Early motor development from partially ordered neural-body dynamics: experiments with a cortico-spinal-musculo-skeletal model.
Early human motor development has the nature of spontaneous exploration and boot-strap learning, leading to open-ended acquisition of versatile flexible motor skills. Since dexterous motor skills often exploit body-environment dynamics, we formulate the developmental principle as the spontaneous exploration of consistent dynamical patterns of the neural-body-environment system. We propose that partially ordered dynamical patterns emergent from chaotic oscillators coupled through embodiment serve as the core driving mechanism of such exploration. A model of neuro-musculo-skeletal system is constructed capturing essential features of biological systems. It consists of a skeleton, muscles, spindles, tendon organs, spinal circuits, medullar circuits (CPGs), and a basic cortical model. Through a series of experiments with a minimally simple body model, it is shown that the model has the capability of generating partially ordered behavior, a mixture of chaotic exploration and ordered entrained patterns. Models of self-organizing cortical areas for primary somatosensory and motor areas are introduced. They participate in the explorative learning by simultaneously learning and controlling the movement patterns. A scaled up version of the model, a human infant model, is constructed and put through preliminary experiments. Some meaningful motor behavior emerged including rolling over and crawling-like motion. The results show the possibility that a rich variety of meaningful behavior can be discovered and acquired by the neural-body dynamics without pre-defined coordinated control circuits.
Kuniyoshi
Yasuo
Y
ERATO Asada Synergestic Intelligence Project, The University of Tokyo, Tokyo, Japan. kuniyosh@isi.imi.i.u-tokyo.ac.jp
Sangawa
Shinji
S
D001519:Behavior / Q000502:physiology; D006801:Humans; D007596:Joints / Q000502:physiology; D007858:Learning / Q000502:physiology; D008433:Mathematics; D008954:Models, Biological; D009043:Motor Activity / Q000502:physiology*; D009142:Musculoskeletal Physiological Phenomena; D009141:Musculoskeletal System / Q000033:anatomy & histology; D009415:Nerve Net / Q000502:physiology; D017711:Nonlinear Dynamics