We consider the problem of adaptive observer design in the settings when thesystem is allowed to be nonlinear in the parameters, and furthermore they areto satisfy additional feasibility constraints. A solution to the problem isproposed that is based on the idea of universal observers and non-uniformsmall-gain theorem. The procedure is illustrated with an example.
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