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Priors Engaged in Long-Latency Responses to Mechanical Perturbations Suggest a Rapid Update in State Estimation

机译:从事机械干扰的长期响应的先验者表明状态估计的快速更新

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摘要

In every motor task, our brain must handle external forces acting on the body. For example, riding a bike on cobblestones or skating on irregular surface requires us to appropriately respond to external perturbations. In these situations, motor predictions cannot help anticipate the motion of the body induced by external factors, and direct use of delayed sensory feedback will tend to generate instability. Here, we show that to solve this problem the motor system uses a rapid sensory prediction to correct the estimated state of the limb. We used a postural task with mechanical perturbations to address whether sensory predictions were engaged in upper-limb corrective movements. Subjects altered their initial motor response in ∼60 ms, depending on the expected perturbation profile, suggesting the use of an internal model, or prior, in this corrective process. Further, we found trial-to-trial changes in corrective responses indicating a rapid update of these perturbation priors. We used a computational model based on Kalman filtering to show that the response modulation was compatible with a rapid correction of the estimated state engaged in the feedback response. Such a process may allow us to handle external disturbances encountered in virtually every physical activity, which is likely an important feature of skilled motor behaviour.
机译:在每项运动任务中,我们的大脑必须处理作用在身体上的外力。例如,在鹅卵石上骑自行车或在不规则的表面上滑冰要求我们适当地应对外部干扰。在这些情况下,运动预测不能帮助预测由外部因素引起的身体运动,并且直接使用延迟的感觉反馈将趋于产生不稳定。在这里,我们证明了为解决该问题,电机系统使用了快速的感官预测来纠正肢体的估计状态。我们使用了带有机械扰动的姿势任务,以解决在上肢矫正运动中是否进行了感觉预测。根据预期的摄动曲线,受试者在约60毫秒内改变了其初始运动反应,表明在此矫正过程中使用了内部模型或更早的模型。此外,我们发现纠正反应的逐项变化表明这些扰动先验的快速更新。我们使用基于卡尔曼滤波的计算模型来表明响应调制与反馈响应中估计状态的快速校正兼容。这样的过程可能使我们能够处理几乎所有体育活动中遇到的外部干扰,这可能是熟练运动行为的重要特征。

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