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Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman GTT User’s Meeting June 2019

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Page 1: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Deeper Understanding of Phase Diagrams Through Visualisation

Ruan Theron, Andrea Steyn, Johan Zietsman

GTT User’s Meeting

June 2019

Page 2: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Content

Background

Core Concepts

Binary Phase Diagrams

Ternary Phase Diagrams

Methodology

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Background

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BackgroundCurrent Projects

New process development

Process improvement and design

Failure analysis

RapidThermo aims to reduce computation time of equilibrium calculations.

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Share how we are using visualization

to improve our understanding and insight.

BackgroundPresentation Purpose

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Engineers in SA enter work place with a limited understanding of thermochemistry.

advancing through insight

Importance of 2nd law and thermochemistry to all we do.

BackgroundWhy This Matters

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Core Concepts

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Core ConceptsPhase Diagrams

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• Zero fraction lines

• Phase regions

• Lever rule

Page 9: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Core ConceptsGibbs Free Energy Minimisation

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Gibbs energy of a system decreases in the course of spontaneous change:

ΔGsystem < 0

System with nph phases:

Gsystem =

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Binary Phase Diagram

Page 11: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Binary Phase DiagramsPbSn

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Phases:

FCC (F)

BCT (B)

Liquid (L)

Page 12: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Binary Phase DiagramsPbSn – Gibbs Energy per Phase

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Page 13: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Binary Phase DiagramsPbSn – Gibbs Energy per Phase

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Page 14: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Binary Phase DiagramsPbSn – Gibbs Energy per Phase

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Page 15: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Binary Phase DiagramsPbSn – Gibbs Energy Adjustment

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Page 16: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Binary Phase DiagramsPbSn – Adjusted Gibbs Energy

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Page 17: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Binary Phase DiagramsPbSn – Gibbs Energy Minimisation

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Page 18: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Binary Phase DiagramsPbSn – Gibbs Energy Minimisation

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Page 19: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Binary Phase DiagramsPbSn – Gibbs Energy Minimisation

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Page 20: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Binary Phase DiagramsPbSn – Gibbs Energy Minimisation

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Page 21: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Binary Phase DiagramsPbSn – Gibbs Energy at Higher Temperature

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Page 22: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Binary Phase DiagramsPbSn – Gibbs Energy at Higher Temperature

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Page 23: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Binary Phase DiagramsPbSn – Interactive Diagram

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Diagram can be viewed on

Ex Mente's website:

https://www.ex-

mente.co.za/pbsn-interactive-diagram

Page 24: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Binary Phase DiagramsCaO-Al2O3

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Phases Abbreviations

Al2O3 A

CaAl12O19 CA6

CaAl4O7 CA2

CaAl2O4 CA

Ca3Al2O6 C3A

Lime L

Slag S

Page 25: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Binary Phase DiagramsCaO-Al2O3: Gibss Energy Minimisation

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Page 26: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Binary Phase DiagramsCaO-Al2O3 – Interactive Diagram

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Diagram can be viewed on

Ex Mente's website:

https://www.ex-

mente.co.za/cao-al2o3-interactive-diagram

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Ternary Phase Diagram

Page 28: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Ternary Phase DiagramsAg-Au-Cu

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Page 29: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Ternary Phase DiagramsAg-Au-Cu T = 800°C

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Page 30: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Ternary Phase DiagramsAg-Au-Cu T = 1000°C

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Page 31: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

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Methodologies

Page 32: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Methodologies

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• Data Generation

All data was generated with ChemAppPy

• Data Transformation was conducted with Python

• Additional tools:

▪ D3 for 2D visualisation

▪ Blender for 3D visualisation

Page 33: Deeper Understanding of Phase Diagrams Through Visualisation · 2019-07-24 · Deeper Understanding of Phase Diagrams Through Visualisation Ruan Theron, Andrea Steyn, Johan Zietsman

Conclusion

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We are still exploring different ways on how to visualise thermochemistry concepts

Continued work:

• 3D phase diagrams

• 4D phase diagrams

• RapidThermo

5-component (5D) accelerated equilibrium calculations

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Thank You