On the stability of linear stochastic systems

Necessary and sufficient conditions for stability with probability 1 are developed for the class of linear stochastic systems. A simple technique for constructing quadratic stochastic Lyapunov functions is presented which entails the solution to an
n \times n
linear matrix equation.