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Numerical study of a stirred coffee roaster...Fast camera particle flow e. Power source Rice...

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Innovations for a better world. Numerical study of the flow of rice grains in a whitener Master project in industry Wenyi SONG, EPFL Innovations for a better world.
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Page 1: Numerical study of a stirred coffee roaster...Fast camera particle flow e. Power source Rice whitener project | Wenyi SONG | 2019-06-19 a b d c e 7 Numerical Setup Feature Setting

Innovations for a better world.

Numerical study of the flow

of rice grains in a whitenerMaster project in industry

Wenyi SONG, EPFL

Innovations for a better world.

Page 2: Numerical study of a stirred coffee roaster...Fast camera particle flow e. Power source Rice whitener project | Wenyi SONG | 2019-06-19 a b d c e 7 Numerical Setup Feature Setting

2

Who is Bühler?

Rice whitener project | Wenyi SONG | 2019-06-19

06:30 07:15

07:00 07:30

10:00

12:00

15:00

18:00

19:00

20:00

Page 3: Numerical study of a stirred coffee roaster...Fast camera particle flow e. Power source Rice whitener project | Wenyi SONG | 2019-06-19 a b d c e 7 Numerical Setup Feature Setting

3

The rice whitening process

Rice whitener project | Wenyi SONG | 2019-06-19

Typically 12% is the bran composition by weight in brown rice

https://www.chowhound.com/food-news/176585/whats-

the-difference-between-white-rice-and-brown-rice/

Page 4: Numerical study of a stirred coffee roaster...Fast camera particle flow e. Power source Rice whitener project | Wenyi SONG | 2019-06-19 a b d c e 7 Numerical Setup Feature Setting

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The rice whitener

• Capacity = 3500 to 8000 kg/h

• Tip-speed = 10.5 to 15 m/s (~700 rpm)

• Milling gap = 80% grain length (~10 mm)

Rice whitener project | Wenyi SONG | 2019-06-19

Page 5: Numerical study of a stirred coffee roaster...Fast camera particle flow e. Power source Rice whitener project | Wenyi SONG | 2019-06-19 a b d c e 7 Numerical Setup Feature Setting

5

Project roadmap

Experimental study

1. Spherical particles

2. Rice grains

Numerical study

1. Spherical particles

2. Polyhedron particles

Validation of model

1. Comparison of data:

• Global motion

• Particle velocity

• Bulk angle

• Torque

2. Determination of

simulation parameters:

• Friction coefficients

Model applied to

industrial machine

Useful information on

process:

• Flow behavior

• Stress distribution

• Correlation between

process result and

simulated stress

distribution

Goal

Effective bran removal &

decreased breakage rate

Rice whitener project | Wenyi SONG | 2019-06-19

Page 6: Numerical study of a stirred coffee roaster...Fast camera particle flow e. Power source Rice whitener project | Wenyi SONG | 2019-06-19 a b d c e 7 Numerical Setup Feature Setting

6

Experimental setup

a. Light source

b. Photo diode rotation speed

c. Couette cell

d. Fast camera particle flow

e. Power source

Rice whitener project | Wenyi SONG | 2019-06-19

a

b

d c

e

Page 7: Numerical study of a stirred coffee roaster...Fast camera particle flow e. Power source Rice whitener project | Wenyi SONG | 2019-06-19 a b d c e 7 Numerical Setup Feature Setting

7

Numerical Setup

Feature Setting

Number of particles 3531 spherical or

4733 rice-shaped

Weight of particles 71 g

Height of gap 5.4, 8.1, 8.4 cm

Number of corners 50

Rotational speed 210, 375, 425 rpm

Normal Force Hysteretic Linear Spring

Tangential Force Linear Spring Coulomb Limit

Hardware resources 16 cores & Quadro GV100

Rice whitener project | Wenyi SONG | 2019-06-19

Polyhedron

5.4, 8.1, 8.4 cm

Page 8: Numerical study of a stirred coffee roaster...Fast camera particle flow e. Power source Rice whitener project | Wenyi SONG | 2019-06-19 a b d c e 7 Numerical Setup Feature Setting

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Particle properties

Particle Density

[kg/m3]

Young’s modulus

[GPa]

Poisson ratio

[-]

POM* 1420 3.2 0.44

Rice grain** 1500 1 0.25

Interaction Particle - Particle Particle - Boundary

Static friction coef.** 0.28 0.3/0.5

Restitution coef.** 0.5 0.5

POM particles (d=3 mm)

Rice grains (l=6.7 mm, w=1.8 mm)

*Values from http://www.dmh.at/materials/product/42_pom400/ and Polymer Properties Database

**Values obtained from http://doi.org/10.1016/j.apt.2018.02.021

Rice whitener project | Wenyi SONG | 2019-06-19

Page 9: Numerical study of a stirred coffee roaster...Fast camera particle flow e. Power source Rice whitener project | Wenyi SONG | 2019-06-19 a b d c e 7 Numerical Setup Feature Setting

9

Results for POM particles

Global motion of POM particles

Rice whitener project | Wenyi SONG | 2019-06-19

Experiment, 375 rpm

Page 10: Numerical study of a stirred coffee roaster...Fast camera particle flow e. Power source Rice whitener project | Wenyi SONG | 2019-06-19 a b d c e 7 Numerical Setup Feature Setting

10

Results for POM particles

Flow pattern of POM particles

Rice whitener project | Wenyi SONG | 2019-06-19

Experiment, 375 rpm

Page 11: Numerical study of a stirred coffee roaster...Fast camera particle flow e. Power source Rice whitener project | Wenyi SONG | 2019-06-19 a b d c e 7 Numerical Setup Feature Setting

11

Results for POM particles

Particle trajectories

Rice whitener project | Wenyi SONG | 2019-06-19

Experiment, 375 rpm

Page 12: Numerical study of a stirred coffee roaster...Fast camera particle flow e. Power source Rice whitener project | Wenyi SONG | 2019-06-19 a b d c e 7 Numerical Setup Feature Setting

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Results for POM particles

Mean particle velocity at outer layer of the gap

Rice whitener project | Wenyi SONG | 2019-06-19

SimulationExperiment

Page 13: Numerical study of a stirred coffee roaster...Fast camera particle flow e. Power source Rice whitener project | Wenyi SONG | 2019-06-19 a b d c e 7 Numerical Setup Feature Setting

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Results for rice grains

Global motion of rice grains

Rice whitener project | Wenyi SONG | 2019-06-19

Experiment, 205 rpm

Page 14: Numerical study of a stirred coffee roaster...Fast camera particle flow e. Power source Rice whitener project | Wenyi SONG | 2019-06-19 a b d c e 7 Numerical Setup Feature Setting

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Results for rice grains

Profile of rice grains

Rice whitener project | Wenyi SONG | 2019-06-19

Slope: -0.73

Experiment, 205 rpm

Slope: -0.78

Simulation, 210 rpm

Page 15: Numerical study of a stirred coffee roaster...Fast camera particle flow e. Power source Rice whitener project | Wenyi SONG | 2019-06-19 a b d c e 7 Numerical Setup Feature Setting

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POM vs. rice grains

Normal and tangential contact forces from DEM

Rice whitener project | Wenyi SONG | 2019-06-19

Rice grainsSpherical POM

Page 16: Numerical study of a stirred coffee roaster...Fast camera particle flow e. Power source Rice whitener project | Wenyi SONG | 2019-06-19 a b d c e 7 Numerical Setup Feature Setting

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Results for rice grains

Normal and tangential collision velocity and stress from DEM

Rice whitener project | Wenyi SONG | 2019-06-19

Collision stressCollision velocity

Page 17: Numerical study of a stirred coffee roaster...Fast camera particle flow e. Power source Rice whitener project | Wenyi SONG | 2019-06-19 a b d c e 7 Numerical Setup Feature Setting

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Conclusion

• Several flow features of spherical particles and rice grains have been

successfully extracted and analysed, i.e.:

o Global flow patterns;

o Particle trajectories and velocities;

o Global particle-particle collision statistics.

• Experiment with simplified geometry acts as a calibration/validation

method for the DEM numerical model.

Rice whitener project | Wenyi SONG | 2019-06-19

Tangential stress

Page 18: Numerical study of a stirred coffee roaster...Fast camera particle flow e. Power source Rice whitener project | Wenyi SONG | 2019-06-19 a b d c e 7 Numerical Setup Feature Setting

18

Outlook

• With desktop experiment:

o Determine suitable parameters for the numerical simulation.

o Analyse the motion of rice grains.

o Analyse the contact force distribution of rice grains.

• With industrial machine:

o Study global flow behaviour of rice grains.

o Correlate simulated stress distributions with bran removal

efficiency observed in industry.

o Enable breakage model in the simulation.

o Propose suitable improvements of the process.

Rice whitener project | Wenyi SONG | 2019-06-19

Maximum Tangential Force

Page 19: Numerical study of a stirred coffee roaster...Fast camera particle flow e. Power source Rice whitener project | Wenyi SONG | 2019-06-19 a b d c e 7 Numerical Setup Feature Setting

Thank you for your attention.


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