Master stability function explained
In mathematics, the master stability function is a tool used to analyze the stability of the synchronous state in a dynamical system consisting of many identical systems which are coupled together, such as the Kuramoto model.
The setting is as follows. Consider a system with
identical oscillators. Without the coupling, they evolve according to the same
differential equation, say
where
denotes the state of oscillator
. A synchronous state of the system of oscillators is where all the oscillators are in the same state.
The coupling is defined by a coupling strength
, a matrix
which describes how the oscillators are coupled together, and a function
of the state of a single oscillator. Including the coupling leads to the following equation:
It is assumed that the row sums
vanish so that the manifold of synchronous states is neutrally stable.
The master stability function is now defined as the function which maps the complex number
to the greatest
Lyapunov exponent of the equation
The synchronous state of the system of coupled oscillators is stable if the master stability function is negative at
where
ranges over the eigenvalues of the coupling matrix
.
References