Examples

Examples with Synthetic Functions in R on the BOA Paper Examples Page (https://boa-paper.readthedocs.io/en/latest/)

• Branin
• Branin Saasbo - High Dimensional Optimization
• Hartmann6
• Hartmann6 with Constraints
• Hartmann6 with Global Stopping Strategy

Examples with Environmental Models on the BOA Paper Examples Page (https://boa-paper.readthedocs.io/en/latest/)

• SWAT+
• FERTCH3.14

Running Through the CLI (Command Line Interface)

• Running an Experiment from Command Line (Python Wrapper)
• Running an R Script with BOA
  • Configuration File Overview
  • Wrapper Run Script
  • Running our script
• BOA Provided Visualizations
  • Our scheduler.json

Running Directly in Python

• Running BOA Optimization Directly in Python
  • Loading the Config File
  • Define Our Wrapper
  • Initialize our Setup
  • Run our Experiment
  • Get the Best Trial and Output All Trials
  • Output a DataFrame of All Trials
• Loading BOA from JSON and Plotting Results
  • Loading the Scheduler
  • Show the Best Fitted Trial and Raw Trial
  • EDA Plots
• Running a Multi Objective Optimization Directly in Python
  • Loading the MOO Config File
  • The Wrapper
  • The Setup
  • Start our Experiment
  • Get the Best Trial
  • Output All Trials
• Multi Objective Loading BOA from JSON and Plotting Results
  • Loading the Scheduler from our JSON file
  • Show the Best Fitted Trial
  • Show the Best Raw Trial
  • EDA Plots with Pareto

Processing Model Outputs from a Optimization of a Real Model

• Example FETCH3 optimization results
  • Load experiment data
  • View experiment data
  • Plotting