Lyapunov function
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In mathematics, especially in stability theory, Lyapunov functions, named after Aleksandr Mikhailovich Lyapunov, are functions which can be used to proof the stability or instability of fixed points in dynamical systems and autonomous differential equations.
In general there is no method to construct a Lyapunov function and the inability to find a Lyapunov function is inconclusive with respect to stability or instability. For physical systems conservation laws can often be used to construct a Lyapunov function.
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[edit] Definition
Let
be a vector field in Rn which is two times continuously differentiable with
- f(p) = 0
for some p in D. Given an open neighbourhood U of p contained in D a scalar function
is called Lyapunov function for f and p if
- V is continuous on U and continuously differentiable on U \ {p}
- V(p) = 0 and V(x) > 0 for all x in U \ {p}, that is V is a positive-definite function
- gradV(x) o f(x) ≤ 0 for all x in U \ {p}, in other words the derivative of V in direction f(x) is decreasing.
If additionally the stronger condition gradV(x) o f(x) < 0 is satisfied, we call V a strict Lyapunov function.
[edit] Lyapunov stability criteria
The existence of a Lyapunov function for a fixed point of a autonomous differential equation provides sufficient condition for the stability of the point.
Given a vector field in Rn which is two times continuously differentiable
with the associated autonomous differential equation
and a fixed point p in D, that is
The fixed point p is stable if there exists a Lyapunov function on an open neighbourhood U of p. The point is asymptotically stable if there exists a strong Lyapunov function on an open neighbourhood U of p.
[edit] See also
[edit] References
- Eric W. Weisstein, Lyapunov Function at MathWorld.
- This article incorporates material from Liapunov function on PlanetMath, which is licensed under the GFDL.
[edit] External Links
- Example of determining the stability of the equilibrium solution of a system of ODEs with a Lyapunov function