math concept 39 topics use this
Math concept
Differential Equations (ODEs)
Core equation
$$\frac{dy}{dt} = f(t, y)$$
Ordinary differential equations describe how quantities change continuously over time. They govern population dynamics, electrical circuits, chemical reactions, and mechanical systems. Existence, uniqueness, and stability are the central theoretical concerns.

First-order linear ODEs

\[\frac{dy}{dt} + p(t)y = q(t)\]

Solved by the integrating factor $\mu(t) = e^{\int p(t)\,dt}$:

\[y = \frac{1}{\mu(t)}\left[\int \mu(t)q(t)\,dt + C\right]\]

Second-order linear ODEs with constant coefficients

\[ay'' + by' + cy = f(t)\]

The characteristic equation $ar^2 + br + c = 0$ determines solution structure:

  • Two real roots $r_1 \neq r_2$: $y_h = C_1 e^{r_1 t} + C_2 e^{r_2 t}$
  • Repeated root: $y_h = (C_1 + C_2 t)e^{rt}$
  • Complex roots $\alpha \pm i\beta$: $y_h = e^{\alpha t}(C_1\cos\beta t + C_2\sin\beta t)$

Stability: Lyapunov’s method

For the system $\dot{\mathbf{x}} = f(\mathbf{x})$, an equilibrium $\mathbf{x}^*$ is stable if there exists a Lyapunov function $V(\mathbf{x}) > 0$ with $\dot{V}(\mathbf{x}) \leq 0$.

Fields that use this concept
Finance & economics Actuarial science
Physical sciences Astrophysics
Earth sciences Climate modeling
Physical sciences Computational chemistry
Social sciences Game theory
Earth sciences Geophysics
Earth sciences Meteorology
Life sciences Quant ecology
Finance & economics Quant finance
Engineering & CS Robotics