Energy constraint without damping
Kinetic and potential energy exchange continuously. Significant drift usually reveals damping or integration error.
Chaos · nonlinear dynamics
An RK4-integrated 3D metal mechanism, with a velocity arrow and luminous tip trail preserving the motion in space. A violet twin starts one-thousandth of a degree away on a parallel layer; watch how long it shadows the original.
Physics tutorial
BackgroundA simple pendulum is approximately a stable oscillator. Adding a second rod couples two angles nonlinearly through gravity and inertia.
Why it mattersIt is the smallest useful model for seeing why weather, orbits, and complex systems can obey exact equations yet resist long-term prediction.
Start with the essentials
Kinetic and potential energy exchange continuously. Significant drift usually reveals damping or integration error.
A positive Lyapunov exponent makes initial differences grow exponentially and sets a prediction horizon.
Typical misconceptionAn irregular path means no deterministic equation exists.
Better mental modelThe same equations govern every instant; uncertainty enters because initial conditions have finite precision.
Typical misconceptionIf total energy is fixed, the trajectory must repeat.
Better mental modelA conserved quantity restricts the accessible state space but does not force a closed path.
Choose Gentle, reduce damping to zero, and reset.
What to observe: Energy stays stable and motion is nearly periodic.Switch to Chaotic and keep the tip trail visible.
What to observe: Flips and nonrepeating paths appear.Enable the twin offset by only 0.001 degrees.
What to observe: The systems overlap at first and then separate rapidly.