A Muscle‐based Feed‐forward Controller of the Human Body

There is an increasing demand for human body motion data. Motion capture and physical animation have been used to generate such data. It is, however, apparent that such methods cannot automatically generate arbitrary human body motions. A human body is a redundant multi‐linked body controlled by a number of muscles. For this reason, the muscles must work appropriately and cooperatively for controlling the whole body. It is well‐known that the human body control system is composed of two parts: The open‐loop feed‐forward control system and the closed‐loop feedback control system. Many researchers have investigated the characteristics of the latter by analyzing the response of a human body to various external perturbations. However, for the former, very few studies have been done. This paper proposes an open‐loop feed‐forward model of the lower extremities which includes postural control for accurate animation of a human body. Assumptions are made here that the feed‐forward controller minimizes a certain objective value while keeping the balance of the body stable. The actual human motion data obtained using a motion capturing technique is compared with the trajectory calculated using our method for verification. The best criteria which is based on muscle dynamics is proposed. Using our method, dynamically correct human animation can be created by merely specifying a few key postures.

[1]  J. Frank,et al.  Coordination of posture and movement. , 1990, Physical therapy.

[2]  David Zeltzer,et al.  Pump it up: computer animation of a biomechanically based model of muscle using the finite element method , 1992, SIGGRAPH.

[3]  Michael F. Cohen,et al.  Interactive spacetime control for animation , 1992, SIGGRAPH.

[4]  R. Crowninshield,et al.  A physiologically based criterion of muscle force prediction in locomotion. , 1981, Journal of biomechanics.

[5]  R. Brand,et al.  The sensitivity of muscle force predictions to changes in physiologic cross-sectional area. , 1986, Journal of biomechanics.

[6]  Michael F. Cohen,et al.  Efficient generation of motion transitions using spacetime constraints , 1996, SIGGRAPH.

[7]  Ken-ichi Anjyo,et al.  Fourier principles for emotion-based human figure animation , 1995, SIGGRAPH.

[8]  W S Levine,et al.  An optimal control model for maximum-height human jumping. , 1990, Journal of biomechanics.

[9]  Jessica K. Hodgins,et al.  Animation of Human Diving , 1996, Comput. Graph. Forum.

[10]  D. Jacobson,et al.  Studies of human locomotion via optimal programming , 1971 .

[11]  R. Brand,et al.  Muscle fiber architecture in the human lower limb. , 1990, Journal of biomechanics.

[12]  Zicheng Liu,et al.  Hierarchical spacetime control , 1994, SIGGRAPH.

[13]  Lance Williams,et al.  Motion signal processing , 1995, SIGGRAPH.

[14]  D W Moran,et al.  A computationally efficient method for solving the redundant problem in biomechanics. , 1995, Journal of biomechanics.

[15]  Norman I. Badler,et al.  Animating human locomotion with inverse dynamics , 1996, IEEE Computer Graphics and Applications.

[16]  V. Srinivasan,et al.  Optimal Motion Programming of Robot Manipulators , 1985 .

[17]  Jane Wilhelms,et al.  Using Dynamic Analysis for Realistic Animation of Articulated Bodies , 1987, IEEE Computer Graphics and Applications.

[18]  F M van Krieken,et al.  A model of lower extremity muscular anatomy. , 1982, Journal of biomechanical engineering.

[19]  F.E. Zajac,et al.  Restoring unassisted natural gait to paraplegics via functional neuromuscular stimulation: a computer simulation study , 1990, IEEE Transactions on Biomedical Engineering.

[20]  M. Vukobratovic,et al.  Biped Locomotion , 1990 .

[21]  Eugene Fiume,et al.  Limit cycle control and its application to the animation of balancing and walking , 1996, SIGGRAPH.

[22]  Michiel van de Panne,et al.  Parameterized gait synthesis , 1996, IEEE Computer Graphics and Applications.

[23]  M. Nagurka,et al.  Fourier-Based Optimal Control of Nonlinear Dynamic Systems , 1990 .

[24]  F. Zajac,et al.  A musculoskeletal model of the human lower extremity: the effect of muscle, tendon, and moment arm on the moment-angle relationship of musculotendon actuators at the hip, knee, and ankle. , 1990, Journal of biomechanics.