Analytical study of the accuracy of discrete element simulations
File(s)Hanley_OSullivan_2016_Int_J_Num_Met_Eng.pdf (999.58 KB)
Accepted version
Author(s)
Hanley, KJ
O'Sullivan, C
Type
Journal Article
Abstract
The numerical errors in idealised discrete element method (DEM) simulations are investigated analytically
by comparing energy balances applied at the beginning and end of one time-step. This study focuses on
the second-order velocity-Verlet integration scheme due to its widespread implementation in DEM codes.
The commercial DEM software PFC2D was used to verify the correctness of key results. The truncation
errors, which are larger than the round-off errors by orders of magnitude, have a superlinear relationship
with both the simulation time-step and the interparticle collision speed. This remains the case regardless
of simulation details including the chosen contact model, particle size distribution, particle density or
stiffness. Hence, the total errors can usually be reduced by choosing a smaller time-step. Increasing the
polydispersity in a simulation by including smaller particles necessitates choosing a smaller time-step to
maintain simulation stability and reduces the truncation errors in most cases. The truncation errors are
increased by the dissipation of energy by frictional sliding or by the inclusion of damping in the system.
The number of contacts affects the accuracy and one can deduce that because 2D simulations contain
fewer interparticle contacts than the equivalent 3D simulations, they therefore have lower accrued simulation
errors.
by comparing energy balances applied at the beginning and end of one time-step. This study focuses on
the second-order velocity-Verlet integration scheme due to its widespread implementation in DEM codes.
The commercial DEM software PFC2D was used to verify the correctness of key results. The truncation
errors, which are larger than the round-off errors by orders of magnitude, have a superlinear relationship
with both the simulation time-step and the interparticle collision speed. This remains the case regardless
of simulation details including the chosen contact model, particle size distribution, particle density or
stiffness. Hence, the total errors can usually be reduced by choosing a smaller time-step. Increasing the
polydispersity in a simulation by including smaller particles necessitates choosing a smaller time-step to
maintain simulation stability and reduces the truncation errors in most cases. The truncation errors are
increased by the dissipation of energy by frictional sliding or by the inclusion of damping in the system.
The number of contacts affects the accuracy and one can deduce that because 2D simulations contain
fewer interparticle contacts than the equivalent 3D simulations, they therefore have lower accrued simulation
errors.
Date Issued
2016-05-05
Date Acceptance
2016-03-31
Citation
International Journal for Numerical Methods in Engineering, 2016, 109 (1), pp.29-51
ISSN
1097-0207
Publisher
Wiley
Start Page
29
End Page
51
Journal / Book Title
International Journal for Numerical Methods in Engineering
Volume
109
Issue
1
Copyright Statement
© 2016 John Wiley & Sons, Ltd. This is the accepted version of the following article, which has been published in final form at http://onlinelibrary.wiley.com/doi/10.1002/nme.5275/abstract
Subjects
Science & Technology
Technology
Physical Sciences
Engineering, Multidisciplinary
Mathematics, Interdisciplinary Applications
Engineering
Mathematics
validation
discrete element method
granular media
particle methods
time integration
explicit
TIME INTEGRATION SCHEME
CONTACT-FORCE MODELS
NUMERICAL SIMULATIONS
GRANULAR ASSEMBLIES
MOLECULAR-DYNAMICS
PARTICLE-SYSTEMS
DEM SIMULATION
ALGORITHMS
BEHAVIOR
VALIDATION
09 Engineering
Applied Mathematics
Publication Status
Published