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32    Human Inspired Dexterity in Robotic Manipulation


          made of white plastic and a vertical handle mounted on the end of the base.
          The handle was made of gray plastic and equipped with two hidden six-axis
          force-torque sensors. The design of the handle enabled measurement of
          forces and torques applied by the digits. The design of the object provided
          visual geometrical cues that were congruent with the objects’ mechanical
          properties, such as mass and mass distribution [31]. Unlike previous studies
          using objects that gave conflicting visual and physical information, the
          congruent visual geometrical cue here was used to allow subjects to be aware
          of the task context using object orientation (i.e., handle on right or left).
          Motion capture system was used to measure object peak roll and lift onset.
          Technical details of the apparatuses and force/torque data processing
          algorithms can be found elsewhere [29,31,32].



          3.2.3 Protocols
          Subjects sat in front of the object with the arm positioned in a way that
          ensured comfortable grasp and lift actions. On hearing a “go” signal, subjects
          reached to grasp and lifted the object above the table, held it in a stationary
          position for  2 s, and replaced it on the table. Subjects were required to
          grasp the specified handle with the tip of the thumb on the left contact sur-
          face and the tip of the index and middle fingers on the right contact surfaces
          of the handle, and to prevent the object from tilting. Subjects then replaced
          the object back on the table. All tasks required subjects to plan and generate
          torques in an anticipatory fashion to compensate the torque caused by the
          asymmetrical mass distribution of the object. Additionally, subjects were
          instructed to rotate the object 180 degree after several lifts (Fig. 3.1A).
          Therefore, the two task contexts differed based on opposite cues induced
          by the object orientation, which required opposite compensatory torque
          (T com ) production from the hand. Every time the object was rotated, the
          context switched.
             Before the experiments started, the object was visually presented to the
          subjects and they were allowed to briefly touch the graspable surfaces to
          familiarize themselves with the frictional properties of the handle. All exper-
          imental conditions consisted of four blocks of eight consecutive trials with
          the exception of the Random condition (see later on) and each block was
          performed in the same context. As there were two manipulation contexts
          (i.e., left or right center of mass), the order of presentation of R and
          L contexts was counter-balanced across subjects for each experimental
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