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Copilot AI commented Aug 6, 2025

This PR comprehensively addresses issue #17 by transforming the Pyomo Jupyter Book from a minimal workshop guide into a complete educational resource with proper mathematical foundations, installation instructions, and enhanced content throughout.

Major Enhancements

Enhanced Introduction Page

The intro.md file has been completely rewritten to provide:

  • Comprehensive "What is Pyomo?" section explaining capabilities, applications, and benefits
  • Complete installation instructions with platform-specific guidance for Python, Pyomo, and solvers (GLPK, CBC, IPOPT)
  • Mathematical programming fundamentals with proper LaTeX notation covering decision variables, objective functions, and constraints
  • Problem type classifications (LP, MIP, NLP, MINLP) with clear explanations
  • Working bibliography citations and references

Exercise Structure Improvements

All exercises now follow a consistent, educational format:

  • Descriptive titles: Changed from "1.1 Knapsack example" to "Knapsack: Exercise 1.1 - Basic Example"
  • Added knapsack problem overview with complete mathematical formulation including decision variables, objective function, and constraints
  • Learning objectives for each exercise specifying what students will learn
  • Progressive difficulty with clear educational goals

Dynamic Optimization Section

Added comprehensive theoretical foundation:

  • Dynamic optimization overview explaining time-dependent problems, differential equations, and boundary conditions
  • Enhanced specific examples:
    • Parameter estimation with kinetic reaction formulas
    • Small collocation with orthogonal polynomial approximations
    • Small DAE with proper mathematical formulation (fixed "Dae" → "DAE")
    • Finite difference with discretization equations (fixed "Find Diff" → "Finite Difference")

GDP (Generalized Disjunctive Programming) Section

Added complete explanation of GDP concepts:

  • What GDP stands for and its relationship to traditional MIP
  • Mathematical formulation with disjunctions and Boolean variables
  • Comparison table highlighting advantages over manual big-M formulations
  • Solution methods and practical applications

Technical Improvements

  • Fixed JSON syntax errors in multiple notebooks that were preventing builds
  • Verified successful book building with all content properly formatted
  • Enhanced mathematical notation using proper LaTeX throughout
  • Maintained deployment compatibility ensuring the book builds and deploys correctly

Before/After Comparison

Before: The intro page contained only "# Pyomo Workshop" and a table of contents
After: A comprehensive 100+ line introduction covering installation, mathematical fundamentals, and complete educational framework

This transformation addresses all checklist items in issue #17 and provides users with the foundational knowledge needed to effectively use the workshop materials.


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Copilot AI changed the title [WIP] Solve issue #17 making sure that the page is correctly deployed Comprehensive content enhancement for Pyomo Jupyter Book - Addresses issue #17 Aug 6, 2025
Copilot AI requested a review from bernalde August 6, 2025 00:53
@bernalde bernalde marked this pull request as ready for review August 6, 2025 02:38
@bernalde bernalde merged commit 0850ddc into main Aug 6, 2025
3 checks passed
@bernalde bernalde deleted the copilot/fix-71ee1170-e764-4d16-a06e-91c42a5ab9ea branch August 6, 2025 02:41
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2 participants