Work

A Control-theoretic Model of Sensorimotor Adaptation

Year: 2020
Type: dissertation
Abstract: This thesis presents a preliminary control theoretic model of sensorimotor adaptation driven by visual error feedback. We formalize qualitative experimentally observed dynamic properties of adaptation as transient response characteristics of stable linear systems, and we explore implications on the validity of classes of models. The adaptation process is formulated as a disturbance rejection problem. To solve this problem we utilize an adaptive internal model with error feedback. Stability and convergence of the proposed model are proved using averaging theory. The model is validated using simulations of a visuomotor rotation experiment with fast arm reaches, illustrating preservation of the dynamic properties of adaptation. Finally, an extension of the model is explored in order to recover more novel experimental results.
Language: English
Open Access status: green
OpenAlex ID: W3165436460
Cites: 46
Cited by:
Related to: 10