Towards a multi-level neural architecture that unifies self-intended and imitated arm reaching performance

RJ Gentili, H Oh, DW Huang, GE Katz… - 2014 36th Annual …, 2014 - ieeexplore.ieee.org
RJ Gentili, H Oh, DW Huang, GE Katz, RH Miller, JA Reggia
2014 36th Annual International Conference of the IEEE Engineering …, 2014ieeexplore.ieee.org
Dexterous arm reaching movements are a critical feature that allow human interactions with
tools, the environment, and socially with others. Thus the development of a neural
architecture providing unified mechanisms for actual, mental, observed and imitated actions
could enhance robot performance, enhance human-robot social interactions, and inform
specific human brain processes. Here we present a model, including a fronto-parietal
network that implements sensorimotor transformations (inverse kinematics, workspace visuo …
Dexterous arm reaching movements are a critical feature that allow human interactions with tools, the environment, and socially with others. Thus the development of a neural architecture providing unified mechanisms for actual, mental, observed and imitated actions could enhance robot performance, enhance human-robot social interactions, and inform specific human brain processes. Here we present a model, including a fronto-parietal network that implements sensorimotor transformations (inverse kinematics, workspace visuo-spatial rotations), for self-intended and imitation performance. Our findings revealed that this neural model can perform accurate and robust 3D actual/mental arm reaching while reproducing human-like kinematics. Also, using visuo-spatial remapping, the neural model can imitate arm reaching independently of a demonstrator-imitator viewpoint. This work is a first step towards providing the basis of a future neural architecture for combining cognitive and sensorimotor processing levels that will allow for multi-level mental simulation when executing actual, mental, observed, and imitated actions for dexterous arm movements.
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