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Computer aided design of extrusion forming tools J. M. Nóbrega and O. S. Carneiro I3N/IPC –Institute for Polymers and Composites Department of Polymer Engineering University of Minho Portugal [email protected] / [email protected]

Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

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Page 1: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Computer aided design of extrusion

forming tools

J. M. Nóbrega and O. S. Carneiro

I3N/IPC –Institute for Polymers and Composites

Department of Polymer Engineering

University of Minho

Portugal

[email protected] / [email protected]

Page 2: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Introduction - Profile Extrusion

Extruder Die Calibration/Cooling Haul-off Saw

Page 3: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Introduction - Profile Extrusion

Page 4: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Under development

Introduction - Design Approaches

Current

Traditional

% Time

?

$

Page 5: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Outline

•Extrusion Dies

• Problem Statement

• Flow Distribution Optimisation

• Flow Balance Strategies

• Optimisation

• Length vs Thickness Optimisation

• Conclusion

• Calibrators

• Problem Statement

• System Behaviour

• Optimisation Methodology

• Case Study

• Conclusion

• Conclusion

• Ongoing Work

Page 6: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Extruder Die Calibration/Cooling Haul-off Saw

Extrusion Dies – Problem Statement

Numerical

Velocity contours

Extrusion run

Unbalanced Balanced

Page 7: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Pre-Processor

Geometry Mesh

3D non-isothermal flow field calculation (FVM)

Velocity Pressure Temperature

Trial Parameters

Performance Evaluation

n

i

ii

iobj

iobj

A

A

tL

tLk

V

VF

1

2

min

2

,

111

Modification of the controllable geometrical

parameters until the optimum is reached

Extrusion Dies – Flow Distribution Optimisation

Trial Parameters

Page 8: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Pre-Processor

Geometry Mesh

3D non-isothermal flow field calculation (FVM)

Velocity Pressure Temperature

Trial Parameters

Performance Evaluation

n

i

ii

iobj

iobj

A

A

tL

tLk

V

VF

1

2

min

2

,

111

Modification of the controllable geometrical

parameters until the optimum is reached

Progressive mesh refinements

Cells along

Thickness

Number

of Cells

Time

[h:m:s]

2 15 496 0:00:36

4 92 248 0:12:15

6 272 220 1:12:17

8 593 928 4:28:36

10 688 024 6:43:42

PIV / 2.4 GHz

Pre-Processor

Frame 001 03 Mar 2003 grid

Extrusion Dies – Flow Distribution Optimisation

Page 9: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Pre-Processor

Geometry Mesh

3D non-isothermal flow field calculation (FVM)

Velocity Pressure Temperature

Trial Parameters

Performance Evaluation

n

i

ii

iobj

iobj

A

A

tL

tLk

V

VF

1

2

min

2

,

111

Modification of the controllable geometrical

parameters until the optimum is reached

0

j

j

x

u

j

ij

ij

iji

xx

p

x

uu

t

u

j

iij

iii

i

x

u

x

Tk

xx

Tcu

t

cT

Conservation of mass:

Conservation of linear momentum:

Conservation of energy:

3D non-isothermal flow field calculation (FVM)

Equations to Solve

Extrusion Dies – Flow Distribution Optimisation

jiij

j i

uu

x x

Constitutive equation (Gen. Newtonian):

Page 10: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Pre-Processor

Geometry Mesh

3D non-isothermal flow field calculation (FVM)

Velocity Pressure Temperature

Trial Parameters

Performance Evaluation

n

i

ii

iobj

iobj

A

A

tL

tLk

V

VF

1

2

min

2

,

111

Modification of the controllable geometrical

parameters until the optimum is reached

0

j

j

x

u

j

ij

ij

iji

xx

p

x

uu

t

u

j

iij

iii

i

x

u

x

Tk

xx

Tcu

t

cT

Conservation of mass:

Conservation of linear momentum:

Conservation of energy:

3D non-isothermal flow field calculation (FVM)

Equations to Solve

Extrusion Dies – Flow Distribution Optimisation

k ijij j ji iij p jk ik

k j i k k

u u uu u

t x x x x x

Constitutive equation (viscoelastic):

Page 11: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Pre-Processor

Geometry Mesh

3D non-isothermal flow field calculation (FVM)

Velocity Pressure Temperature

Trial Parameters

Performance Evaluation

n

i

ii

iobj

iobj

A

A

tL

tLk

V

VF

1

2

min

2

,

111

Modification of the controllable geometrical

parameters until the optimum is reached

Admissible L/t value

Flow Balance

Area Weighting

Performance Evaluation

Objective Function

Extrusion Dies – Flow Distribution Optimisation

Page 12: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Pre-Processor

Geometry Mesh

3D non-isothermal flow field calculation (FVM)

Velocity Pressure Temperature

Trial Parameters

Performance Evaluation

n

i

ii

iobj

iobj

A

A

tL

tLk

V

VF

1

2

min

2

,

111

Modification of the controllable geometrical

parameters until the optimum is reached

SIMPLEX Method (SM)

Experimental Method (EM) Modification of the controllable geometrical

parameters until the optimum is reached

Extrusion Dies – Flow Distribution Optimisation

Page 13: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Thickness

t2

t1 V2

V1

V3

V1

=

V3

V2

V3

V1

V3

V2

V3

t2

t1

Die Flow Channel Haul-off

Speed

Final Profile Optimised

Variable Required

Profile

Extrusion Dies – Flow Balance Strategies

Length

t2

t1 V2

V1

Page 14: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Initial flow channel dimensions

ES 1 2 3 4 5 6

t i [mm] 2.0 2.5 2.5 3.0 2.0 4.0 L i [mm] 30.0 37.5 37.5 45.0 30.0 60.0

L i /t i 15.0 15.0 15.0 15.0 15.0 15.0

Extrusion Dies – Optimisation

Page 15: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Extrusion Dies – Optimisation

Page 16: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Constitutive equation Mesh

Flow rate 20 kg/h

Melt inlet temperature 230 ºC

Outer die walls temperature 230 ºC

Inner (mandrel) die walls Adiabatic

Operating and thermal boundary conditions

THTHFT ,

2

12

0

1n

F

TT

TH11

exp

Extrusion Dies – Optimisation

Page 17: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

DieINI – Initial trial

DieL – Length optimisation

DieT – Thickness optimisation

DieLS – Length optimisation + Flow separators

Optimizations performed

Extrusion Dies – Optimisation

Page 18: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

DieL DieT

V/

Vo

bj

0.0

0.5

1.0

1.5

2.0

2.5

0:00

0:01

0:01

0:02

0:02

0:03

0:03

0:04

0:04

0:07

0:19

0:31

0:43

1:18

4:48

17:4

4

24:0

0

43:1

2

Calculation Time [hh:mm]

ES1ES2ES3ES4ES5ES6

Cells Along Thickness

2 4 6 8 10

- Mesh Refinment

0.0

0.5

1.0

1.5

2.0

2.5

0:00

0:01

0:01

0:03

0:05

0:07

0:12

0:25

0:38

0:52

1:20

2:02

3:11

4:29

8:25

9:45

11:0

8

16:3

5

22:4

0

34:4

1

59:0

0

66:2

8

88:4

6

111:

05

Calculation Time [hh:mm]

ES1ES2ES3ES4ES5ES6

Cells Along Thickness

2 4 6 8 10

- Mesh Refinment

DieLS

0.6

0.7

0.8

0.9

1.0

1.1

1.2

1.3

1.4

0:00

0:01

0:01

0:02

0:03

0:03

0:06

0:17

0:40

1:03

1:37

2:40

5:45

11:5

7

21:0

8

53:0

6

59:1

4

83:5

8

Calculation Time [hh:mm]

ES1ES2ES3ES4ES5ES6

Cells Along Thickness

2 4 6 8 10

- Mesh Refinment

V/

Vo

bj

V/

Vo

bj

Extrusion Dies – Optimisation

Page 19: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

DieIni

DieL DieT

Velocity [m/s]

DieLS

Extrusion Dies – Optimisation

Page 20: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

DieIni

DieL DieT

Extrusion Dies – Optimisation

Page 21: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Extruder Die Calibration/Cooling Haul-off Saw

Calibrators – Problem Statement

TsTT

Page 22: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Calibrators - Pre-processor

Page 23: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Calibrators – Numerical boundary conditions

Temperature

Imposed

Free convection

and radiation or

adiabatic

Contact

resistance

Adiabatic

Extrusion

Direction

Temperature

Imposed

Page 24: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Calibrators - Equations to solve

0

ppp

p

p

p

p

p

p wTz

cz

Tk

zy

Tk

yx

Tk

x

Polymer

Calibrator

0

z

Tck

zy

Tk

yx

Tck

xc

ccc

interface

interfaceinterface

cpi

p

pc

c TThn

Tk

n

Tk

Contact Resistance

Polymer-calibrator interface

Page 25: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

3D Temperature field calculation (FVM)

Calibrators - Typical result

Page 26: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Calibrators - System Behaviour

Influence of boundary conditions, process and geometrical

parameters on the system performance (in terms of average

temperature and temperature uniformity)

Conclusion:

TT

In general Exceptions

X

Page 27: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

70

92

114

136

158

180

0 100 200 300 400 500 600 700 800

Length, mm

T, ºC

0

5

10

15

20

25

30

T ,ºC

Die Calibrator 1

Calibrators - System Behaviour

Page 28: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

70

92

114

136

158

180

0 100 200 300 400 500 600 700 800

Length, mm

T, ºC

0

5

10

15

20

25

30

T ,ºC

Die Calibrator 1 Calibrator 2 Calibrator 3

Calibrators - System Behaviour

Page 29: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

70

92

114

136

158

180

0 100 200 300 400 500 600 700 800

Length, mm

T, ºC

0

5

10

15

20

25

30

T ,ºC

70

92

114

136

158

180

0 100 200 300 400 500 600 700 800

Length, mm

T, ºC

0

5

10

15

20

25

30

T ,ºC

Die Calibrator 1 Calibrator 2 Calibrator 3

Die Calibrator 1

Calibrators - System Behaviour

Page 30: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Pre- Processor

Geometry Mesh

3D Temperature field calculation (FVM)

Temperature

Input Data

Performance Evaluation

n

i

iiobj FF1

Optimisation: automatic generation of

solutions (modification of the controllable

geometrical parameters)

until the optimum is reached

Calibrators - Optimisation Methodology

Page 31: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

T

n

i

ii

A

AT

T

f

1

T

n

i

ii

TA

ATTf

1

2

Cooling efficiency Temperature uniformity

TSobjTTKF

1000

0

KTT

KTT

S

S

where:

Pre- Processor

Geometry Mesh

3D Temperature field calculation (FVM)

Temperature

Input Data

Performance Evaluation

n

i

iiobj FF1

Optimisation: automatic generation of

solutions (modification of the controllable

geometrical parameters)

until the optimum is reached

Performance Evaluation

Calibrators - Optimisation Methodology

Page 32: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Optimisation algorithm

Non-linear SIMPLEX method

Pre- Processor

Geometry Mesh

3D Temperature field calculation (FVM)

Temperature

Input Data

Performance Evaluation

n

i

iiobj FF1

Optimisation: automatic generation of

solutions (modification of the controllable

geometrical parameters)

until the optimum is reached

Optimisation: automatic generation of

solutions (modification of the controllable

geometrical parameters)

until the optimum is reached

Calibrators - Optimisation Methodology

Page 33: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Calibrators - Case Study

- Number of calibration/cooling units <= 3

- Total calibration length (LCi) <= 600 mm

- Total system length (LCi + Dij + 10) <= 850 mm

- Cooling Fluid Temperature TCi [10ºC,26ºC]

Restrictions:

Die Calibrator 1 Calibrator 2 Calibrator 3

10 LC1 D12 LC2 D23 LC3

120

60

130

2

Ø8

12

70 TC1 TC2 TC3

Page 34: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Materials Properties

Kp = 0.18 W/mK

Kc = 14 W/mK

p = 1400 kg/m3

cp = 1000 J/kgK

General conditions for the simulations

Processing conditions

vp = 2 m/min

Tm = 180 ºC

Tf = 18 ºC

Ts= 80 ºC

Boundary conditions

Annealing zones: free convection and radiation

Polymer-calibrator interface: contact resistance

(hi = 425 W/m2K)

Calibrators - Case Study

Page 35: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Geometry

Mesh

Calibrators - Case Study

Page 36: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

7.00

9.00

11.00

13.00

15.00

17.00

19.00

75.00 76.00 77.00 78.00 79.00 80.00 81.00 82.00 83.00 84.00 85.00

[ºC]

[ºC

]

T

T

Ts

Local minimum?

Calibrators - Case Study

Page 37: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Die Calibrator 1

Calibrator 2

10 550 240 50

7.00

9.00

11.00

13.00

15.00

17.00

19.00

75.00 76.00 77.00 78.00 79.00 80.00 81.00 82.00 83.00 84.00 85.00

[ºC]

[ºC

]

T

T

Ts

TC1 = 10ºC TC2 = 26ºC

Calibrators - Case Study

Page 38: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Die Calibrator 1

Calibrator 2

10 550 240 50

7.00

9.00

11.00

13.00

15.00

17.00

19.00

75.00 76.00 77.00 78.00 79.00 80.00 81.00 82.00 83.00 84.00 85.00

[ºC]

[ºC

]

T

T

Ts

TC1 = 10ºC TC2 = 26ºC

Geometry T [ºC] T [ºC]

One Calibrator

(TC=18ºC) 84.9 16.6

Optimum Solution 78.5 7.9

- 52.4%

Calibrators - Case Study

Page 39: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Recent / Ongoing work

• Implementation of the wall Slip and free-surface

boundary conditions (L.L. Ferrás, Post-doctoral project);

• Development of unstructured numerical modelling

code (N.D. Gonçalves, PhD project);

• Implementation of viscoelastic constitutive equations

in an unstructured modelling code (S. Reddy, MSc

Eurheo project);

• Prediction of thermal induced stresses in calibration

in OpenFOAM (S. Reddy, Research Project);

• Development of high order interpolation schemes (R.

Costa, FCT Research Project, DMAT);

• Portability and Performance in Heterogeneous Many-

core Systems (R. Ribeiro, PhD Project, DI) -

OpenFOAM;

Page 40: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

Recent / Ongoing work

• Development of multiscale modelling approaches (S.T.

Mould, PhD Project);

• Development of ISPH numerical modelling code (D.F.

Cordeiro, PhD/Cooperation Project, USP);

• Development of FSI methodologies for the design of

extrusion dies in OpenFOAM (M.R. Moosavi, Post-

doctoral grant);

• Modelling the cooling stage in profile extrusion using

OpenFOAM (R. Ananth, PhD project, MIT+Soprefa);

• Design of a new generation of car washing machines

(M. Sabet, PhD project, MIT+Petrotec);

• Characterisation of the heat transfer coefficient at the

polymer-metal interface in profile cooling (F. Araújo,

FCT Research Project);

Page 41: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

• Development of ISPH numerical modeling code (D.F.

Cordeiro, PhD/Cooperation Project, USP);

Recent / Ongoing work

Page 42: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

• Development of ISPH numerical modelling code (D.F.

Cordeiro, PhD/Cooperation Project USP);

Recent / Ongoing work

Page 43: Computer aided design of extrusion forming toolsgec.di.uminho.pt/Discip/MInf/cpd1314/MNobrega_PolymExtrus.pdf · Extrusion Dies – Flow Distribution Optimisation ij j j k ij ii ij

• Development of ISPH numerical modeling code (D.F.

Cordeiro, PhD/Cooperation Project, USP);

Recent / Ongoing work