Martingale convergence analysis of adaptive schemes--A feedback approach

An equivalent stochastic feedback system can be associated to many recursive identification and adaptive control schemes. This equivalent feedback system has a certain structure which can be used for selecting appropriate near supermartingales allowing us to establish a.s. convergence. A basic convergence result is presented which can be used in the analysis of various adaptive schemes.