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math.OC2023
Discrete-Time High Order Tuner With A Time-Varying Learning Rate
Yingnan Cui, Anuradha M. Annaswamy
We propose a new discrete-time online parameter estimation algorithm that combines two different aspects, one that adds momentum, and another that includes a time-varying learning…
math.OC2022
Accelerated Performance and Accelerated Learning with Discrete-Time High-Order Tuners
Yingnan Cui, Anuradha M. Annaswamy
We consider two high-order tuners that have been shown to have accelerated performance, one based on Polyak's heavy ball method and another based on Nesterov's acceleration method.…