Explanations

• Pyomo Philosophy
  • Abstract Models
  • Pyomo Component Design
  • Pyomo Expressions
    • Building Expressions Faster
    • Design Overview
    • Design Details
    • Managing Expressions
  • Model Transformations
• Modeling in Pyomo
  • Math Programming
    • Sets
    • Parameters
    • Variables
    • Objectives
    • Constraints
    • Expressions
    • Special Ordered Sets (SOS)
    • Suffixes
  • Dynamic Optimization with pyomo.DAE
    • Modeling Components
    • Declaring Differential Equations
    • Declaring Integrals
    • Discretization Transformations
    • Dynamic Model Simulation
    • Dynamic Model Initialization
  • Generalized Disjunctive Programming
    • Key Concepts
    • Modeling in Pyomo.GDP
    • Solving Logic-based Models with Pyomo.GDP
  • MPEC
  • Pyomo Network
    • Modeling Components
    • Arc Expansion Transformation
    • Sequential Decomposition
  • Units Handling in Pyomo
• Solvers
  • Persistent Solvers
    • Using Persistent Solvers
    • Working with Indexed Variables and Constraints
    • Persistent Solver Performance
  • GDPopt logic-based solver
    • Logic-based Outer Approximation (LOA)
    • Global Logic-based Outer Approximation (GLOA)
    • Relaxation with Integer Cuts (RIC)
    • Logic-based Branch-and-Bound (LBB)
    • Logic-based Discrete-Steepest Descent Algorithm (LD-SDA)
    • GDPopt implementation and optional arguments
  • PyROS Solver
    • Methodology Overview
    • PyROS Installation
    • PyROS Required Inputs
    • PyROS Solver Interface
    • PyROS Uncertainty Sets
    • PyROS Usage Example
    • PyROS Solver Log Output
    • Feedback and Reporting Issues
  • MindtPy Solver
    • MINLP Formulation
    • Solve Convex MINLPs
    • Solve Nonconvex MINLPs
    • MindtPy Implementation and Optional Arguments
    • Get Help
    • Report a Bug
  • MC++ Interface
    • Default Installation
    • Manual Installation
  • Multistart Solver
    • Using Multistart Solver
    • Multistart wrapper implementation and optional arguments
  • Trust Region Framework Method Solver
    • Methodology Overview
    • TRF Inputs
    • TRF Solver Interface
    • TRF Usage Example
  • PyNumero
    • PyNumero Installation
    • 10 Minutes to PyNumero
    • Backward Compatibility
    • PyNumero API
    • Developers
    • Packages built on PyNumero
    • Papers utilizing PyNumero
  • z3 SMT Sat Solver Interface
    • Installation
    • Using z3 Sat Solver
• Analysis in Pyomo
  • Generating Alternative (Near-)Optimal Solutions
    • Basic Usage Example
    • Gap Usage Example
    • Interface Documentation
  • Community Detection for Pyomo models
    • Description of Package and detect_communities function
    • External Packages
    • Usage Examples
    • Functions in this Package
  • Pyomo.DoE
    • Methodology Overview
    • Pyomo.DoE Required Inputs
    • Pyomo.DoE Usage Example
  • Infeasibility Diagnostics
    • Infeasible Irreducible System (IIS) Tool
    • Minimal Intractable System finder (MIS) Tool
  • Incidence Analysis
    • Overview
    • Incidence Analysis Tutorial
    • API Reference
  • MPC
    • Overview
    • Examples
    • Frequently asked questions
    • API Reference
    • Citation
  • Parameter Estimation
    • Citation for parmest
    • Index of parmest documentation
  • Sensitivity Toolbox
    • Using the Sensitivity Toolbox
    • Installing sIPOPT and k_aug
    • Sensitivity Toolbox Interface
• Modeling Utilities
  • “Flattening” a Pyomo model
    • Motivation
    • API reference
    • What does it mean to flatten a model?
    • Data structures
    • Citation
  • Latex Printing
    • Examples
  • Nonlinear Preprocessing Transformations
    • Variable Aggregator
    • Explicit Constraints to Variable Bounds
    • Induced Linearity Reformulation
    • Constraint Bounds Tightener
    • Trivial Constraint Deactivation
    • Fixed Variable Detection
    • Fixed Variable Equality Propagator
    • Variable Bound Equality Propagator
    • Variable Midpoint Initializer
    • Variable Zero Initializer
    • Zero Term Remover
    • Variable Bound Remover
    • Zero Sum Propagator
  • Model Scaling Transformation
    • Setting Scaling Factors
    • Applying Model Scaling
• Developer Utilities
  • The Pyomo Configuration System
    • Domain validation
    • Configuring class hierarchies
    • Interacting with argparse
    • Accessing user-specified values
    • Generating output & documentation
  • Deprecation and Removal of Functionality
    • Deprecation
    • Removal
• Experimental features
  • The Kernel Library
    • Syntax Comparison Table (pyomo.kernel vs pyomo.environ)
    • Notable Improvements
  • Future Solver Interface Changes
    • New Interface Usage
    • Interface Implementation
    • Results
    • Solution
    • Dual Sign Convention