
Figure 1.
Geometrical setup for the DEM repose angle test in three views

Figure 2.
Subsequent steps of the repose angle test
Table 1.
Particles’ material parameters
| Parameter | Value |
|---|---|
| Density (bulk density) (kg/m3) | 2900 (1740) |
| Young's modulus (MPa) | 45 |
| Poisson's ratio (-) | 0.5 |

Figure 3.
Example of the 3D DEM obtained pile (A), averaged particles pile (B), and the result of the angle of repose evaluation (C)
Table 2.
Materials’ interaction parameters used in the grain size and contact model analyses
| Parameter | Particle–particle | Particle–boundary |
|---|---|---|
| Static friction (−) | 0.7 | 0.7 |
| Dynamic friction (−) | 0.7 | 0.7 |
| Tangential stiffness ratio (−) | 1 | 1 |
| Adhesive distance (m) | 0.0001 | 0.0001 |
| Force fraction (−) | 0.2 | 0 |
| Restitution coefficient (−) | 0.2 | 0.3 |

Figure 4.
Angle of repose versus particle size (left) and computational time versus particle size (right) diagrams from the simulation results

Figure 5.
Morris plot of the repose angle. The diagram shows that the rolling resistance is the most important factor with a significant linear correlation with the repose angle.
Table 3.
AR for different DEM contact models
| Tangential forces models | Normal forces models | ||
|---|---|---|---|
| Hertzian spring dashpot | Linear spring dashpot | Hysteretic linear spring | |
| Mindlin–Deresiewicz | 42.58 | - | - |
| Linear spring Coulomb limit | 43.00 | 45.03 | 41.40 |
[i] The AR values are expressed in degrees.
Table 4.
Computation time for different DEM contact models
| Tangential forces models | Normal forces models | ||
|---|---|---|---|
| Hertzian spring dashpot | Linear spring dashpot | Hysteretic linear spring | |
| Mindlin–Deresiewicz | 117.73 | - | - |
| Linear spring Coulomb limit | 122.93 | 181.41 | 237.09 |
[i] The CPU time is in min.
Table 5.
Ranges of variability of the contact model parameters used in the sensitivity analysis
| Parameter | Lower limit | Upper limit | |
|---|---|---|---|
| p1 | Friction coefficient (f) | 0.2 | 0.5 |
| p2 | Adhesive distance (δadh) | 0.0005 | 0.0015 |
| p3 | Force fraction (fadh) | 0.1 | 0.4 |
| p4 | Restitution coefficient (ɛ) | 0.1 | 0.4 |
| p5 | Rolling resistance (fr) | 0.2 | 0.8 |
| p6 | Tangential stiffness ratio (rK) | 0.2 | 1.0 |

Figure 6.
Morris plot of the simulation time. The diagram shows that the adhesive distance is the predominant factor on the simulation time.
Table 7.
Sensitivity analysis results
| Friction coefficient | Adhesive distance (m) | Force fraction | Restitution coefficient | Rolling resistance | Tangential stiffness ratio | Angle of repose (deg) |
|---|---|---|---|---|---|---|
| 0.2 | 0.0011 | 0.16 | 0.34 | 0.32 | 0.52 | 33.84 |
| 0.2 | 0.0011 | 0.16 | 0.34 | 0.32 | 1 | 34.45 |
| 0.8 | 0.0005 | 0.16 | 0.22 | 0.2 | 0.2 | 35.88 |
| 0.2 | 0.0005 | 0.4 | 0.16 | 0.68 | 0.68 | 36.42 |
| 0.2 | 0.0009 | 0.28 | 0.28 | 0.68 | 0.36 | 37.40 |
| 0.2 | 0.0005 | 0.22 | 0.34 | 0.68 | 0.68 | 37.40 |
| 0.2 | 0.0011 | 0.16 | 0.34 | 0.68 | 0.52 | 37.87 |
| 0.2 | 0.0005 | 0.4 | 0.34 | 0.68 | 0.68 | 38.47 |
| 0.2 | 0.0015 | 0.1 | 0.1 | 0.68 | 0.84 | 38.47 |
| 0.8 | 0.0011 | 0.16 | 0.22 | 0.2 | 0.2 | 38.69 |
| 0.44 | 0.0005 | 0.22 | 0.22 | 0.32 | 0.52 | 39.97 |
| 0.8 | 0.0011 | 0.16 | 0.22 | 0.2 | 0.68 | 40.73 |
| 0.44 | 0.0005 | 0.22 | 0.22 | 0.32 | 1 | 41.63 |
| 0.56 | 0.0009 | 0.28 | 0.28 | 0.32 | 0.36 | 41.63 |
| 0.32 | 0.0011 | 0.4 | 0.22 | 0.2 | 0.68 | 41.86 |
| 0.2 | 0.0011 | 0.4 | 0.16 | 0.68 | 0.68 | 42.43 |
| 0.32 | 0.0011 | 0.4 | 0.22 | 0.2 | 0.2 | 42.55 |
| 0.32 | 0.0011 | 0.4 | 0.4 | 0.2 | 0.68 | 42.99 |
| 0.44 | 0.0005 | 0.4 | 0.22 | 0.32 | 1 | 43.69 |
| 0.8 | 0.0005 | 0.4 | 0.22 | 0.32 | 1 | 44.26 |
| 0.44 | 0.0011 | 0.22 | 0.22 | 0.32 | 0.52 | 45.72 |
| 0.2 | 0.0015 | 0.28 | 0.1 | 0.68 | 0.84 | 46.94 |
| 0.8 | 0.0005 | 0.34 | 0.4 | 0.56 | 0.2 | 47.00 |
| 0.2 | 0.0015 | 0.28 | 0.28 | 0.68 | 0.84 | 47.20 |
| 0.2 | 0.0015 | 0.28 | 0.28 | 0.68 | 0.36 | 47.54 |
| 0.68 | 0.0011 | 0.4 | 0.4 | 0.56 | 0.68 | 47.95 |
| 0.44 | 0.0005 | 0.34 | 0.4 | 0.56 | 0.2 | 48.32 |
| 0.32 | 0.0011 | 0.4 | 0.4 | 0.56 | 0.68 | 48.56 |
| 0.56 | 0.0011 | 0.16 | 0.34 | 0.68 | 0.52 | 48.68 |
| 0.2 | 0.0015 | 0.4 | 0.34 | 0.44 | 0.36 | 49.37 |
| 0.68 | 0.0005 | 0.22 | 0.4 | 0.56 | 0.68 | 49.69 |
| 0.8 | 0.0005 | 0.16 | 0.22 | 0.56 | 0.2 | 49.86 |
| 0.56 | 0.0011 | 0.4 | 0.16 | 0.32 | 0.2 | 50.49 |
| 0.56 | 0.0009 | 0.4 | 0.16 | 0.44 | 0.84 | 51.93 |
| 0.56 | 0.0005 | 0.34 | 0.16 | 0.68 | 0.52 | 52.16 |
| 0.56 | 0.0015 | 0.4 | 0.34 | 0.44 | 0.84 | 52.42 |
| 0.56 | 0.0009 | 0.28 | 0.28 | 0.68 | 0.36 | 52.70 |
| 0.56 | 0.0009 | 0.22 | 0.16 | 0.8 | 0.84 | 53.48 |
| 0.8 | 0.0005 | 0.34 | 0.22 | 0.56 | 0.2 | 53.65 |
| 0.56 | 0.0009 | 0.4 | 0.34 | 0.44 | 0.84 | 54.97 |
| 0.8 | 0.0005 | 0.4 | 0.22 | 0.68 | 1 | 55.15 |
| 0.56 | 0.0009 | 0.4 | 0.16 | 0.8 | 0.84 | 57.67 |
| 0.56 | 0.0015 | 0.4 | 0.34 | 0.44 | 0.36 | 58.06 |
| 0.56 | 0.0011 | 0.16 | 0.16 | 0.68 | 0.52 | 59.11 |
| 0.68 | 0.0011 | 0.22 | 0.4 | 0.56 | 0.68 | 59.65 |
| 0.8 | 0.0005 | 0.4 | 0.4 | 0.68 | 1 | 61.26 |
| 0.56 | 0.0011 | 0.4 | 0.16 | 0.68 | 0.2 | 61.70 |
| 0.56 | 0.0011 | 0.4 | 0.16 | 0.68 | 0.68 | 63.71 |
| 0.56 | 0.0011 | 0.34 | 0.16 | 0.68 | 0.52 | 64.06 |