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Simulation of Particulate Solids Handling Simulation of Particulate Solids Handling and Processing Operations Using the and Processing Operations Using the Discrete Element Method Discrete Element Method Discrete Element Method Discrete Element Method Dan Scharpf, Ph.D. DEM Solutions

Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

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Page 1: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

Simulation of Particulate Solids Handling Simulation of Particulate Solids Handling

and Processing Operations Using the and Processing Operations Using the

Discrete Element MethodDiscrete Element MethodDiscrete Element MethodDiscrete Element MethodDan Scharpf, Ph.D.

DEM Solutions

Page 2: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

OutlineOutline

• Company Profile

• What is the Discrete Element Method?

• EDEM Software Overview

• Applications

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

• Applications

• Summary

Page 3: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

Company ProfileCompany Profile

• Founded in 2003.

• Offices in Edinburgh, UK (HQ); Lebanon, NH, USA;

Frankfurt, Germany and Singapore.

• Provide software and support services for

application of DEM (Discrete Element Method).

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

application of DEM (Discrete Element Method).

• Developers of EDEMTM software for DEM

simulation and analysis.

• Partnership with leading CAE software vendors to

provide multi-disciplinary solutions with DEM.

Page 4: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

Offices and Channel PartnersOffices and Channel Partners

GermanyGermanyLebanon, NHLebanon, NH

Edinburgh (HQ)Edinburgh (HQ)

& London& London

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NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

SingaporeSingapore

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Page 5: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

OutlineOutline

• Company Profile

• What is the Discrete Element Method?

• EDEM Software Overview

• Applications

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

• Applications

• Summary

Page 6: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

Discrete Element Method (DEM)Discrete Element Method (DEM)

• Models the interaction of each

discrete object/element or

“particle” with:

– Other particles,

– Objects under kinematic control,

– Surrounding media and force fields

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

– Surrounding media and force fields

(fluid, electromagnetic).

• Accounts for particle size, shape

and mechanical properties

• Solves at the particle scale

• Computes the dynamics of each

object

Page 7: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

DEM Calculation CycleDEM Calculation Cycle

Track each

particle and

Detect contact

between elements

Calculate contact

forces on each particle

Calculate body

forces acting on

each particle:

Initialise

particles

and surface

geometry

elements

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

particle and

surface

geometry

element

each particle:

gravity, fluid drag,

electrostatic, …

Update particle

acceleration and

velocity

Update particle

and boundary

element positions

Page 8: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

BulkBulk--Scale Information from ParticleScale Information from Particle--

Scale DataScale Data

SegregationMixing dynamics

Granulation

Bulk

Residence time/

hold-up

Damage/attrition

Bridging

Uniformity of flow

Particle kinematics

Particle-particle contact forces

Particle size/mass/temperature

Particle

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

Heat transfer

Breakage

Granulation

Loads on

machinery

Mechanical energy

consumption

Damage/attrition

Mixing profile

Surface coating

Agglomeration

Erosion

Particle-boundary contact forces

New particle formation

EDEM results

Particle body forces: gravitational,

fluid, electro-magnetic

and more….

Page 9: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

Why Industry is Using DEMWhy Industry is Using DEM

Over 70% of industrial processes involve particles BUT

• The majority of particle handling and processing operations are empirically designed,

• Measurement and control of particulate systems is

Problem

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

• Measurement and control of particulate systems is

difficult and costly.

Causing:o High prototyping and test costs,

o Dependence on rule-of-thumb and operator experience,

o Low rate of design and process innovation.

Page 10: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

• The majority of particle handling and processing operations are empirically designed,

• Measurement and control of particulate systems is

difficult and costly.

Causing:

Problem

Why Industry is Using DEMWhy Industry is Using DEM

• DEM is the most accurate and computationally

efficient method for modelling particle processes.

• The price-performance of computer hardware now

enables cost effective application of DEM by industry.

Solution

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

Causing:o High prototyping and test costs,

o Dependence on rule-of-thumb and operator experience,

o Low rate of design and process innovation.

enables cost effective application of DEM by industry.

Providing:o Simulation of real-world processes,

o A tool for use in design and optimisation of particle handling

and processing operations,

o A means of modelling interactions between particles and

other media (fluids, structures, electromagnetic fields).

Page 11: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

• The majority of particle handling and processing operations are empirically designed,

• Measurement and control of particulate systems is

difficult and costly.

Causing:

Problem

• DEM is the most accurate and computationally

efficient method for modelling particle processes.

• The price-performance of computer hardware now

enables cost effective application of DEM by industry.

Solution

Why Industry is Using DEMWhy Industry is Using DEM

• Lower prototyping costs,

• Shorter design-cycle time,

Benefits

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

Causing:o High prototyping and test costs,

o Dependence on rule-of-thumb and operator experience,

o Low rate of design and process innovation.

enables cost effective application of DEM by industry.

Providing:o Simulation of real-world processes,

o A tool for use in design and optimisation of particle handling

and processing operations,

o A means of modelling interactions between particles and

other media (fluids, structures, electromagnetic fields).

• Shorter design-cycle time,

• Reduction in rework,

• Better product quality,

• Lower risk of system malfunction,

• Greater return on engineering resources,

• Improved understanding of product design and

process fundamentals.

Page 12: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

Expansion of the CAE MarketExpansion of the CAE Market

CAE

Software

Finite Element

Analysis

Computational

Fluid Dynamics

Discrete Element

Method

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

Software

Electromagnetics

Multi-Body

Dynamics

Noise, Vibration

& Harshness

Process Design

Page 13: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

OutlineOutline

• Company Profile

• What is the Discrete Element Method?

• EDEM Software Overview

• Applications

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

• Applications

• Summary

Page 14: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

Software OverviewSoftware Overview

• Multi-purpose DEM software

• GUI-driven workflow

• Programmable Applications Interface

• Generic and native CAD import

• Multi-core parallel solver

• Couples with CFD, FEA and MBD

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

• Couples with CFD, FEA and MBD• Common mesh

• Momentum exchange

• Heat exchange

• Control of kinematics

• Run-time visualisation

• Data extraction tools

Page 15: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

WorkflowWorkflow

Pre-processingEDEM Creator

Change design or

Model particle builder

CAD model geometry import

Various particle generation methods

Contact mechanics

Mechanical coupling: FEA, MBD

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

SolverEDEM Simulator

Post-processingEDEM Analyst

Change design or

operating conditions

3D video and tracking

Data extraction and export

Graphical analysis

Fluid coupling: CFD, heat &

mass transfer

Electromagnetic coupling

Page 16: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

OutlineOutline

• Company Profile

• What is the Discrete Element Method?

• EDEM Software Overview

• Applications

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

• Applications

• Summary

Page 17: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

Bulk HandlingBulk Handling

• Predict likely material hold-up and

blockage relative to material

properties and system design.

• Identify regions of high impact

Simulation Objectives

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

Bulk transport of cohesive Bulk transport of cohesive

particles through a conveyor particles through a conveyor

transfer pointtransfer point

• Identify regions of high impact

loads and surface abrasion.

• Minimize spillage.

• Determine conditions causing

particle segregation.

Page 18: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

Bulk HandlingBulk Handling

• Estimate the effect of filling on

particle segregation.

• Determine dynamic load

distribution on hopper walls.

Simulation Objectives

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

distribution on hopper walls.

• Test the effect of material

properties on rate and time to

discharge.

• Identify regions of high rate of

wear.Hopper filling & dischargeHopper filling & discharge

Page 19: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

Construction and MiningConstruction and Mining

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

Mixing of aggregate rock in a

Hot Mix Asphalt Drum Mixer

• Visualize material behavior

• Identify modes of poor mixing

• Identify potential size segregation

• Develop design improvements

Simulation Objectives

(Courtesy: Astec, Inc)

Page 20: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

Construction and MiningConstruction and Mining

• Explore the effect of paddle

geometry on delivery of coal to

the conveyor

Simulation Objectives

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

Pickup of coal from a long-wall

miner

• Determine optimum operating

envelope to avoid blockage and

maximise throughput

• Estimate level of breakage and

dust generation

Page 21: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

Aerospace and AutomotiveAerospace and Automotive

• Identify the optimal combination of

peening process parameters to

maximize peening coverage and

surface residual stress at critical

locations on the work-piece

• Use the simulation data to optimize

Simulation Objectives

Shot peening increases the surface yield strength of machine

components

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

Shot peening of turbine

blades

• Use the simulation data to optimize

the peening process

Impact energy after one pass

Prediction of the

impact energy

imparted to turbine

blades during

nozzle peening

Page 22: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

Construction and MiningConstruction and Mining

• Predict rock breakage

• Visualise separate components by

size and type

• Model charge size reduction

• Predict mill power draw

Simulation Objectives

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

Rock grinding in a tumbling mill

• Estimate rate of liner wear

Lifter wear

over time

Page 23: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

Pharmaceutical ManufacturingPharmaceutical Manufacturing

• Determine the location and

frequency of impact forces on

tablets

• Estimate the residence time of

tablets in the region of the spray

Simulation Objectives

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

Spray coating of tablets in a pan

coater

Track of a single tablet

showing its movement

from the internal to the

surface of the bulk

Page 24: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

MultiMulti--Disciplinary SimulationDisciplinary Simulation

EDEM coupled with:

CFD, FEM, MBD, Emag

provides a solution for:

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

Particle-Fluid Interaction

Particle-Structure Interaction

Particle-EMAG Interaction

Page 25: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

Drug DeliveryDrug Delivery

Coupled DEM-CFD simulation

Entrainment of Entrainment of

powderpowder

from a cavity in a from a cavity in a

dry powder inhalerdry powder inhaler

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

• Investigate the effect of cavity and

internal inhaler design on the powder

flow transient

• Correlate particle impacts with

distribution of drug components

Simulation Objectives

0.0E+00

5.0E-06

1.0E-05

1.5E-05

2.0E-05

2.5E-05

3.0E-05

3.5E-05

4.0E-05

0 0.01 0.02 0.03 0.04

Mass Flow Rate (kg/s)

Time (s)

Page 26: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

Flow of Deformable ParticlesFlow of Deformable Particles

• Study the break-up of clumps

relative to clump shear strength and

fluid flow rate

• Predict blockages relative to size of

opening, fluid pressure and material

properties

Simulation ObjectivesCoupled DEM-CFD simulation

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

Blockage of an opening

by a deformable clump

properties

Page 27: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

Excavation Bucket DesignExcavation Bucket Design

• Prediction of bucket structural

response for different geometries

and materials.

Simulation ObjectivesCoupled DEM-FEM simulation

FE surface mesh

exported to EDEM

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

Digging cycle of an

excavation bucket

exported to EDEM

DEM

model

FE model:

von Mises

stress

Page 28: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

Electrographic PrintingElectrographic Printing

• Investigate the effect of carrier and

toner particle interaction

• Determine the influence the electric

Simulation Objectives

Coupled DEM-EMAG simulation

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

Formation of toner image on

drum

• Determine the influence the electric

and magnetic fields on pickup and

deposition of toner particle

• Greater understanding of complex

system dynamics

• Explore of the performance of new

design prototypes

Page 29: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

Pneumatic ConveyingPneumatic Conveying

Conveyance of

cohesive

material in air

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

• Investigate the effect of clumping

particles on the material flow rate

• Predict pressure drop due to

blockage

• Examine particle cohesion limits

based on performance

Simulation Objectives

Coupled DEM-CFD simulation

Page 30: Simulation of Particulate Solids Handling and Processing ... · Shot peening of turbine blades the peeningprocess Impactenergy after one pass Prediction of the impact energy imparted

SummarySummary

• Improvements in the traditional empirically-based design of

handling and processing operations are now possible.

• DEM provides a solution for simulating particle systems.

• Now being used as a CAE tool by industry.

• Application areas expanding due to better software and

NAFEMS NAFEMS 20202020 Vision of Engineering Analysis and SimulationVision of Engineering Analysis and Simulation

• Application areas expanding due to better software and

lower-cost computer hardware.

www.dem-solutions.com