Questions tagged [lyapunov-functions]

This tag is for questions relating to Lyapunov function, which is a scalar function defined on the phase space, which can be used to prove the stability of an equilibrium point. The Lyapunov function method is applied to study the stability of various differential equations and systems.

Named after the Russian mathematician Aleksandr Mikhailovich Lyapunov, Lyapunov functions (also called the Lyapunov’s second method for stability) are important to stability theory of dynamical systems and control theory. A similar concept appears in the theory of general state space Markov chains, usually under the name Foster–Lyapunov functions.

A Lyapunov function for an autonomous dynamical system $$ \begin{cases} g:\mathbb{R}^n \to \mathbb{R}^n \\ y'=g(y)\end{cases}$$ with an equilibrium point at ${\displaystyle y=0}$ is a scalar function ${\displaystyle V:\mathbb {R} ^{n}\to \mathbb {R} }$ that is continuous, has continuous first derivatives, is locally positive-definite, and for which ${\displaystyle -\nabla {V}\cdot g}$ is also locally positive definite. The condition that ${\displaystyle -\nabla {V}\cdot g}$ is locally positive definite is sometimes stated as ${\displaystyle \nabla {V}\cdot g}$ is locally negative definite.

Reference:

https://en.wikipedia.org/wiki/Lyapunov_function

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Stability Preservation in Linear Dynamical Systems Under Nonlinear Perturbations: A Comprehensive Analysis and Conditions for Robust Stability

Barrier of the Process: The statement we are investigating concerns the stability of a point under a perturbation. Specifically, we want to determine whether a point that is Lyapunov stable for the linear system $\dot{x}=Ax$ remains stable when…
YAKINDA
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Lyapunov stability for linear system, the observer form.

For a linear system, $x(t+1)=Ax(t)$, we know the condition for Lyapunov condition is $$A^{\top}PA-P<0.$$ This comes directly from the Lyapunov function $V(x)=x^{\top}Px$. Somehow, this condition has an equivalent one called 'observer form', which…
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Question about a Lyapunov Function

I'm currently reading this paper about a tuberculosis transmission model and in proving the global stability of the endemic equilibrium, they used the following Lyapunov function: $$ V = (S - S^* \ln S) + a_1(E - E^* \ln E) + a_2(I_1 - I_1^*\ln…
killy
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Being $V$ is a Lyapunov function, why is $\lim_{t \to \infty} V(x(t))=0 \Rightarrow \lim_{t \to \infty} x(t)=0$ true?

Being $V(x(t))$ a Lyapunov function, why is $\lim_{t \to \infty} V(x(t))=0 \Rightarrow \lim_{t \to \infty} x(t)=0$ ??? I don't know why is true that implication. I don't now from where to start. The only thing I think is that $\lim_{t\to…
User160
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If I have a upper bound on Lyapunov function

The system dynamics are defined as $\dot{x}=Ax+B$, where $B$ is a constant vector. I defined a Lyapunov function for my system as $V(x)=x^TPx$, where $P$ is positive definite and $A^TP+PA=-I$. Differentiating the…
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A couple of questions about Lyapunov functions

Consider the dynamical equation $\dot{x} = f(x)$, where $f:\mathbb{R}_+ \rightarrow \mathbb{R}_+$. Is $V(x) = x^{1+\alpha}$, where $\alpha \in (0,1)$ a Lyapunov function? Since $x(t) \ge 0$ for all $t$, would a function $V(y) \not\in \mathbb{R}_+$…
SEJ
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Confirming Lyapunov function

I have \begin{align} x' &= y\\ y' &= -f(x)y -xg(y)\\ \end{align} $f,g$ are functions, especially $f \ge 0$. I could confirm that $(0,0)$ is equilibrium point easily. I want to confirm that $L_F := \frac{1}{2} y^{2} + \int_0^{x} sg(s) ds$ is…
kr u
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Find direct Lyapunov

Show that origin is globally asymptotically stable. \begin{align*} & \dot{x}=-x + y^2 \\ &\dot{y}=-y \end{align*} I know to prove that $V′(x)$ has to be negative which I can prove. However, I can't seem to figure out how to get $V(x)$. Can anyone…