Examples

The notebook gallery is the guided tutorial surface. For broader runnable coverage in scripts/, see Examples and Scripts.

Notebook Gallery

• Example: 1D Oscillator - Part 1/5
  • Introduction
  • Data Preparation
  • Case Definition
  • Model Training
  • Post-Processing
• Example: 1D Oscillator - Part 2/5
  • Preparation
  • Weak Form Optimizer
  • Bilinear Model
  • More about criteria
• Example: 1D Oscillator - Part 3/5
  • Preparation
  • Data Transformation
• Example: 1D Oscillator - Part 4/5
  • Formulation
  • Preparation
  • Training
  • Results
• Example: 1D Oscillator - Part 5/5
  • Preparation
  • Parametric Sweep
  • Training
  • Visualizing Validation Results
  • Checking the Prediction
• Example: 2D Koopman - Part 1/3
  • Introduction
  • Preparation
  • Autoencoders
  • Sequential Training
• Example: 2D Koopman - Part 2/3
  • Preparation
  • Sweeping Options
  • Discrete-Time Model
• Example: 2D Koopman - Part 3/3
  • Preparation
  • Linear Trainer
  • Linear-Accelerated Training
• Example: Linear Graph Dynamics - Part 1/2
  • Introduction
  • Problem Setup
  • Preparations
  • Training
  • Results
• Example: Linear Graph Dynamics - Part 2/2
  • Introduction
  • Problem Setup
  • Training and Results
• Example: Kernel-based Dynamics - Introduction
  • Introduction
  • Setting up the Problem
  • Setting up the Model
  • Train the Model
  • Prediction
• Example: Kernel-based Dynamics - Lorenz-63
  • Introduction
  • Problem Setup
  • Configuring the Models
  • Training and Validation
  • Results
• Example: Spectral Analysis - Part 1/2
  • Introduction
  • Preparation
  • Model Definitions
  • Training and Prediction
• Example: Spectral Analysis - Part 2/2
  • Introduction
  • Preparation
  • Comparison - Prediction
  • Comparison - Spectra and Pseudospectra
  • Comparison - Eigenfunctions
• Example: Cylinder Flow - Part 1/3
  • Introduction
  • Setup
  • Data Transformations
  • Further Data Manipulations
• Example: Cylinder Flow - Part 2/3
  • Setup
  • Training
  • Visualization
• Example: Cylinder Flow - Part 3/3
  • Preparation
  • Results
• Example: Physics-Infused Models - Part 1/2
  • Introduction
  • Problem
  • Case Setup
  • Training
  • Prediction
• Example: Physics-Infused Models - Part 2/2
  • Problem
  • Case Setup
  • Training
  • Results
• Example: Noisy Data
  • Introduction
  • Data Generation
  • Denoising Algorithms
  • Model Training
  • Model Prediction