Takamuku Shinya, Gomi Hiroaki
NTT Communication Science Laboratories, 3-1 Morinosato Wakamiya, Atsugi, Kanagawa 243-0198, Japan JST CREST, 4-1-8 Hon-machi, Kawaguchi, Saitama 332-0012, Japan
NTT Communication Science Laboratories, 3-1 Morinosato Wakamiya, Atsugi, Kanagawa 243-0198, Japan JST CREST, 4-1-8 Hon-machi, Kawaguchi, Saitama 332-0012, Japan.
Proc Biol Sci. 2015 Jul 22;282(1811). doi: 10.1098/rspb.2015.0864.
How our central nervous system (CNS) learns and exploits relationships between force and motion is a fundamental issue in computational neuroscience. While several lines of evidence have suggested that the CNS predicts motion states and signals from motor commands for control and perception (forward dynamics), it remains controversial whether it also performs the 'inverse' computation, i.e. the estimation of force from motion (inverse dynamics). Here, we show that the resistive sensation we experience while moving a delayed cursor, perceived purely from the change in visual motion, provides evidence of the inverse computation. To clearly specify the computational process underlying the sensation, we systematically varied the visual feedback and examined its effect on the strength of the sensation. In contrast to the prevailing theory that sensory prediction errors modulate our perception, the sensation did not correlate with errors in cursor motion due to the delay. Instead, it correlated with the amount of exposure to the forward acceleration of the cursor. This indicates that the delayed cursor is interpreted as a mechanical load, and the sensation represents its visually implied reaction force. Namely, the CNS automatically computes inverse dynamics, using visually detected motions, to monitor the dynamic forces involved in our actions.
我们的中枢神经系统(CNS)如何学习并利用力与运动之间的关系,是计算神经科学中的一个基本问题。虽然有几条证据表明,中枢神经系统会预测运动状态并根据运动指令发出信号以进行控制和感知(正向动力学),但它是否也执行“逆向”计算,即从运动中估计力(逆向动力学),仍存在争议。在这里,我们表明,在移动延迟光标时我们所体验到的阻力感觉,纯粹从视觉运动的变化中感知到,这为逆向计算提供了证据。为了明确这种感觉背后的计算过程,我们系统地改变了视觉反馈,并研究了其对感觉强度的影响。与普遍认为感觉预测误差会调节我们感知的理论相反,这种感觉与延迟导致的光标运动误差无关。相反,它与光标向前加速度的暴露量相关。这表明延迟光标被解释为一种机械负载,而这种感觉代表了其视觉上暗示的反作用力。也就是说,中枢神经系统利用视觉检测到的运动自动计算逆向动力学,以监测我们行动中涉及的动态力。