I'm trying to understand the difference between general Lyapunov stability and uniform stability.
I understand, that Lyapunov s. is the situation, when for every $\epsilon > 0$, there exists $\delta > 0$, such that when the solution starts within a distance $\delta$ from the equilibrium point, it remains within a distance $\epsilon$ from it forever.
But I don't get, what's the difference with uniform stability at all. I've found some info on this site, but still I don't get it.
Could you, please, explain it to me in some intuitive way?
The concept of uniform stability is mainly defined for non-autonomous systems, i.e. the systems of the form $$\dot x = f(t,x),$$ but Lyapunov stability or what is often called just stability is defined for both autonomous systems and non-autonomous systems.
We first assume that the system is non-autonomous and let $x_0(t)$ be solution of $\dot x = f(t,x)$ starting at $x_0(t_0)$. Then we have the following definitions [Khalil, Hassan K., Nonlinear systems., Upper Saddle River, NJ: Prentice Hall. xv, 750 p. (2002). ZBL1003.34002.]:
Note that the only difference is in the definition of $\delta$, where for uniform stability, $\delta$ is independent of $t_0$.
For autonomous system, $\dot x = f(x)$, uniform stability is the same as Lyapunov stability because $f$ is not explicitly a function of $t$.