Tagged articles

numerical analysis

2 articles · Page 1 of 1
Model Perspective
Model Perspective
Sep 20, 2026 · Fundamentals

Why Modeling Needs Category Theory: Turning 'Is This Model Right?' into Commutative Diagrams

This article explains how category theory addresses three core modeling challenges—verifying correctness, composing models, and maintaining consistency across abstraction layers—by using commutative diagrams to define model validity, functors to preserve structure across representations, and pullbacks to enforce interface compatibility, with examples from numerical analysis, unit conversion, and fluid-structure coupling.

category theorycommutative diagramscompositional modeling
0 likes · 12 min read
Why Modeling Needs Category Theory: Turning 'Is This Model Right?' into Commutative Diagrams
Model Perspective
Model Perspective
Nov 2, 2024 · Fundamentals

Iterative Methods Compared: Newton, Secant, Modified Newton & Steffensen

This article reviews four common iterative techniques for solving nonlinear equations—Newton's method, the Secant method, the Modified Newton method, and Steffensen's method—detailing their formulas, convergence properties, advantages, disadvantages, and suitable application scenarios, and includes a comparative table and a case study illustrating their performance.

Newton methodSecant methoditerative methods
0 likes · 6 min read
Iterative Methods Compared: Newton, Secant, Modified Newton & Steffensen