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Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am –...

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CompuTherm LLC www.computherm.com Pandat Software Training Class Agenda: 9:00 am 12:00 pm (CDT): PanPhaseDiagram module 1:00 pm 4:00 pm (CDT): PanPrecipitation module The “All_Data_Files” folder: 1: Pandat_2020_Demo_Setup.exe (Please run this file to install the latest demo version of Pandat in your computer) 2: Pandat Training_2020.pdf (We will follow this file for the step-by- step tutorial) 3: Others (databases, and data files will be used in this training class)
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Page 1: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com

Pandat Software Training Class

Agenda:

9:00 am – 12:00 pm (CDT): PanPhaseDiagram module

1:00 pm – 4:00 pm (CDT): PanPrecipitation module

The “All_Data_Files” folder:

1: Pandat_2020_Demo_Setup.exe (Please run this file to install the

latest demo version of Pandat in your computer)

2: Pandat Training_2020.pdf (We will follow this file for the step-by-

step tutorial)

3: Others (databases, and data files will be used in this training class)

Page 2: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com

Company Background

1

CompuTherm is a spinoff company

from University of Wisconsin-

Madison, was founded by Y. A.

Chang in 1996

Develop intelligent, reliable, user

friendly computational tools for

applications in a broad field of

materials science and engineering

Work on government projects

Collaborate with industrial

companies and institutions

working on challenging programs

with potential commercial payoffs

Located at Madison, Wisconsin

Page 3: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com

Pandat Software An Integrated Platform for Materials

Design and Development

CompuTherm, LLC

8401 Greenway Blvd, Middleton, WI, USA

http://www.computherm.com

Page 4: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com 3

Modular Design and Integrated Workspace

PANDAT

PanPhaseDiagram

Automatic

Thermodynamic

Calculation

GUI Graphical User Interface

PanSolidification Solidification

Simulation

PanPrecipitation

Precipitation

Simulation

PanDiffusion

Diffusion

Simulation

Calculation Engines

Page 5: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com 4

PanPhaseDiagram Module

Databases Needed:

Thermodynamic database

What can be calculated? • Point Calculation: phase stability at a given composition and temperature

• Line Calculation: phase fraction and thermodynamic property variation with

composition or temperature

• Section Calculation: stable and metastable phase diagrams in 2D section

• Liquidus Surface and Projection: view liquidus temperature change with

composition, isothermal lines and univariant lines

• Three Dimensional (3D) Diagram: plot of diagram in 3D space

• Solidification Simulation: solidification sequence according to Scheil model

and lever rule

• Contour Diagram: plot of contours line of any available properties on a phase

diagram

Page 6: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com 5

PanPhaseDiagram Module

• Section Calculation: stable and metastable phase diagrams in 2D section

• Line Calculation: phase fraction and thermodynamic property variation with

composition or temperature

• Point Calculation: phase stability at a given composition and temperature

X-T phase diagram

(section calculation)

Fix the T variant

(line calculation)

Fix the X variant

(line calculation)

Fix both X and T variants

(point calculation)

Page 7: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com 6

PanPhaseDiagram Module

• 3D Ternary Phase Diagram: Triangular Prism

• Isothermal Section: Cut the triangular Prism horizontally at constant

temperature

• Isoplethal Section: Cut the triangular Prism vertically at certain direction

Isothermal section Isoplethal section

Page 8: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com 7

PanPhaseDiagram Module

• Liquidus Surface and Projection: View liquidus temperature change with

composition, isothermal lines and univariant lines

• Three Dimensional (3D) Diagram: plot of diagram in 3D space

Page 9: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com 8

PanPhaseDiagram Module

• Solidification Simulation: solidification sequence according to Scheil model

and lever rule

Page 10: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com 9

PanPhaseDiagram Module

• Contour Diagram: plot of contours line of any available properties on a

phase diagram

Alloy design: select alloy composition and heat treatment temperature to

achieve a certain fraction of alpha/beta in the microstructure

Page 11: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com 10

Special Contour Line

Page 12: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com 11

Special Contour Line: Melting Temperature

Page 13: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com 12

Physical Property Contour Diagrams

Surface

Tension

Viscosity Electrical

Conductivity

Alloy design: select alloy composition with desired microstructure and other

required physical properties

Page 14: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com 13

Modular Design and Integrated Workspace

PANDAT

PanPhaseDiagram

Automatic

Thermodynamic

Calculation

GUI Graphical User Interface

PanSolidification Solidification

Simulation

PanPrecipitation

Precipitation

Simulation

PanDiffusion

Diffusion

Simulation

Calculation Engines

Page 15: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com 14

PanPrecipitation Module

Databases Needed: Thermodynamic database, Mobility database, Kinetic database

What can be calculated?

• Temporal evolution of average particle size and number density

• Temporal evolution of particle size distribution

• Temporal evolution of volume fraction and composition of precipitates

• Co-precipitation of more than one precipitates, such as and in nickel 718

• Interfacial energy estimation based on the generalized broken bond method

• Models for heterogeneous nucleation at grain boundary/edge/corner or at

dislocations

• Evolution of aspect ratio to describe the morphology evolution of precipitate

• Strengthen model to consider multiple particle size groups with weak/strong

pair coupling or bowing mechanisms

Page 16: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com

Precipitation Simulation

15

Alloy: Al-2.3Mg-6.1Zn (wt%)

Heat Treatment: aged at 160oC for 1000 hours

Microstructure Property

Page 17: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com

Precipitation Simulation

16

Optimization of heat treatment condition: Precipitation simulation is used to

predict the effect of ageing temperature and cooling speed on the yield strength

Page 18: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com

Precipitation Simulation

17

Optimization of alloy composition: Precipitation simulation is used to predict

the effect of alloy composition of the yield strength

Page 19: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com 18

Modular Design and Integrated Workspace

PANDAT

PanPhaseDiagram

Automatic

Thermodynamic

Calculation

GUI Graphical User Interface

PanSolidification Solidification

Simulation

PanPrecipitation

Precipitation

Simulation

PanDiffusion

Diffusion

Simulation

Calculation Engines

Page 20: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com 19

PanDiffusion Module

Databases Needed:

Thermodynamic database, Mobility database

What can be calculated?

• Time evolution of composition profile

• Time evolution of phase volume fraction

• Time evolution of phase composition

• Multiple selections of thermal history and geometry

• Carburization/Nitriding simulations

• Dissolution and homogenization simulations

• Various geometry features, such as planar,

cylinder, sphere, tube, and shell

Page 21: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com

Diffusion Simulation

20

Diffusion simulation between multicomponent Ni-based diffusion couple

IN100/IN718 heat treated at 1150oC for 1000h C.E. Campbell, J.-C. Zhao, M.F. Henry, Mater. Sci. & Eng. 407A (2005), p.135-146

Page 22: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com

Diffusion Simulation

21

Optimization of heat treatment condition: Diffusion simulation can be used to

optimize the temperature and time for homogenization

T=1200oC

Page 23: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com

Diffusion Simulation

22

Carburization of a tube with fixed environmental activity

Page 24: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com

Diffusion Simulation

23

Decarburization of a Fe-0.5C (at.%) alloy at 1000oC

Page 25: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com

Diffusion Simulation

24

Dissolution of θ-Al2Cu in Fcc (Al) matrix

Page 26: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com 25

Modular Design and Integrated Workspace

PANDAT

PanPhaseDiagram

Automatic

Thermodynamic

Calculation

GUI Graphical User Interface

PanSolidification Solidification

Simulation

PanPrecipitation

Precipitation

Simulation

PanDiffusion

Diffusion

Simulation

Calculation Engines

Page 27: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com 26

PanSolidification Module

Databases Needed:

Thermodynamic database, Mobility database, Kinetic database

What can be calculated?

• Secondary dendrite arm spacing (SDAS) evolution

• Microsegregation of alloying elements within the

primary matrix phase

• Amount of non-equilibrium phases in the solidification

microstructure under different cooling rates

• Consider the back-diffusion, undercooling, and

dendrite arm coarsening effects

Page 28: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com

Solidification of Mg-Al-Sn (AT) Alloys

Al and Sn microsegregation SDAS comparison

Fraction of solid

Solidification simulation of the Mg-7Al-2Sn (wt.%) alloy with

experimental measurements

Page 29: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com

Crack Susceptibility During Solidification

Al-Cu-Mg hot cracking

susceptibility maps

(a) without back-diffusion (Scheil)

(b) with back-diffusion under 100 oC/s cooling rate

(c) with back-diffusion under 20 oC/s cooling rate

(d) experimental measurements

J.W. Liu, S. Kou, Susceptibility of ternary aluminum alloys to cracking during solidification,

Acta Materialia, 125, 513-523 (2017)

1/2/ ( )MAX dT d fs

Page 30: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com 29

Advanced Features

Run Pandat in Console Mode

Run Pandat without GUI and facilitate the integration with a third-party

software package such as iSight or DEFORM

High Throughput Calculation

Perform thousands of calculations altogether and data mining with defined

criteria

Append Database and User-defined Properties Allow user to append a custom-made database to an original database for

various types of phase and system properties

PanDataNet

High-speed thermodynamic and phase-equilibrium calculations for direct

coupling with any calculations which need numerous thermodynamic

calculations, such as phase field and cellular automaton (CA) models

Page 31: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com

Cyclic Heat Treatment

Fe-0.02C-0.2Mn-0.1Si (wt.%)

0 40 80 120 160 200 2406

10

14

18

22

26

30

stagnant

stage

stagnant

stage

CoolingHeatingIsothermal

holding

Tim

e (p

er 11

05 c

alls

), s

Number of PanDataNet calls (105)

Without PanDataNet:

2.4×107×6×10-3 s ≈ 40 h

With PanDataNet:

(105×6×10-3 s)PanEngine+(2.4×107×0.069×10-3 s)PanDataNet ≈ 0.63 h

869.8 °C, 200 s 894.8 °C, 350 s 869.8 °C, 500 s

α

γ

C

Mn

Si

CA+PanDataNet (by D. An & M. Zhu)

40/0.6360

Page 32: Pandat Software Training Class - CompuTherm · Pandat Software Training Class Agenda: 9:00 am – 12:00 pm (CDT): PanPhaseDiagram module –4:00 pm (CDT): PanPrecipitation module

CompuTherm LLC – www.computherm.com

Pandat software was first developed by the support

of US Air Force through a SBIR project

Acknowledgement

Thank You for Your Attention

http://www.computherm.com


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