Gradient algorithms for finding common Lyapunov functions
  This paper is concerned with the problem of finding a quadratic common Lyapunov function for a family of stable linear systems. We present gradient iteration algorithms which give deterministic convergence for finite system families and probabilistic convergence for infinite families. 
Daniel Liberzon and Roberto Tempo