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In the context of the characteristic polynomial of a differential equation 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 ...
, a
polynomial In mathematics, a polynomial is a Expression (mathematics), mathematical expression consisting of indeterminate (variable), indeterminates (also called variable (mathematics), variables) and coefficients, that involves only the operations of addit ...
is said to be stable if either: * all its roots lie in the open left half-plane, or * all its roots lie in the open
unit disk In mathematics, the open unit disk (or disc) around ''P'' (where ''P'' is a given point in the plane), is the set of points whose distance from ''P'' is less than 1: :D_1(P) = \.\, The closed unit disk around ''P'' is the set of points whose d ...
. The first condition provides stability for continuous-time linear systems, and the second case relates to stability of discrete-time linear systems. A polynomial with the first property is called at times a Hurwitz-stable polynomial and with the second property a Schur-stable polynomial. Stable polynomials arise in
control theory Control theory is a field of control engineering and applied mathematics that deals with the control system, control of dynamical systems in engineered processes and machines. The objective is to develop a model or algorithm governing the applic ...
and in mathematical theory of differential and difference equations. A linear, time-invariant system (see
LTI system theory In system analysis, among other fields of study, a linear time-invariant (LTI) system is a system that produces an output signal from any input signal subject to the constraints of linearity and time-invariance; these terms are briefly define ...
) is said to be BIBO stable if every bounded input produces bounded output. A linear system is BIBO stable if its characteristic polynomial is stable. The denominator is required to be Hurwitz stable if the system is in continuous-time and Schur stable if it is in discrete-time. In practice, stability is determined by applying any one of several stability criteria.


Properties

* The Routh–Hurwitz theorem provides an algorithm for determining if a given polynomial is Hurwitz stable, which is implemented in the Routh–Hurwitz and Liénard–Chipart tests. * To test if a given polynomial ''P'' (of degree ''d'') is Schur stable, it suffices to apply this theorem to the transformed polynomial :: Q(z)=(z-1)^d P\left(\right) :obtained after the Möbius transformation z \mapsto which maps the left half-plane to the open unit disc: ''P'' is Schur stable if and only if ''Q'' is Hurwitz stable and P(1)\neq 0. For higher degree polynomials the extra computation involved in this mapping can be avoided by testing the Schur stability by the Schur-Cohn test, the Jury test or the Bistritz test. * Necessary condition: a Hurwitz stable polynomial (with real
coefficient In mathematics, a coefficient is a Factor (arithmetic), multiplicative factor involved in some Summand, term of a polynomial, a series (mathematics), series, or any other type of expression (mathematics), expression. It may be a Dimensionless qu ...
s) has coefficients of the same sign (either all positive or all negative). * Sufficient condition: a polynomial f(z) = a_0+a_1 z+\cdots+a_n z^n with (real) coefficients such that :: a_n>a_>\cdots>a_0 > 0, :is Schur stable. * Product rule: Two polynomials ''f'' and ''g'' are stable (of the same type)
if and only if In logic and related fields such as mathematics and philosophy, "if and only if" (often shortened as "iff") is paraphrased by the biconditional, a logical connective between statements. The biconditional is true in two cases, where either bo ...
the product ''fg'' is stable. *Hadamard product: The Hadamard (coefficient-wise) product of two Hurwitz stable polynomials is again Hurwitz stable.


Examples

* 4z^3+3z^2+2z+1 is Schur stable because it satisfies the sufficient condition; * z^ is Schur stable (because all its roots equal 0) but it does not satisfy the sufficient condition; * z^2-z-2 is not Hurwitz stable (its roots are −1 and 2) because it violates the necessary condition; * z^2+3z+2 is Hurwitz stable (its roots are −1 and −2). * The polynomial z^4+z^3+z^2+z+1 (with positive coefficients) is neither Hurwitz stable nor Schur stable. Its roots are the four primitive fifth
roots of unity In mathematics, a root of unity is any complex number that yields 1 when raised to some positive integer power . Roots of unity are used in many branches of mathematics, and are especially important in number theory, the theory of group char ...
:: z_k=\cos\left(\right)+i \sin\left(\right), \, k=1, \ldots, 4\, . :Note here that :: \cos()=>0. :It is a "boundary case" for Schur stability because its roots lie on the
unit circle In mathematics, a unit circle is a circle of unit radius—that is, a radius of 1. Frequently, especially in trigonometry, the unit circle is the circle of radius 1 centered at the origin (0, 0) in the Cartesian coordinate system in the Eucli ...
. The example also shows that the necessary (positivity) conditions stated above for Hurwitz stability are not sufficient.


Stable matrices

Just as stable polynomials are crucial for assessing the stability of systems described by polynomials, stability matrices play a vital role in evaluating the stability of systems represented by matrices.


Hurwitz matrix

A square matrix ''A'' is called a Hurwitz matrix if every eigenvalue of ''A'' has strictly negative
real part In mathematics, a complex number is an element of a number system that extends the real numbers with a specific element denoted , called the imaginary unit and satisfying the equation i^= -1; every complex number can be expressed in the form ...
.


Schur matrix

Schur matrices is an analogue of the Hurwitz matrices for discrete-time systems. A matrix ''A'' is a Schur (stable) matrix if its eigenvalues are located in the open unit disk in the
complex plane In mathematics, the complex plane is the plane (geometry), plane formed by the complex numbers, with a Cartesian coordinate system such that the horizontal -axis, called the real axis, is formed by the real numbers, and the vertical -axis, call ...
.


See also

* Kharitonov region * Stability criterion * Stability radius


References

{{Reflist


External links


Mathworld page
Stability theory Polynomials fr:Polynôme de Hurwitz