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IDAES Examples

Introduction

Tutorials

Core tutorials
- Flash Unit Model
- HDA Flowsheet Simulation and Optimization
UI tutorials
- Flowsheet Visualizer Tutorial

Common Workflows

Diagnostics
- Degeneracy Hunter Examples
Parameter estimation
- Parameter Estimation Using the NRTL State Block
- Parameter Estimation Using Flash Unit Model
Dynamic Modeling: Differential-Algebraic Equations
- PETSc Time-stepping Solver – Chemical Akzo Nobel Example
- PETSc Time-stepping Solver – PID Control and Steam Example

Flowsheets

HDA Flowsheet Costing
Methanol Synthesis Flowsheet Example
CO2 Adsorption Desorption simulation example with a 1D Fixed Bed model

Unit Models

Unit model operations
Reactor unit models
Writing custom unit models
- Custom Compressor Unit Model
- Custom Heater Unit Model

Property packages

Property package utilities
- Create a dictionary and use Txy diagrams
- Using Parameter Estimation with Modular Property Packages
Writing custom property packages
- Introduction to Property Packages in IDAES
- Reaction Property Packages in IDAES

Surrogate models

Surrogate modeling
- ML/AI Best Practices: “Selecting Surrogate Model Form/Size for Optimization”
Python Surrogate Modeling Objects (PySMO)
- PySMO Tutorial
- Autothermal Reformer Flowsheet Optimization with PySMO Surrogate Object
Surrogate modeling with ALAMO
- Autothermal Reformer Flowsheet Optimization with ALAMO Surrogate Object
OMLT: Optimization and Machine Learning Toolkit
- Autothermal Reformer Flowsheet Optimization with OMLT (TensorFlow Keras) Surrogate Object

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Diagnostics

Diagnostics#

IDAES tools for diagnostics:

Solver degeneracy debugging (Degeneracy Hunter)

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Flowsheet Visualizer Tutorial

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Degeneracy Hunter Examples

By The IDAES Team
© Copyright 2022.