In
mathematics
Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
, the characteristic equation (or auxiliary equation
) is an
algebraic equation of
degree
Degree may refer to:
As a unit of measurement
* Degree (angle), a unit of angle measurement
** Degree of geographical latitude
** Degree of geographical longitude
* Degree symbol (°), a notation used in science, engineering, and mathematics
...
upon which depends the solution of a given th-
order differential equation
In mathematics, a differential equation is an equation that relates one or more unknown functions and their derivatives. In applications, the functions generally represent physical quantities, the derivatives represent their rates of change, an ...
or
difference equation
In mathematics, a recurrence relation is an equation according to which the nth term of a sequence of numbers is equal to some combination of the previous terms. Often, only k previous terms of the sequence appear in the equation, for a parameter ...
.
The characteristic equation can only be formed when the differential or difference equation is
linear
Linearity is the property of a mathematical relationship (''function'') that can be graphically represented as a straight line. Linearity is closely related to '' proportionality''. Examples in physics include rectilinear motion, the linear r ...
and
homogeneous
Homogeneity and heterogeneity are concepts often used in the sciences and statistics relating to the uniformity of a substance or organism. A material or image that is homogeneous is uniform in composition or character (i.e. color, shape, siz ...
, and has constant
coefficient
In mathematics, a coefficient is a multiplicative factor in some term of a polynomial, a series, or an expression; it is usually a number, but may be any expression (including variables such as , and ). When the coefficients are themselves var ...
s.
Such a differential equation, with as the
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 demand ...
, superscript denoting ''n''
th-derivative, and as
constants,
:
will have a characteristic equation of the form
:
whose solutions are the roots from which the
general solution can be formed.
Analogously, a linear difference equation of the form
:
has characteristic equation
:
discussed in more detail at
Linear recurrence with constant coefficients#Solution to homogeneous case.
The characteristic roots (roots of the characteristic equation) also provide qualitative information about the behavior of the variable whose evolution is described by the dynamic equation. For a differential equation parameterized on time, the variable's evolution is
stable
A stable is a building in which livestock, especially horses, are kept. It most commonly means a building that is divided into separate stalls for individual animals and livestock. There are many different types of stables in use today; the ...
if and only if the
real
Real may refer to:
Currencies
* Brazilian real (R$)
* Central American Republic real
* Mexican real
* Portuguese real
* Spanish real
* Spanish colonial real
Music Albums
* ''Real'' (L'Arc-en-Ciel album) (2000)
* ''Real'' (Bright album) (2010) ...
part of each root is negative. For difference equations, there is stability if and only if the modulus (
absolute value
In mathematics, the absolute value or modulus of a real number x, is the non-negative value without regard to its sign. Namely, , x, =x if is a positive number, and , x, =-x if x is negative (in which case negating x makes -x positive), an ...
) of each root is less than 1. For both types of equation, persistent fluctuations occur if there is at least one pair of
complex
Complex commonly refers to:
* Complexity, the behaviour of a system whose components interact in multiple ways so possible interactions are difficult to describe
** Complex system, a system composed of many components which may interact with each ...
roots.
The method of
integrating linear ordinary differential equations with constant coefficients was discovered by
Leonhard Euler
Leonhard Euler ( , ; 15 April 170718 September 1783) was a Swiss mathematician, physicist, astronomer, geographer, logician and engineer who founded the studies of graph theory and topology and made pioneering and influential discoveries in ma ...
, who found that the solutions depended on an algebraic 'characteristic' equation.
The qualities of the Euler's characteristic equation were later considered in greater detail by French mathematicians
Augustin-Louis Cauchy
Baron Augustin-Louis Cauchy (, ; ; 21 August 178923 May 1857) was a French mathematician, engineer, and physicist who made pioneering contributions to several branches of mathematics, including mathematical analysis and continuum mechanics. He ...
and
Gaspard Monge
Gaspard Monge, Comte de Péluse (9 May 1746 – 28 July 1818) was a French mathematician, commonly presented as the inventor of descriptive geometry, (the mathematical basis of) technical drawing, and the father of differential geometry. Durin ...
.
Derivation
Starting with a linear homogeneous differential equation with constant coefficients ,
:
it can be seen that if , each term would be a constant multiple of . This results from the fact that the derivative of the
exponential function
The exponential function is a mathematical function denoted by f(x)=\exp(x) or e^x (where the argument is written as an exponent). Unless otherwise specified, the term generally refers to the positive-valued function of a real variable, a ...
is a multiple of itself. Therefore, , , and are all multiples. This suggests that certain values of will allow multiples of to sum to zero, thus solving the homogeneous differential equation.
In order to solve for , one can substitute and its derivatives into the differential equation to get
:
Since can never equal zero, it can be divided out, giving the characteristic equation
:
By solving for the roots, , in this characteristic equation, one can find the general solution to the differential equation.
For example, if has roots equal to , then the general solution will be
, where
,
, and
are
arbitrary constants which need to be determined by the boundary and/or initial conditions.
Formation of the general solution
Solving the characteristic equation for its roots, , allows one to find the general solution of the differential equation. The roots may be
real
Real may refer to:
Currencies
* Brazilian real (R$)
* Central American Republic real
* Mexican real
* Portuguese real
* Spanish real
* Spanish colonial real
Music Albums
* ''Real'' (L'Arc-en-Ciel album) (2000)
* ''Real'' (Bright album) (2010) ...
or
complex
Complex commonly refers to:
* Complexity, the behaviour of a system whose components interact in multiple ways so possible interactions are difficult to describe
** Complex system, a system composed of many components which may interact with each ...
, as well as distinct or repeated. If a characteristic equation has parts with distinct real roots, repeated roots, or complex roots corresponding to general solutions of , , and , respectively, then the general solution to the differential equation is
:
Example
The linear homogeneous differential equation with constant coefficients
:
has the characteristic equation
:
By
factoring the characteristic equation into
:
one can see that the solutions for are the distinct single root and the double complex roots . This corresponds to the real-valued general solution
:
with constants .
Distinct real roots
The ''
superposition principle
The superposition principle, also known as superposition property, states that, for all linear systems, the net response caused by two or more stimuli is the sum of the responses that would have been caused by each stimulus individually. So tha ...
for linear homogeneous differential equations with constant coefficients'' says that if are
linearly independent
In the theory of vector spaces, a set of vectors is said to be if there is a nontrivial linear combination of the vectors that equals the zero vector. If no such linear combination exists, then the vectors are said to be . These concepts are ...
solutions to a particular differential equation, then is also a solution for all values .
Therefore, if the characteristic equation has distinct
real
Real may refer to:
Currencies
* Brazilian real (R$)
* Central American Republic real
* Mexican real
* Portuguese real
* Spanish real
* Spanish colonial real
Music Albums
* ''Real'' (L'Arc-en-Ciel album) (2000)
* ''Real'' (Bright album) (2010) ...
roots , then a general solution will be of the form
:
Repeated real roots
If the characteristic equation has a root that is repeated times, then it is clear that is at least one solution.
However, this solution lacks linearly independent solutions from the other roots. Since has multiplicity , the differential equation can be factored into
:
The fact that is one solution allows one to presume that the general solution may be of the form , where is a function to be determined. Substituting gives
:
when . By applying this fact times, it follows that
:
By dividing out , it can be seen that
:
Therefore, the general case for is a polynomial of degree , so that .
Since , the part of the general solution corresponding to is
:
Complex roots
If a second-order differential equation has a characteristic equation with
complex
Complex commonly refers to:
* Complexity, the behaviour of a system whose components interact in multiple ways so possible interactions are difficult to describe
** Complex system, a system composed of many components which may interact with each ...
conjugate roots of the form and , then the general solution is accordingly . By
Euler's formula
Euler's formula, named after Leonhard Euler, is a mathematical formula in complex analysis that establishes the fundamental relationship between the trigonometric functions and the complex exponential function. Euler's formula states that for an ...
, which states that , this solution can be rewritten as follows:
:
where and are constants that can be non-real and which depend on the initial conditions.
(Indeed, since is real, must be imaginary or zero and must be real, in order for both terms after the last equality sign to be real.)
For example, if , then the particular solution is formed. Similarly, if and , then the independent solution formed is . Thus by the ''superposition principle for linear homogeneous differential equations with constant coefficients'', a second-order differential equation having complex roots will result in the following general solution:
:
This analysis also applies to the parts of the solutions of a higher-order differential equation whose characteristic equation involves non-real complex conjugate roots.
See also
*
Characteristic polynomial
In linear algebra, the characteristic polynomial of a square matrix is a polynomial which is invariant under matrix similarity and has the eigenvalues as roots. It has the determinant and the trace of the matrix among its coefficients. The chara ...
References
{{reflist, 2
Ordinary differential equations