What is it?
Several coupled unknowns, . For linear systems the solution is and the eigenvalues of decide growth, decay and oscillation.
Formulas
- SIR epidemic model
Where it shows up in computing
SIR/SEIR epidemics and Lotka–Volterra predator–prey models are nonlinear ODE systems.
gravitating bodies give coupled first-order equations.
A robot's equations of motion form a coupled system.
Where is it used?
Computing topics reachable from here, through the chain of ideas that leads to them:
⚛ Physics and simulation
- Population and epidemic models★★★★★
- N-body gravitational simulation★★★★★
- Dynamical systems→Weather and climate modelling★★★★★
- Dynamical systems→Equilibria and stability→Stiffness and implicit methods→Physics engines★★★★★
- Dynamical systems→Equilibria and stability→Stiffness and implicit methods→Physics engines→Fluid dynamics and CFD★★★★★
ℒ AI and machine learning
- Dynamical systems→Equilibria and stability→Gradient descent★★★★★
- Dynamical systems→Equilibria and stability→Gradient descent→Learning rate★★★★★
- Dynamical systems→Phase space→Attractors→Neural networks★★★★★
- Dynamical systems→Equilibria and stability→Gradient descent→Backpropagation★★★★★
- Dynamical systems→Equilibria and stability→Gradient descent→Stochastic gradient descent (SGD)★★★★★
- Dynamical systems→Equilibria and stability→Gradient descent→Loss landscape★★★★★
- +5
What depends on it
This page has the essentials. A fuller treatment (intuition, formal definition, worked example) is on the way.