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Inverse dynamics
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Everything about Inverse Dynamics totally explained

Inverse dynamics uses link-segment models to represent the mechanical behavior of connected pendulums, or more concretely, the limbs of humans or animals, where given the kinematic representation of movement, inverse dynamics derives the kinetics responsible for that movement. In practice, from observations of the motion (of limbs), inverse dynamics is used to compute the associated moments (joint torques) that lead to that movement, under a special set of assumptions.

Applications

The field of Biomechanics constitutes the major application area for inverse dynamics. Biomechanics describes what the muscles are doing, particularly the timing of their contractions, the amount of force generated to produce some moment about a joint, and the amount of mechanical work performed by that contraction. The resulting motion can be concentric or eccentric. Muscle kinematics describes these quantities in terms of Newtonian mechanics, specifically the Newton-Euler equations of:
» Force equal mass times linear acceleration, and


    Moment equals mass moment of inertia times angular acceleration.
   These equations mathematically model the behavior of a limb in terms of a knowledge domain-independent, link-segment model, such as an idealized skeleton with fixed-length limbs and perfect pivot joints. From these equations, Inverse dynamics derives the torque (moment) level at each joint based on the movement of the attached limb or limbs affected by the joint. This process used to derive the joint moments is known as inverse dynamics because it reverses the forward dynamics equations of motion, the set of differential equations which yield the position and angle trajectories of the idealized skeleton's limb from the accelerations and forces applied.
   From joint moments, a biomechanist could infer muscle forces that would lead to those moments based on a model of bone and muscle attachments, etc, thereby estimating muscle activation from kinematic motion.
   Correctly computing force (or moment) values from inverse dynamics can be challenging because external forces (for example ground contact forces) affect motion but are not directly observable from the kinematic motion. In addition, co-activation of muscles can lead to a family of solutions which are not distinguishable from the kinematic motion's characteristics.

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