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Upper Extremity Rehabilitation Robots: A Survey              331



                  Performance                                 Ideal control

                                                              Admittance control
                                                              Impedance control


                                      Environment stiffness
              Fig. 3 Qualitative performance of impedance and admittance controllers in different
              environments.

              5.2 Low-Level Control Scenarios
              In robotic rehabilitation, since the human body is interacting with the
              mechatronic device, safety issues in the design of appropriate control strat-
              egies are very important. Conventional position or force control approaches
              (because of poor dynamic interaction modeling) are not safe enough to be
              implemented in these devices (Hogan, 1985). Therefore, modified control
              approaches like impedance and admittance control are used. In impedance
              control, the position of the impaired limb is measured, and appropriate force
              is applied (i.e., it is a force control with a position feedback), while in admit-
              tance control the applied force by the impaired limb is measured and the
              corresponding movement is imposed (i.e., it is a position control with a force
              feedback). Use of these methods is design and task specific. Impedance con-
              trol has a poor accuracy; however, it becomes more stable by increasing the
              environment stiffness (see Fig. 3, which is adopted from Ott et al., 2010). On
              the other hand, as in Fig. 3, admittance control in stiff environments is not
              stable, while it has a good accuracy in less stiff environments. Implementing
              admittance control needs high transmission ratios to be considered in the
              mechanical design, while impedance control works well with direct drives
              (i.e., it is efficient for a light-weight back-drivable robot) (Ott et al., 2010;
              Proietti et al., 2016).


                   6 REHABILITATION PLANNING

                   Since rehabilitation robots are in contact with the human body, proper
              planning for rehabilitation needs design and decisions that consider the
              patient. The goal of the human-robot interaction (HRI) field is the design,
              development, and assessment of human-centered products (Goodrich and
              Schultz, 2007; Louie et al., 2017). HRI research in upper extremity robo-
              tic rehabilitation dates back to the 1990s (Van der Loos et al., 1999).
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