“…It characterizes whether the solutions (trajectories) of a dynamic system is stable under small perturbations of the initial conditions. Over the past decades, many researchers have studied the stability of various kinds of dynamic systems, such as linear systems ( Lawrence, 1991 ), nonlinear systems ( Khalil and Grizzle, 2002 , Sastry, 1999 ), time-invariant systems ( Doan et al., 2009 , Pötzsche et al., 2003 ), time-varying systems ( DaCunha, 2005 , Hinrichsen et al., 1989 ) and systems with time-delay ( Gu et al., 2003 , Park, 2007 ). For a dynamic system with deterministic parameters, the stability is dichotomous and deterministic, i.e.…”