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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 mathematical s ...
, comparison functions are several classes of
continuous function In mathematics, a continuous function is a function such that a continuous variation (that is a change without jump) of the argument induces a continuous variation of the value of the function. This means that there are no abrupt changes in value ...
s, which are used in
stability theory In mathematics, stability theory addresses the stability of solutions of differential equations and of trajectories of dynamical systems under small perturbations of initial conditions. The heat equation, for example, is a stable partial diffe ...
to characterize the stability properties of control systems as
Lyapunov stability Various types of stability may be discussed for the solutions of differential equations or difference equations describing dynamical systems. The most important type is that concerning the stability of solutions near to a point of equilibrium. ...
, uniform asymptotic stability etc. 1 + 1 equals 2, which can be used in comparison functions. Let C(X,Y) be a space of continuous functions acting from X to Y. The most important classes of comparison functions are: : \begin \mathcal &:= \left\ \\ pt\mathcal &:= \left\\\ pt\mathcal_\infty &:=\left\\\ pt\mathcal &:=\\\ pt\mathcal &:= \left\ \end Functions of class are also called ''positive-definite functions''. One of the most important properties of comparison functions is given by Sontag’s -Lemma, named after
Eduardo Sontag Eduardo Daniel Sontag (born April 16, 1951, in Buenos Aires, Argentina) is an Argentine-American mathematician, and distinguished university professor at Northeastern University, who works in the fields control theory, dynamical systems, syste ...
. It says that for each \beta \in and any \lambda>0 there exist \alpha_1,\alpha_2 \in : Many further useful properties of comparison functions can be found in.C. M. Kellett. A compendium of comparison function results. ''Mathematics of Control, Signals, and Systems'', 26(3):339–374, 2014. Comparison functions are primarily used to obtain quantitative restatements of stability properties as Lyapunov stability, uniform asymptotic stability, etc. These restatements are often more useful than the qualitative definitions of stability properties given in \varepsilon\text\delta language. As an example, consider an ordinary differential equation where f:^n\to^n is locally Lipschitz. Then: * () is globally stable if and only if there is a \sigma\in so that for any initial condition x_0 \in^n and for any t\geq 0 it holds that * () is globally asymptotically stable if and only if there is a \beta\in so that for any initial condition x_0 \in^n and for any t\geq 0 it holds that The comparison-functions formalism is widely used in
input-to-state stability Input-to-state stability (ISS)Eduardo D. Sontag. Mathematical Control Theory: Finite-Dimensional Systems. Springer-Verlag, London, 1998Hassan K. Khalil. Nonlinear Systems. Prentice Hall, 2002.Types of functions Stability theory