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This paper presents an approach to modeling and controlling discrete-time non-linear dynamical system on the basis of a finite amount of input/output observations. The controller consists of a multiple-step-ahead direct adaptive controller which, at each time step, first performs a forward simulation of the closed-loop system and then makes an adaptation of the parameters of the controller. This procedure...