Figure 1.

Figure 2.

Figure 3.

Figure 4.

Figure 5.

Figure 6.

Particles’ material parameters
| Parameter | Value |
|---|---|
| Density (bulk density) (kg/m3) | 2900 (1740) |
| Young's modulus (MPa) | 45 |
| Poisson's ratio (-) | 0.5 |
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 |
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 |
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 |
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 |
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 |