory of radial basis function approximation in 1990
– volume: 4
  start-page: 389
  year: 1995
  ident: 10.1016/j.jcp.2016.02.078_br0450
  article-title: Piecewise polynomial, positive definite and compactly supported radial functions of minimal degree
  publication-title: Adv. Comput. Math.
  doi: 10.1007/BF02123482
– volume: 65
  start-page: 627
  year: 2013
  ident: 10.1016/j.jcp.2016.02.078_br0190
  article-title: Stable calculation of Gaussian-based RBF-FD stencils
  publication-title: Comput. Math. Appl.
  doi: 10.1016/j.camwa.2012.11.006
– volume: 230
  start-page: 7384
  year: 2011
  ident: 10.1016/j.jcp.2016.02.078_br0020
  article-title: Optimal constant shape parameter for multiquadric based RBF-FD method
  publication-title: J. Comput. Phys.
  doi: 10.1016/j.jcp.2011.06.005
– volume: 35
  start-page: A2096
  year: 2013
  ident: 10.1016/j.jcp.2016.02.078_br0270
  article-title: Stable computation of differentiation matrices and scattered node stencils based on Gaussian radial basis functions
  publication-title: SIAM J. Sci. Comput.
  doi: 10.1137/120899108
– volume: 50
  start-page: 1865
  year: 1993
  ident: 10.1016/j.jcp.2016.02.078_br0340
  article-title: Bubble convection experiments with a semi-implicit formulation of the Euler equations
  publication-title: J. Atmos. Sci.
  doi: 10.1175/1520-0469(1993)050<1865:BCEWAS>2.0.CO;2
– volume: 69
  start-page: 531
  year: 2015
  ident: 10.1016/j.jcp.2016.02.078_br0160
  article-title: Fast generation of 2-D node distributions for mesh-free PDE discretizations
  publication-title: Comput. Math. Appl.
  doi: 10.1016/j.camwa.2015.01.009
– volume: 1
  start-page: 615
  year: 2009
  ident: 10.1016/j.jcp.2016.02.078_br0390
  article-title: Multiquadric finite difference (MQ-FD) method and its application
  publication-title: Adv. Appl. Math. Mech.
  doi: 10.4208/aamm.09-m0942
– volume: 231
  start-page: 7133
  year: 2012
  ident: 10.1016/j.jcp.2016.02.078_br0040
  article-title: Solution to PDEs using radial basis function finite-differences (RBF-FD) on multiple GPUs
  publication-title: J. Comput. Phys.
  doi: 10.1016/j.jcp.2012.06.030
– ident: 10.1016/j.jcp.2016.02.078_br0010
– volume: 17
  start-page: 1
  year: 1993
  ident: 10.1016/j.jcp.2016.02.078_br0430
  article-title: Numerical solutions of a nonlinear density current: a benchmark solution and comparisons
  publication-title: Int. J. Numer. Methods Fluids
  doi: 10.1002/fld.1650170103
– volume: 47
  start-page: 37
  year: 2004
  ident: 10.1016/j.jcp.2016.02.078_br0200
  article-title: Some observations regarding interpolants in the limit of flat radial basis functions
  publication-title: Comput. Math. Appl.
  doi: 10.1016/S0898-1221(04)90004-1
– volume: 3
  start-page: 251
  year: 1995
  ident: 10.1016/j.jcp.2016.02.078_br0350
  article-title: Error estimates and condition numbers for radial basis function interpolants
  publication-title: Adv. Comput. Math.
  doi: 10.1007/BF02432002
– volume: 14
  start-page: 593
  year: 2001
  ident: 10.1016/j.jcp.2016.02.078_br0090
  article-title: An explicit finite differences scheme over hexagonal tessellation
  publication-title: Appl. Math. Lett.
  doi: 10.1016/S0893-9659(00)00199-3
– volume: 25
  start-page: 99
  year: 2008
  ident: 10.1016/j.jcp.2016.02.078_br0380
  article-title: Application of local MQ-DQ method to solve 3D incompressible viscous flows with curved boundary
  publication-title: Comput. Model. Eng. Sci.
– volume: 130
  start-page: 2088
  year: 2002
  ident: 10.1016/j.jcp.2016.02.078_br0470
  article-title: Time-splitting methods for elastic models using forward time schemes
  publication-title: Mon. Weather Rev.
  doi: 10.1175/1520-0493(2002)130<2088:TSMFEM>2.0.CO;2
– volume: 31
  start-page: 614
  year: 2007
  ident: 10.1016/j.jcp.2016.02.078_br0240
  article-title: Error estimate, optimal shape factor, and high precision computation of multiquadric collocation method
  publication-title: Eng. Anal. Bound. Elem.
  doi: 10.1016/j.enganabound.2006.11.011
– volume: 34
  start-page: 105
  year: 2011
  ident: 10.1016/j.jcp.2016.02.078_br0370
  article-title: An alternative procedure for selecting a good value for the parameter c in RBF-interpolation
  publication-title: Adv. Comput. Math.
  doi: 10.1007/s10444-010-9146-3
– volume: 24
  start-page: 22412250
  year: 2006
  ident: 10.1016/j.jcp.2016.02.078_br0400
  article-title: Positive-definite and monotonic limiters for unrestricted-time-step transport schemes
  publication-title: Mon. Weather Rev.
– volume: 230
  start-page: 2270
  year: 2011
  ident: 10.1016/j.jcp.2016.02.078_br0180
  article-title: Stabilization of RBF-generated finite difference methods for convective PDEs
  publication-title: J. Comput. Phys.
  doi: 10.1016/j.jcp.2010.12.014
– volume: 1
  start-page: 54
  year: 1994
  ident: 10.1016/j.jcp.2016.02.078_br0140
  article-title: Near optimal parameter selection for multiquadric interpolation
  publication-title: J. Appl. Sci. Comput.
– volume: 91
  start-page: 1986
  year: 2014
  ident: 10.1016/j.jcp.2016.02.078_br0280
  article-title: Hexagonal grid methods with applications to partial differential equations
  publication-title: Int. J. Comput. Math.
  doi: 10.1080/00207160.2013.864392
– volume: 58
  start-page: 2072
  year: 2001
  ident: 10.1016/j.jcp.2016.02.078_br0320
  article-title: A dynamic and thermodynamic foundation for modeling the moist atmosphere with parameterized microphysics
  publication-title: J. Atmos. Sci.
  doi: 10.1175/1520-0469(2001)058<2073:ADATFF>2.0.CO;2
– volume: vol. 17
  year: 2005
  ident: 10.1016/j.jcp.2016.02.078_br0460
  article-title: Scattered Data Approximation
– volume: 45
  start-page: 345
  year: 2007
  ident: 10.1016/j.jcp.2016.02.078_br0110
  article-title: On choosing “optimal” shape parameters for RBF approximation
  publication-title: Numer. Algorithms
  doi: 10.1007/s11075-007-9072-8
– volume: vol. 6
  year: 2007
  ident: 10.1016/j.jcp.2016.02.078_br0100
  article-title: Meshfree Approximation Methods with MATLAB
– volume: 43
  start-page: 473
  year: 2002
  ident: 10.1016/j.jcp.2016.02.078_br0150
  article-title: Observations on the behavior of radial basis functions near boundaries
  publication-title: Comput. Math. Appl.
  doi: 10.1016/S0898-1221(01)00299-1
– volume: 227
  start-page: 3849
  year: 2008
  ident: 10.1016/j.jcp.2016.02.078_br0210
  article-title: A study of spectral element and discontinuous Galerkin methods for the Navier–Stokes equations in nonhydrostatic mesoscale atmospheric modeling: equation sets and test cases
  publication-title: J. Comput. Phys.
  doi: 10.1016/j.jcp.2007.12.009
– volume: 227
  start-page: 3465
  year: 2008
  ident: 10.1016/j.jcp.2016.02.078_br0410
  article-title: A time-split nonhydrostatic atmospheric model for weather research and forecasting applications
  publication-title: J. Inst. Math. Appl.
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Snippet Polynomials are used together with polyharmonic spline (PHS) radial basis functions (RBFs) to create local RBF-finite-difference (RBF-FD) weights on different...
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StartPage 39
SubjectTerms Finite differences
Inclusions
Mathematical analysis
Mathematical models
Matlab
Navier-Stokes equations
Navier–Stokes
Polynomials
Radial basis function
Radial basis functions
RBF-FD
Splines
Tuning
Title Enhancing finite differences with radial basis functions: Experiments on the Navier–Stokes equations
URI https://dx.doi.org/10.1016/j.jcp.2016.02.078
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Volume 316
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