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This paper considers parameter estimation in the presence of unmodelled dynamics and "poor" excitation. A Variable Structure Estimation (VSE) algorithm is proposed which adjusts the complexity of the estimated ARMAX model to make it consistent with the current degree of excitation. The converged parameter estimates generally depend on the complexity of the estimated model, the complexity...