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               this error is to a minimum value, the better the behavior is.

               One  of the characteristics  of the method  in this  study  is that  the proposed  design  system  operates the
               behavioral  criteria  that  evaluate  behaviors  and  creating  novel  behaviors  with  the  operated  behavioral
               criteria. Another characteristic  of the method  is that  it can  obtain  novel  behavioral  criteria  from  novel
               behaviors.


               DEFINITION
               When designing behavioral patterns  for  a robot, the designer  focuses  on the coordinates  of the robot's
               fingertip,  the joint  of its elbow, and the joint of its shoulder,  and their angles; otherwise, M. An and T.
               Taura  (2003)  suggested  that  the  designer  may  only  pay  attention  to  behavioral  criteria  such  as
               'smoothly',  'quickly'  and  so  forth,  which  describe  the  whole  movement  from  the  start  point  of  the
               movement to the goal point.

               Definition of Behavioral Pattern
               In this  study,  we  have  defined  behavioral  patterns  as trajectories  drawn  by  an  effector  of the  robot  .
               Figure  1 shows the elements  of the  effector  of the robot.  The coordinates  of a fingertip,  a wrist  and
               an  elbow  are  expressed  as  (x_fmger,  y_fmger  &  z_finger),  (x_wrist,  y_wrist,  &  z_finger)  and
               (xelbow,  y_elbow& zelbow),  and the angles of motion  areOfinger,  9wrist,9elbow,  cpfinger,  cpwrist,
               cpelbow,  Aflnger,  Awrist, and  Xelbow, respectively.


                                                      it, Y_wist, Z_ wrist)





                                  (Xjnj.r,  Y_fing,,, Z_fing,,)
                                                    (X_»lbow, Y_»lbow, Z_»lbow)
                                          Figure  1: Robotic  effector


               Definition of Behavioral Criteria

               In  this  study,  behavioral  criteria  are  defined  as  criteria  for  evaluating  whether  a  robot  performs
               behaviors  as what the robot is expected  to do. The behavioral  criteria are treated  as mathematic  forms
               in this  study. For  example, equation  1 shows  a behavioral  criterion that  is  for  evaluating  whether  the
               robot fingertip reaches a target.
                       2        2       2
               E, ={X-x T)  +(Y -y T)  +(Z-z T)  =0                                    ( ] )
               Here,  T indicates the numbers  of steps needed  to reach the target, x r,  .F? and z T  are the  coordinates  of
               the fingertip  of the robot, and X,  Y and Z are the coordinates of the target.


               DESIGN  SYSTEM
               The design system is proposed  as shown  in Figure 2. In step  1, we let the system acquire  several basic
               behavioral  criteria  of  evaluating  a  model  behavioral  pattern.  In  step  2,  the  system  reproduces
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