System identification based on bounded error constraints

Examines the performance of adaptive algorithms such as gradient, dead-zone, and bounding ellipsoid in the presence of bounded disturbances. The authors begin with a simple bursting example and continue by describing the algorithms and their properties, including analytical results on their asymptotic performance. Finally, a new algorithm is proposed, providing both MSE and maximum steady-state error performance guarantees.