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178  BIOMECHANICS OF THE HUMAN BODY

           7.6.2 Indeterminate Problem in Biomechanics
                       Both agonist and antagonist muscles contribute (unequally) to the net torque developed about a joint.
                       In fact, for any given joint in the body, there are many more muscles crossing the joint than there are
                       dof prescribing joint movement. The knee, for example, has at most 6 dof, yet there are at least
                       14 muscles which actuate this joint. One consequence of this arrangement is that the force developed
                       by each muscle cannot be determined uniquely. Specifically, there are more unknown musculo-
                       tendinous actuator forces than net actuator torques exerted about the knee; that is,  m >  n  in Eq. (7.9),
                       which means that the matrix of muscle moment arms is not square and therefore not invertible. This
                       is the so-called indeterminate problem in biomechanics, and virtually all attempts to solve it are
                       based on the application of optimization theory (see also Chap. 6 in this volume).


           7.6.3 Inverse-Dynamics Method
                       In the inverse-dynamics method, noninvasive measurements of body motions (position, velocity, and
                       acceleration of each segment) and external forces are used as inputs in Eq. (7.1) to calculate the net
                       actuator torques exerted about each joint (see Fig. 7.22). This is a determinate problem because the
                       number of net actuator torques is equal to the number of equations of motion of the system.
                       Specifically, from Eq. (7.1), we can write

                                                                       (,
                                                           qq +
                                                     qq + C
                                         T MT  q () =− { ()     ()    2  G q() +  E q q)}  (7.10)
                                                   M
                       where Eq. (7.9) has been used to replace  Rq F()  MT  with  T MT  q ()  in Eq. (7.1). The right-hand side
                       of Eq. (7.10) can be evaluated using noninvasive measurements of body motions ( qqq,,     ) and
                       external forces  Eq q(, )    . This means that all quantities on the left-hand side of Eq. (7.9) are known.
                       The matrix of actuator moment arms on the right-hand side of Eq. (7.9) can also be evaluated if the

                                                 Inverse dynamics


                                                          ..      q .       q
                                              M
                                             T
                                                          q
                        F M    Musculoskeletal   Skeletal     d        d
                                  geometry       dynamics     dt       dt



                                                Forward dynamics



                                      F M               T M           ..       .
                        Musculotendon                                 q        q       q
              EMG                          Musculoskeletal   Skeletal
                          dynamics           geometry        dynamics      ∫       ∫

              FIGURE 7.22  Comparison of the forward- and inverse-dynamics methods for determining muscle forces during movement.
              Top: Body motions are the inputs and muscle forces are the outputs in inverse dynamics. Thus, measurements of body motions
              are used to calculate the net muscle torques exerted about the joints, from which muscle forces are determined using static opti-
              mization. Bottom: Muscle excitations are the inputs and body motions are the outputs in forward dynamics. Muscle force (F  M )
              is an intermediate product (i.e., output of the model for musculotendon dynamics).
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