--- title: "The JuliaFEM Book" subtitle: "A comprehensive manual mixing theory, software design, and personal experience" description: "Deep dive into FEM theory, design philosophy, and research directions" date: 2025-11-09 author: "Jukka Aho" categories: ["theory", "research", "philosophy"] keywords: ["fem theory", "contact mechanics", "design philosophy", "research"] audience: "researchers and theory enthusiasts" level: "expert" type: "book" status: "work in progress" --- # The JuliaFEM Book **Audience:** Advanced researchers, theory nerds, those who want to understand the "why" and "how" at a deep level. And Jukka. This is the **JuliaFEM Bible** - a comprehensive manual mixing theory, philosophy, software design, and personal experience. It's educational, opinionated, and unapologetically deep. ## What's Here - **Mathematical Foundations:** Lagrange basis functions, weak forms, contact mechanics - **Design Philosophy:** Why JuliaFEM exists, what problems it solves (and doesn't) - **Technical Vision:** Strategic mistakes from 2015-2019, lessons learned - **Research Directions:** Experimental ideas (nodal assembly, matrix-free, etc.) - **Personal Notes:** The journey, the failures, the "aha!" moments - **Theory + Code:** How mathematics becomes software ## What's NOT Here - "How do I install?" (see `docs/user/`) - "How do I add a feature?" (see `docs/contributor/`) - Short answers (everything here is DEEP) ## Philosophy **"Let me show you how I think about FEM."** This is: - **Educational:** Teach FEM through implementation - **Personal:** Written in Jukka's voice, reflecting 8+ years of experience - **Opinionated:** Strong views on what works and what doesn't - **Comprehensive:** From first principles to cutting-edge research - **Honest:** Documents failures as much as successes We assume you: - Love mathematics AND programming - Want to understand WHY, not just HOW - Have time to read deeply - Are curious about unconventional approaches - Might be me, 5 years from now, trying to remember why I did this ## Structure ### Part I: Foundations - Finite Element Method (brief review) - Lagrange Basis Functions (deep dive) - Assembly and Solving - Contact Mechanics ### Part II: Software Design - Type Stability and Performance - Zero-Allocation Design - Immutability and Composition - Field System Architecture ### Part III: History and Vision - Strategic Mistakes (2015-2019) - Why JuliaFEM is Different - Contact Mechanics Focus - Laboratory Philosophy ### Part IV: Research - Nodal Assembly (experimental) - Matrix-Free Methods - Automatic Differentiation - GPU Acceleration ### Part V: The Journey - Personal Reflections - Lessons Learned - Future Directions - Open Questions ## Reading Guide - **For Theory:** Start with Part I - **For Design Rationale:** Start with Part II - **For History:** Start with Part III - **For Research Ideas:** Start with Part IV - **For Philosophy:** Read Part V first, then everything else --- **Start here:** [Mathematical Foundations](foundations.md) | [Strategic Mistakes](strategic_mistakes.md) | [Why JuliaFEM?](philosophy.md)