In
mathematics, an ordinary differential equation (ODE) is a
differential equation whose unknown(s) consists of one (or more) function(s) of one
variable and involves the
derivative
In mathematics, the derivative of a function of a real variable measures the sensitivity to change of the function value (output value) with respect to a change in its argument (input value). Derivatives are a fundamental tool of calculus. ...
s of those functions.
The term ''ordinary'' is used in contrast with the term
partial differential equation which may be with respect to ''more than'' one independent variable.
Differential equations
A
linear differential equation is a differential equation that is defined by a
linear polynomial in the unknown function and its derivatives, that is an
equation of the form
:
where , ..., and are arbitrary
differentiable functions that do not need to be linear, and are the successive derivatives of the unknown function of the variable .
Among ordinary differential equations, linear differential equations play a prominent role for several reasons. Most
elementary and
special functions that are encountered in
physics
Physics is the natural science that studies matter, its fundamental constituents, its motion and behavior through space and time, and the related entities of energy and force. "Physical science is that department of knowledge which rel ...
and
applied mathematics
Applied mathematics is the application of mathematical methods by different fields such as physics, engineering, medicine, biology, finance, business, computer science, and industry. Thus, applied mathematics is a combination of mathemat ...
are solutions of linear differential equations (see
Holonomic function). When physical phenomena are modeled with non-linear equations, they are generally approximated by linear differential equations for an easier solution. The few non-linear ODEs that can be solved explicitly are generally solved by transforming the equation into an equivalent linear ODE (see, for example
Riccati equation).
Some ODEs can be solved explicitly in terms of known functions and
integrals. When that is not possible, the equation for computing the
Taylor series of the solutions may be useful. For applied problems,
numerical methods for ordinary differential equations can supply an approximation of the solution.
Background
Ordinary differential equations (ODEs) arise in many contexts of mathematics and
social
Social organisms, including human(s), live collectively in interacting populations. This interaction is considered social whether they are aware of it or not, and whether the exchange is voluntary or not.
Etymology
The word "social" derives from ...
and
natural sciences. Mathematical descriptions of change use differentials and derivatives. Various differentials, derivatives, and functions become related via equations, such that a differential equation is a result that describes dynamically changing phenomena, evolution, and variation. Often, quantities are defined as the rate of change of other quantities (for example, derivatives of displacement with respect to time), or gradients of quantities, which is how they enter differential equations.
Specific mathematical fields include
geometry
Geometry (; ) is, with arithmetic, one of the oldest branches of mathematics. It is concerned with properties of space such as the distance, shape, size, and relative position of figures. A mathematician who works in the field of geometry is c ...
and
analytical mechanics. Scientific fields include much of
physics
Physics is the natural science that studies matter, its fundamental constituents, its motion and behavior through space and time, and the related entities of energy and force. "Physical science is that department of knowledge which rel ...
and
astronomy
Astronomy () is a natural science that studies astronomical object, celestial objects and phenomena. It uses mathematics, physics, and chemistry in order to explain their origin and chronology of the Universe, evolution. Objects of interest ...
(celestial mechanics),
meteorology
Meteorology is a branch of the atmospheric sciences (which include atmospheric chemistry and physics) with a major focus on weather forecasting. The study of meteorology dates back millennia, though significant progress in meteorology did no ...
(weather modeling),
chemistry (reaction rates),
biology
Biology is the scientific study of life. It is a natural science with a broad scope but has several unifying themes that tie it together as a single, coherent field. For instance, all organisms are made up of cells that process hereditar ...
(infectious diseases, genetic variation),
ecology
Ecology () is the study of the relationships between living organisms, including humans, and their physical environment. Ecology considers organisms at the individual, population, community, ecosystem, and biosphere level. Ecology overl ...
and
population modeling A population model is a type of mathematical model that is applied to the study of population dynamics.
Rationale
Models allow a better understanding of how complex interactions and processes work. Modeling of dynamic interactions in nature can p ...
(population competition),
economics
Economics () is the social science that studies the production, distribution, and consumption of goods and services.
Economics focuses on the behaviour and interactions of economic agents and how economies work. Microeconomics analy ...
(stock trends, interest rates and the market equilibrium price changes).
Many mathematicians have studied differential equations and contributed to the field, including
Newton,
Leibniz, the
Bernoulli family,
Riccati,
Clairaut,
d'Alembert, and
Euler.
A simple example is
Newton's second law of motion — the relationship between the displacement ''x'' and the time ''t'' of an object under the force ''F'', is given by the differential equation
:
which constrains the
motion of a particle of constant mass ''m''. In general, ''F'' is a function of the position ''x''(''t'') of the particle at time ''t''. The unknown function ''x''(''t'') appears on both sides of the differential equation, and is indicated in the notation ''F''(''x''(''t'')).
Definitions
In what follows, let ''y'' be a
dependent variable
Dependent and independent variables are variables in mathematical modeling, statistical modeling and experimental sciences. Dependent variables receive this name because, in an experiment, their values are studied under the supposition or dema ...
and ''x'' an
independent variable, and ''y'' = ''f''(''x'') is an unknown function of ''x''. The
notation for differentiation varies depending upon the author and upon which notation is most useful for the task at hand. In this context, the
Leibniz's notation is more useful for differentiation and
integration
Integration may refer to:
Biology
* Multisensory integration
* Path integration
* Pre-integration complex, viral genetic material used to insert a viral genome into a host genome
*DNA integration, by means of site-specific recombinase technolo ...
, whereas
Lagrange's notation is more useful for representing derivatives of any order compactly, and
Newton's notation is often used in physics for representing derivatives of low order with respect to time.
General definition
Given ''F'', a function of ''x'', ''y'', and derivatives of ''y''. Then an equation of the form
:
is called an ''
explicit
Explicit refers to something that is specific, clear, or detailed. It can also mean:
* Explicit knowledge, knowledge that can be readily articulated, codified and transmitted to others
* Explicit (text) The explicit (from Latin ''explicitus est'', ...
ordinary differential equation of order n''.
More generally, an ''
implicit'' ordinary differential equation of order ''n'' takes the form:
:
There are further classifications:
System of ODEs
A number of coupled differential equations form a system of equations. If y is a vector whose elements are functions; y(''x'') =
1(''x''), ''y''2(''x''),..., ''ym''(''x'')">'y''1(''x''), ''y''2(''x''),..., ''ym''(''x'') and F is a
vector-valued function of y and its derivatives, then
:
is an ''explicit system of ordinary differential equations'' of ''order'' ''n'' and ''dimension'' ''m''. In
column vector
In linear algebra, a column vector with m elements is an m \times 1 matrix consisting of a single column of m entries, for example,
\boldsymbol = \begin x_1 \\ x_2 \\ \vdots \\ x_m \end.
Similarly, a row vector is a 1 \times n matrix for some n, ...
form:
:
These are not necessarily linear. The ''implicit'' analogue is:
:
where 0 = (0, 0, ..., 0) is the
zero vector. In matrix form
:
For a system of the form
, some sources also require that the
Jacobian matrix be
non-singular in order to call this an implicit ODE
ystem an implicit ODE system satisfying this Jacobian non-singularity condition can be transformed into an explicit ODE system. In the same sources, implicit ODE systems with a singular Jacobian are termed
differential algebraic equations (DAEs). This distinction is not merely one of terminology; DAEs have fundamentally different characteristics and are generally more involved to solve than (nonsingular) ODE systems.
Presumably for additional derivatives, the
Hessian matrix and so forth are also assumed non-singular according to this scheme, although note that
any ODE of order greater than one can be (and usually is) rewritten as system of ODEs of first order, which makes the Jacobian singularity criterion sufficient for this taxonomy to be comprehensive at all orders.
The behavior of a system of ODEs can be visualized through the use of a
phase portrait
A phase portrait is a geometric representation of the trajectories of a dynamical system in the phase plane. Each set of initial conditions is represented by a different curve, or point.
Phase portraits are an invaluable tool in studying dyn ...
.
Solutions
Given a differential equation
:
a function , where ''I'' is an interval, is called a ''solution'' or
integral curve for ''F'', if ''u'' is ''n''-times differentiable on ''I'', and
:
Given two solutions and , ''u'' is called an ''extension'' of ''v'' if and
:
A solution that has no extension is called a ''maximal solution''. A solution defined on all of R is called a ''global solution''.
A ''general solution'' of an ''n''th-order equation is a solution containing ''n'' arbitrary independent
constants of integration
In calculus, the constant of integration, often denoted by C (or c), is a constant term added to an antiderivative of a function f(x) to indicate that the indefinite integral of f(x) (i.e., the set of all antiderivatives of f(x)), on a connec