Intro
Preface
Goals of the Book
Who Should Read This Book
Revisions for the Third Edition
Acknowledgments
Disclaimers
Comments and Questions
Contents
Chapter 1 Introduction
1.1 Modeling Languages for Optimization
1.2 Modeling with Pyomo
1.2.1 Simple Examples
1.2.2 Graph Coloring Example
1.2.3 Key Pyomo Features
Python
Customizable Capability
Command-Line Tools and Scripting
Concrete and Abstract Model Definitions
Object-Oriented Design
Expressive Modeling Capability
Solver Integration
Open Source
1.3 Getting Started

1.4 Book Summary
1.5 Discussion
Part I An Introduction to Pyomo
Chapter 2 Mathematical Modeling and Optimization
2.1 Mathematical Modeling
2.1.1 Overview
2.1.2 A Modeling Example
2.2 Optimization
2.3 Modeling with Pyomo
2.3.1 A Concrete Formulation
2.4 Linear and Nonlinear Optimization Models
2.4.1 Definition
2.4.2 Linear Version
2.5 Solving the Pyomo Model
2.5.1 Solvers
2.5.2 Python Scripts
Chapter 3 Pyomo Overview
3.1 Introduction
3.2 The Warehouse Location Problem
3.3 Pyomo Models

3.3.1 Components for Variables, Objectives, and Constraints
3.3.2 Indexed Components
3.3.3 Construction Rules
3.3.4 A Concrete Model for the Warehouse Location Problem
3.3.5 Modeling Components for Sets and Parameters
Chapter 4 Pyomo Models and Components: An Introduction
4.1 An Object-Oriented AML
4.2 Common Component Paradigms
4.2.1 Indexed Components
4.3 Variables
4.3.1 Var Declarations
4.3.2 Working with Var Objects
4.4 Objectives
4.4.1 Objective Declarations
4.4.2 Working with Objective Objects
4.5 Constraints
4.5.1 Constraint Declarations

4.5.2 Working with Constraint Objects
4.6 Set Data
4.6.1 Set Declarations
4.6.2 Working with Set Objects
4.7 Parameter Data
4.7.1 Param Declarations
4.7.2 Working with Param Objects
4.8 Named Expressions
4.8.1 Expression Declarations
4.8.2 Working with Expression Objects
4.9 Suffix Components
4.9.1 Suffix Declarations
4.9.2 Working with Suffixes
4.10 Other Modeling Components
Chapter 5 Scripting Custom Workflows
5.1 Introduction
5.2 Interrogating the Model
5.2.1 The The value Function
5.2.2 Accessing Attributes of Indexed Components

5.2.2.1 Slicing Over Indices of Components
5.2.2.2 Iterating Over All Var Objects on a Model
5.3 Modifying Pyomo Model Structure
5.4 Examples of Common Scripting Tasks
5.4.1 Warehouse Location Loop and Plotting
5.4.2 A Sudoku Solver
Chapter 6 Interacting with Solvers
6.1 Introduction
6.2 Using Solvers
6.3 Investigating the Solution
6.3.1 Solver Results
Part II Advanced Topics
Chapter 7 Nonlinear Programming with Pyomo
7.1 Introduction
7.2 Nonlinear Progamming Problems in Pyomo
7.2.1 Nonlinear Expressions
7.2.2 The Rosenbrock Problem