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  6. Internal Models In Active Self-motion Estimation: Role Of Inertial Sensory Cues

Internal models in active self-motion estimation: role of inertial sensory cues

Milou J L van Helvert1, Luc P J Selen1, Robert J van Beers1,2

  • 1Radboud University, Donders Institute for Brain, Cognition and Behaviour, Nijmegen, The Netherlands.

Journal of Neurophysiology|June 14, 2025

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View abstract on PubMed

Summary

Participants can build an internal model to predict steering dynamics, using past steering gain predictability to inform self-motion estimation. This model aids in predicting inertial sensory consequences during driving and self-motion.

Area of Science:

  • Neuroscience
  • Human Motor Control
  • Perception

Background:

  • Self-motion perception relies on sensory input and motor output predictions.
  • In driving, steering commands can predict inertial motion cues if an internal model of steering dynamics exists.

Purpose of the Study:

  • To investigate if humans can build an internal model of steering dynamics.
  • To determine if steering behavior adapts to the predictability of steering-to-motion gain.

Main Methods:

  • A closed-loop steering experiment was conducted on a motion platform in darkness.
  • Steering-to-motion gain varied unpredictably (white noise), moderately (random walk), or predictably (constant gain) across trials.
  • Participants steered to align with a memorized target, and their reliance on previous gain versus inertial feedback was assessed.

Main Results:

  • Participants utilized previous trial gain more when it followed a random walk compared to unpredictable variations.
  • Fast corrective responses to gain jumps occurred regardless of predictability, indicating reliance on inertial feedback.
  • Findings support the internal model hypothesis over simple path integration.

Conclusions:

  • The brain constructs internal models of steering dynamics to predict sensory consequences.
  • These internal models are crucial for accurate self-motion estimation, particularly in dynamic environments like driving.
  • The study highlights the interplay between predictive processing and sensory feedback in motor control.
Keywords:
Vestibular systemactiveclosed-loopinternal modelpredictionself-motion

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