TY - GEN
T1 - Verification of an automated work flow for discrete element material parameter calibration
AU - Rackl, Michael
AU - Hanley, Kevin J.
AU - Günthner, Willibald A.
N1 - Publisher Copyright:
© Springer Science+Business Media Singapore 2017.
PY - 2017
Y1 - 2017
N2 - Identification of parameter values for discrete element method (DEM) material models is a major issue for realistic simulation of bulk materials. Choosing suitable parameter values is often done using trial and error in a disorganized manner, where efficiency largely depends on the experience of the DEM user. A methodical work flow, which is based on Latin hypercube sampling, Kriging and numerical optimization, was composed with open-source software. The calibrated DEM materials were subsequently validated against the physical data from measurements and the number of required DEM simulations was recorded to assess the effectiveness of the overall method. The simulation results were within a few percent of the desired experimental values after an average of 14 DEM runs. Disadvantageous boundary conditions, like a wide factor value range or the optimum being located at an edge, did not considerably influence the quality of the results.
AB - Identification of parameter values for discrete element method (DEM) material models is a major issue for realistic simulation of bulk materials. Choosing suitable parameter values is often done using trial and error in a disorganized manner, where efficiency largely depends on the experience of the DEM user. A methodical work flow, which is based on Latin hypercube sampling, Kriging and numerical optimization, was composed with open-source software. The calibrated DEM materials were subsequently validated against the physical data from measurements and the number of required DEM simulations was recorded to assess the effectiveness of the overall method. The simulation results were within a few percent of the desired experimental values after an average of 14 DEM runs. Disadvantageous boundary conditions, like a wide factor value range or the optimum being located at an edge, did not considerably influence the quality of the results.
UR - https://www.scopus.com/pages/publications/85007380144
U2 - 10.1007/978-981-10-1926-5_23
DO - 10.1007/978-981-10-1926-5_23
M3 - Conference contribution
AN - SCOPUS:85007380144
SN - 9789811019258
T3 - Springer Proceedings in Physics
SP - 201
EP - 208
BT - Proceedings of the 7th International Conference on Discrete Element Methods
A2 - Li, Xikui
A2 - Feng, Yuntian
A2 - Mustoe, Graham
PB - Springer Science and Business Media, LLC
T2 - 7th International Conference on Discrete Element Methods, DEM7 2016
Y2 - 1 August 2016 through 4 August 2016
ER -