Differential equation: Difference between revisions
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Differential equations describe complex relationships between quantities and their rates of change. | Differential equations can describe complex relationships between quantities and their rates of change in nature. | ||
For instance, | For instance, | ||
Revision as of 19:34, 10 October 2026
A differential equation is an equation which relates an unknown function to its derivatives.
It has the general form:
$$F\!\left(x_1,\dots,x_m,\;u,\;\frac{\partial u}{\partial x_1},\dots,\frac{\partial u}{\partial x_m},\;\frac{\partial^2u}{\partial x_1^2},\dots,\frac{\partial^\alpha u}{\partial x_1^{\alpha_1}\cdots\partial x_m^{\alpha_m}},\dots\right)=0, \qquad \alpha=(\alpha_1,\dots,\alpha_m)\in\mathbb N^m.$$
Regular v. differential equation
A regular equation such as $x^2=9$ is solved by numbers; a differential equation such as $\dot{y}=2y$ is solved by functions $y$.
$\dot{y}$ and $y'$ are alternative notations for $\frac{dy}{dx}$
Classification
Order
The order of the equation is the order $n$ of the highest derivative that appears.
For instance, Newton's second law of motion for a body of mass $m$ at position $r(t)$,
$$m\frac{d^{2}\vec r}{dt^{2}}=\vec F$$
is of order 2 with regard to $\vec r$.
Linearity
A differential equation is linear when all of the following conditions are satisfied:
The unknown function and its successive derivatives
- appear only to the first power,
- are never multiplied together,
- and are never the arguments of another function.
A linear differential equation of order $n$ has the general form
$$\sum_{|\alpha|\le m} a_\alpha(\mathbf{x})\,D^\alpha u(\mathbf{x})=f(\mathbf{x}), \qquad \mathbf{x}=(x_1,\dots,x_d).$$
Where:
$a_\alpha(\mathbf{x})$ and $f(\mathbf{x})$ are functions of $\mathbf{x}$;
$$ \alpha=(\alpha_1,\dots,\alpha_d), \qquad |\alpha|=\alpha_1+\cdots+\alpha_d; $$
and
$$ D^\alpha u= \frac{\partial^{|\alpha|}u} {\partial x_1^{\alpha_1}\cdots \partial x_d^{\alpha_d}}. $$
When $f(\mathbf{x})=0$, the differential equation is further said to be homogeneous.
Examples:
$$ \begin{cases} \dot{y}=2y & \text{linear} \\ \dot{y}=y^{2} & \text{nonlinear: square of the unknown function y} \\ \ddot{\theta}+\dfrac{g}{L}\sin\theta=0 & \text{nonlinear: sine of the unknown function} \theta(t) \end{cases} $$
Ordinary v. partial differential equation
A differential equation is ordinary if there is only one independent variable.
A differential equation is partial if there are several independent variables.
For example: The heat equation
$$\frac{\partial u}{\partial t}=\alpha\frac{\partial^{2}u}{\partial x^{2}}$$
for the temperature $u(x,t)$ of a one-dimensional metal bar is a partial differential equation.
Solutions
Many differential equations have multiple solutions.
For example, $y=Ce^{2t}$ solves $\dot{y}=2y$ for every constant $C$, since
$$y=Ce^{2t} \ \Longrightarrow\ \dot{y}=2Ce^{2t}=2y$$
So the equation has infinitely many solutions, all in the family of $y=Ce^{2t}$. We call the whole solution family its general solution.
A general solution contains one or more arbitrary constants.
Prescribing values of the solution function and its derivatives at certain points fixes those constants and selects one particular solution from the general solution family.
For instance, for $\dot{y}=2y$, the single condition $y(0)=3$ fixes the constant:
$$\begin{gathered} 3=Ce^0 \\ C=3 \end{gathered}$$
If values are prescribed at a single point, this prescription is often called an initial condition; if they are prescribed at two different points, the prescriptions are often called boundary conditions.
Methods of solution
No general formula solves all differential equations, just as no general formula solves all algebraic equations.
Some simple differential equations can be solved algebraically:
- Ordinary differential equations:
- First-order: separation of variables, integrating factor
- linear equations with constant coefficients, of the second and higher orders: by their characteristic equation
- Partial differential equations: separation of variables
- First-order: method of characteristics
Some methods exist to transform differential equations that cannot be directly solved into directly solvable forms:
More complex differential equations that cannot be solved algebraically can be analysed otherwise:
- Numerical solution: Euler's method and its higher-order refinements step along the direction field, when only numbers are required.
- Qualitative analysis: equilibria, stability, and long-term behaviour, read directly from the equation.
Application
Differential equations can describe complex relationships between quantities and their rates of change in nature.
For instance,
- Newton's second law can be stated as $m\ddot{\mathbf{r}}=\mathbf{F}$
- The decay of a radioactive sample and the growth of an unchecked population both follow $\dot{y}=ky$
- Conduction of heat through a solid is described by the partial differential equation $u_{t}=\alpha u_{xx}$.
$u_{t}$ and $u_{xx}$ are alternative notations for $\frac{\partial u}{\partial t}$ and $\frac{\partial^{2}u}{\partial x^{2}}$.
See also
Further reading
- Differential Equation, Wolfram MathWorld
- 18.03SC Differential Equations, MIT OpenCourseWare