User Guide

Content

• 1. Overview of UQPyL
  • 1.1. Introduction
  • 1.2. Workflow
• 2. Problem
  • 2.1. What is the Problem
  • 2.2. Overview of Problem class
  • 2.3. Class Problem
  • 2.4. How to define a problem
  • 2.5. Using evaluate to replace objFunc and conFunc
  • 2.6. Benchmark Problems
  • 2.7. Single-objective Benchmarks
  • 2.8. Multi-objective Benchmarks
• 3. Sensitivity Analysis
  • 3.1. What is Sensitivity Analysis
  • 3.2. Overview of UQPyL.sensibility
  • 3.3. Class saABC
  • 3.4. Class Result
  • 3.5. How to perform sensitivity analysis
  • 3.6. Checking saved sensitivity analysis results (.hdf)
• 4. Design of Experiment
  • 4.1. What is the Design of Experiment
  • 4.2. Overview of UQPyL.DoE module
  • 4.3. How to obtain samples
• 5. Optimization
  • 5.1. What is Optimization
  • 5.2. Overview of UQPyL.optimization
  • 5.3. API Reference
  • 5.4. Class Result
  • 5.5. How to run optimization
  • 5.6. Checking optimization results (.hdf)
• 6. Surrogate Models
  • 6.1. What is the Surrogate Model
  • 6.2. Overview of UQPyL.surrogates
  • 6.3. Class surrogateABC
  • 6.4. How to import surrogate models
  • 6.5. Fitting and predicting with surrogate models
  • 6.6. Using the AutoTuner tool
  • 6.7. Sensitivity analysis with surrogate models
  • 6.8. Single-objective optimization with surrogate models
  • 6.9. Multi-objective optimization with surrogate models