FOQUS
FOQUS Installation and Running
Introduction
Flowsheets and Settings
Optimization
Uncertainty Quantification (UQ)
Optimization Under Uncertainty (OUU)
Surrogate Modeling
Contents
Gradient Generation to Support Gradient-Enhanced Neural Networks
Machine Learning & Artificial Intelligence Flowsheet Model Plugins
Surrogate Models Overview
Tutorial
Sequential Design of Experiments (SDOE)
Robust Optimality-Based Design of Experiments (ODoE)
Heat Integration
PYOMO-FOQUS
IDAES-FOQUS
FOQUS-MATLAB
Simulation Standard Interface (SimSinter)
Surrogate Model Based Optimizer
Debugging
Developer Documentation
Vector Variables Support Capability
References
Contact and Support
Copyright and License
FOQUS
Surrogate Modeling
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Surrogate Modeling
Contents
Gradient Generation to Support Gradient-Enhanced Neural Networks
Machine Learning & Artificial Intelligence Flowsheet Model Plugins
Custom Model Attributes
Data Normalization For Neural Network Models
Usage Example
Surrogate Models Overview
Data Selection
Variables
Method Settings
Execution
Tutorial
Tutorial 1: ALAMO
Tutorial 2: ACOSSO
Tutorial 3: BSS-ANOVA
Tutorial 4: Surrogates with UQ Tools
Tutorial 5: Surrogates with the Flowsheet
Tutorial 6: Neural Networks