Skilled motor control of an inverted pendulum implies low entropy of states but high entropy of actions

PLoS Comput Biol. 2023 Jan 6;19(1):e1010810. doi: 10.1371/journal.pcbi.1010810. eCollection 2023 Jan.

Abstract

The mastery of skills, such as balancing an inverted pendulum, implies a very accurate control of movements to achieve the task goals. Traditional accounts of skilled action control that focus on either routinization or perceptual control make opposite predictions about the ways we achieve mastery. The notion of routinization emphasizes the decrease of the variance of our actions, whereas the notion of perceptual control emphasizes the decrease of the variance of the states we visit, but not of the actions we execute. Here, we studied how participants managed control tasks of varying levels of difficulty, which consisted of controlling inverted pendulums of different lengths. We used information-theoretic measures to compare the predictions of alternative accounts that focus on routinization and perceptual control, respectively. Our results indicate that the successful performance of the control task strongly correlates with the decrease of state variability and the increase of action variability. As postulated by perceptual control theory, the mastery of skilled pendulum control consists in achieving stable control of goals by flexible means.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Entropy
  • Humans
  • Movement*
  • Orientation, Spatial
  • Postural Balance*

Grants and funding

This research received funding from the European Commission, which awarded D.P. as part of the CORBYS (Cognitive Control Framework for Robotic Systems) project under contract FP7 ICT-270219 (www.corbys.eu); from the European Commission’s Horizon 2020 Framework Programme for Research and Innovation under the Specific Grant Agreement No. 945539 (Human Brain Project SGA3) to G.P.; and from the European Research Council under the Grant Agreement No. 820213 (ThinkAhead) to G.P. The funders had no role in the study design, data collection and analysis, decision to publish, or preparation of the manuscript.