Examples & Tutorials

PyOED provides a number of examples (Python scripts) and tutorials (Jupyter Notebook) of various complexity.

We will continuously add new examples for users to adopt and follow to learn PyOED features.

Tutorials (Jupyter Notebooks)

• One Dimensional Example: Inversion/Assimilation & OED
• Advection-Diffusion Model with FEniCs Backend
• Binary Optimization via Stochastic Learning
• Binary Optimization with Budget Constraints

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Advanced Examples (Python Scripts)

• Starters (First Steps)
  • Creators
  • Toy Linear Examples
  • Toy Nonlinear Examples
  • Examples with a Toy Quark Model
• Models
  • Simulation Models
  • Observation Operators
  • Error Models
• Statistics
  • Distributions
  • Sampling
• Optimization
• Data Assimilation
  • Three-dimensional variational (3DVar) data assimilation
  • Four-dimensional variational (4DVar) data assimilation
  • Goal-orienented data assimilation
• Optimal Experimental Design (OED)
  • OED for sensor placement with relaxed design
  • OED for sensor placement with binary design
  • OED with FeniCS-based Advection Diffusion Model
  • Robust OED