Exponential convergence of a new error system arising from adaptive observers

We prove the uniform asymptotic stability of a new error system, whose transition matrix contains both a regression vector and a filtered version of that vector. We show that stability is under conditions which are different from the usual SPR or small gain requirements. We show that this error system arises from the design of adaptive observers for some classes of time-varying or nonlinear systems.