On Discretization of Second-order Derivatives in Smoothed Particle Hydrodynamics
Discretization of spatial derivatives is an important
issue in meshfree methods especially when the derivative terms
contain non-linear coefficients. In this paper, various methods used
for discretization of second-order spatial derivatives are investigated
in the context of Smoothed Particle Hydrodynamics. Three popular
forms (i.e. "double summation", "second-order kernel derivation",
and "difference scheme") are studied using one-dimensional unsteady
heat conduction equation. To assess these schemes, transient response
to a step function initial condition is considered. Due to parabolic
nature of the heat equation, one can expect smooth and monotone
solutions. It is shown, however in this paper, that regardless of
the type of kernel function used and the size of smoothing radius,
the double summation discretization form leads to non-physical
oscillations which persist in the solution. Also, results show that when
a second-order kernel derivative is used, a high-order kernel function
shall be employed in such a way that the distance of inflection
point from origin in the kernel function be less than the nearest
particle distance. Otherwise, solutions may exhibit oscillations near
discontinuities unlike the "difference scheme" which unconditionally
produces monotone results.
[1] L. Lucy, "A numerical approach to the testing of fission hypothesis,"
Astrophysical Journal, vol. 82, pp. 1013-1020, 1977.
[2] R. Gingold and J. Monaghan, "Smoothed particle hydrodynamics:
Theory and application to nonspherical stars," Astrophysical Journal,
vol. 181, pp. 275-389, 1977.
[3] ÔÇöÔÇö, "Kernel estimates as a basis for general particle methods in
hydrodynamics," Journal of Computational Physics, vol. 46, pp. 429-
453, 1982.
[4] J. Monaghan, "Simulating free surface flows with sph," Journal of
Computational Physics, vol. 110, pp. 399-406, 1994.
[5] H. Takeda, S. Miyama, and M. Sekiya, "Numerical simulation of viscous
flow by smoothed particle hydrodynamics," Progress of Theoretical
Physics, vol. 92, no. 5, pp. 939-960, 1994.
[6] J. Morris, P. Fox, and Y. Zhu, "Modeling low reynolds number incompressible
flows using sph," Journal of Computational Physics, vol. 136,
no. 1, pp. 214-226, 1997.
[7] J. Monaghan, "Smoothed particle hydrodynamics," Reports on Progress
in Physics, vol. 68, pp. 1703-1759, 2005.
[8] O. Flebbe, S. Munzel, H. Herold, H. Riffert, and H. Ruder, "Smoothed
particle hydrodynamics-physical viscosity and the simulation of accretion
disks," The Astrophysical Journal, vol. 431, pp. 214-226, 1994.
[9] S. Watkins, A. Bhattal, N. Francis, T. J.A., and Whitworth, "A new prescription
for viscosity in smoothed particle hydrodynamics," Astronomy
and Astrophysics, vol. 119, pp. 177-187, 1996.
[10] J. Jeong, M. Jhon, J. Halow, and J. van Osdol, "Smoothed particle
hydrodynamics: Applications to heat conduction," Computer Physics
Communications, vol. 153, no. 1, pp. 71-84, 2003.
[11] J. Bonet and T. Lok, "Variational and momentum preservation aspects
of Smooth Particle Hydrodynamic formulations," Computer Methods in
Applied Mechanics and Engineering, vol. 180, no. 1-2, pp. 97-115,
1999.
[12] S. Nugent and H. Posch, "Liquid drops and surface tension with
smoothed particle applied mechanics," Physical Review E, vol. 62, no. 4,
pp. 4968-4975, 2000.
[13] J. Bonet, S. Kulasegaram, M. Rodriguez-Paz, and M. Profit, "Variational
formulation for the smooth particle hydrodynamics (SPH) simulation of
fluid and solid problems," Computer Methods in Applied Mechanics and
Engineering, vol. 193, no. 12-14, pp. 1245-1256, 2004.
[14] Y. Mele'an, L. Sigalotti, and A. Hasmy, "On the SPH tensile instability
in forming viscous liquid drops," Computer Physics Communications,
vol. 157, no. 3, pp. 191-200, 2004.
[15] H. L'opez and L. Sigalotti, "Oscillation of viscous drops with smoothed
particle hydrodynamics," Physical Review E, vol. 73, no. 5, p. 51201,
2006.
[16] A. Chaniotis, D. Poulikakos, and P. Kououtsakos, "Remeshed smoothed
particle hydrodynamics for the simulations of viscous and heat conducting
flows," Journal of Computational Physics, vol. 182, pp. 67-90,
2002.
[17] P. Cleary, "Modelling confined multi-material heat and mass flows using
sph," Applied Mathematical Modelling, vol. 22, pp. 981-993, 1998.
[18] J. Monaghan and J. Lattanzio, "A refined particle method for astrophysical
problems," Astronomy and Astrophysics, vol. 149, no. 1, pp.
135-143, 1985.
[19] I. Schoenberg, "Contributions to the problem of approximation of
equidistant data by analytic functions. Part A - On the problem of
smoothing or graduation. A first class of analytic approximation formulas,"
Quarterly of Applied Mathematics, vol. 4, pp. 45-99, 1946.
[1] L. Lucy, "A numerical approach to the testing of fission hypothesis,"
Astrophysical Journal, vol. 82, pp. 1013-1020, 1977.
[2] R. Gingold and J. Monaghan, "Smoothed particle hydrodynamics:
Theory and application to nonspherical stars," Astrophysical Journal,
vol. 181, pp. 275-389, 1977.
[3] ÔÇöÔÇö, "Kernel estimates as a basis for general particle methods in
hydrodynamics," Journal of Computational Physics, vol. 46, pp. 429-
453, 1982.
[4] J. Monaghan, "Simulating free surface flows with sph," Journal of
Computational Physics, vol. 110, pp. 399-406, 1994.
[5] H. Takeda, S. Miyama, and M. Sekiya, "Numerical simulation of viscous
flow by smoothed particle hydrodynamics," Progress of Theoretical
Physics, vol. 92, no. 5, pp. 939-960, 1994.
[6] J. Morris, P. Fox, and Y. Zhu, "Modeling low reynolds number incompressible
flows using sph," Journal of Computational Physics, vol. 136,
no. 1, pp. 214-226, 1997.
[7] J. Monaghan, "Smoothed particle hydrodynamics," Reports on Progress
in Physics, vol. 68, pp. 1703-1759, 2005.
[8] O. Flebbe, S. Munzel, H. Herold, H. Riffert, and H. Ruder, "Smoothed
particle hydrodynamics-physical viscosity and the simulation of accretion
disks," The Astrophysical Journal, vol. 431, pp. 214-226, 1994.
[9] S. Watkins, A. Bhattal, N. Francis, T. J.A., and Whitworth, "A new prescription
for viscosity in smoothed particle hydrodynamics," Astronomy
and Astrophysics, vol. 119, pp. 177-187, 1996.
[10] J. Jeong, M. Jhon, J. Halow, and J. van Osdol, "Smoothed particle
hydrodynamics: Applications to heat conduction," Computer Physics
Communications, vol. 153, no. 1, pp. 71-84, 2003.
[11] J. Bonet and T. Lok, "Variational and momentum preservation aspects
of Smooth Particle Hydrodynamic formulations," Computer Methods in
Applied Mechanics and Engineering, vol. 180, no. 1-2, pp. 97-115,
1999.
[12] S. Nugent and H. Posch, "Liquid drops and surface tension with
smoothed particle applied mechanics," Physical Review E, vol. 62, no. 4,
pp. 4968-4975, 2000.
[13] J. Bonet, S. Kulasegaram, M. Rodriguez-Paz, and M. Profit, "Variational
formulation for the smooth particle hydrodynamics (SPH) simulation of
fluid and solid problems," Computer Methods in Applied Mechanics and
Engineering, vol. 193, no. 12-14, pp. 1245-1256, 2004.
[14] Y. Mele'an, L. Sigalotti, and A. Hasmy, "On the SPH tensile instability
in forming viscous liquid drops," Computer Physics Communications,
vol. 157, no. 3, pp. 191-200, 2004.
[15] H. L'opez and L. Sigalotti, "Oscillation of viscous drops with smoothed
particle hydrodynamics," Physical Review E, vol. 73, no. 5, p. 51201,
2006.
[16] A. Chaniotis, D. Poulikakos, and P. Kououtsakos, "Remeshed smoothed
particle hydrodynamics for the simulations of viscous and heat conducting
flows," Journal of Computational Physics, vol. 182, pp. 67-90,
2002.
[17] P. Cleary, "Modelling confined multi-material heat and mass flows using
sph," Applied Mathematical Modelling, vol. 22, pp. 981-993, 1998.
[18] J. Monaghan and J. Lattanzio, "A refined particle method for astrophysical
problems," Astronomy and Astrophysics, vol. 149, no. 1, pp.
135-143, 1985.
[19] I. Schoenberg, "Contributions to the problem of approximation of
equidistant data by analytic functions. Part A - On the problem of
smoothing or graduation. A first class of analytic approximation formulas,"
Quarterly of Applied Mathematics, vol. 4, pp. 45-99, 1946.
@article{"International Journal of Mechanical, Industrial and Aerospace Sciences:63881", author = "R. Fatehi and M.A. Fayazbakhsh and M.T. Manzari", title = "On Discretization of Second-order Derivatives in Smoothed Particle Hydrodynamics", abstract = "Discretization of spatial derivatives is an important
issue in meshfree methods especially when the derivative terms
contain non-linear coefficients. In this paper, various methods used
for discretization of second-order spatial derivatives are investigated
in the context of Smoothed Particle Hydrodynamics. Three popular
forms (i.e. "double summation", "second-order kernel derivation",
and "difference scheme") are studied using one-dimensional unsteady
heat conduction equation. To assess these schemes, transient response
to a step function initial condition is considered. Due to parabolic
nature of the heat equation, one can expect smooth and monotone
solutions. It is shown, however in this paper, that regardless of
the type of kernel function used and the size of smoothing radius,
the double summation discretization form leads to non-physical
oscillations which persist in the solution. Also, results show that when
a second-order kernel derivative is used, a high-order kernel function
shall be employed in such a way that the distance of inflection
point from origin in the kernel function be less than the nearest
particle distance. Otherwise, solutions may exhibit oscillations near
discontinuities unlike the "difference scheme" which unconditionally
produces monotone results.", keywords = "Heat conduction, Meshfree methods, Smoothed ParticleHydrodynamics (SPH), Second-order derivatives.", volume = "2", number = "4", pages = "533-4", }