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Equations Archive

Nonlinear Equation Benchmark Problems

01
2025.12.10

Rosenbrock Function

Famous 'valley' function used as a standard test case for optimization problems.

Optimization
02
2025.12.10

Powell's Singular Function

A problem where the Jacobian matrix becomes singular, targeting weaknesses in Newton's method.

Singular Jacobian
03
2025.12.10

Broyden Tridiagonal Function

Tridiagonal structure problem for testing large-scale and high-dimensional scalability.

Sparse Matrix
04
2025.12.10

Lorenz Attractor

The gold standard of chaos theory found in weather models. Visualization of the 'Butterfly Effect' from deterministic equations.

Chaos Theory
05
2025.12.30

Van der Pol Oscillator

Self-excited oscillation equation proposed as a vacuum tube model. Convergence to limit cycles and transition to relaxation oscillations.

Nonlinear Dynamics
06
2025.12.30

Stewart Platform

Forward kinematics of a 6-DOF parallel link mechanism. Numerical solution using SPICE and robust measures against singularities.

Robotics / Kinematics
07
2025.12.30

Double Pendulum

Double pendulum following Lagrangian mechanics. Visualization of chaotic behavior and verification of numerical accuracy based on energy conservation.

Chaos Theory
08
2025.12.30

Restricted Three-Body Problem

Search for the 5 equilibrium points (Lagrange points) in the restricted three-body problem (Earth-Moon system).

Astrophysics
09
2026.01.03

1D Heat Equation

Numerical simulation of the 1D heat equation. Discretization process and equivalent circuit analysis using SPICE B-sources.

Partial Differential Eq
10
2026.01.10

Linear Programming

Analysis of the Klee-Minty problem. Exploration of global optimum using convex formulation with Augmented Lagrangian and Homotopy method applied to KKT conditions.

Optimization