Analyzing grasping for inferring cognitive states of users

Kotaro Ogino, T. Jitsuhiro, C. Miyajima, K. Takeda
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Abstract

We study the effect of cognitive states, feelings about tasks, on grasping behavior to estimate user's feelings from their motion. Since people solve the inverse kinematics problem of grasping based on their cognition for the task, when they grasp an object, the way to grasp the object reflects their cognitive states. We are analyzing the way of grasping a cup depending on whether a user is stressed. The physical properties of grasping, volume and entropy of Grasp Jacobian ellipsoids are analyzed. The volume of Grasp Jacobian ellipsoids, which indicates the possible size of object movement, was shrunk after learning the grasp motion. Also the volumes between the relaxed and the stressed cognitive conditions were significantly different. These results show that the user's cognition for tasks reflects the grasp forms and the possible size of object movement.
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分析抓取来推断用户的认知状态
我们研究了认知状态、对任务的感受对抓取行为的影响,通过动作来估计用户的感受。由于人们是基于对任务的认知来求解抓取逆运动学问题的,所以当人们抓取物体时,抓取物体的方式反映了人们的认知状态。我们正在根据使用者是否有压力来分析抓杯子的方式。”分析了抓握雅可比椭球的抓握物理性质、抓握体积和熵。抓取雅可比椭球体的体积在学习抓取运动后减小,这是物体可能运动的大小。在放松和紧张的认知条件下,脑容量也有显著差异。这些结果表明,用户对任务的认知反映了抓取形式和物体运动的可能大小。
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