Title :
Representation of natural arm and robotic arm movement in the striatum of a marmoset engaged in a two choice task
Author :
Prins, Noeline W. ; Geng, Shuli ; Pohlmeyer, E.A. ; Prasad, Athul ; Sanchez, J.C.
Author_Institution :
Dept. of Biomed. Eng., Univ. of Miami, Coral Gables, FL, USA
Abstract :
Modifications to the Body Schema refers to the idea that the brain´s mapping can be extended to include an external device. Recent research has shown how Brain-Machine Interfaces (BMIs) can be thought of an extension of this concept. While most BMI work has focused on the cortex in relation to this idea, here we study the striatum to see how the actions of a robotic arm are represented in a deep brain structure. We show consistent neural firing patterns in the striatum depend on the movement direction of a robot even when the robot movement is preceded by distinct movements of the actual limb. Neural data during the robot movement was analyzed using a sliding time window (500ms with 400ms overlap) and was compared to the baseline firing when there was no natural reach or robot movement. We achieved an average accuracy of 88.4% over 4 sessions using unsupervised clustering techniques to classify the robot movement types.
Keywords :
brain; brain-computer interfaces; dexterous manipulators; human-robot interaction; mobile robots; pattern clustering; BMI; body schema; brain mapping; brain structure; brain-machine interfaces; marmoset striatum; natural arm movement representation; neural data; neural firing patterns; robot movement analysis; robot movement type classification; robotic arm movement representation; sliding time window; unsupervised clustering techniques; Accuracy; Animals; Firing; Principal component analysis; Robot sensing systems; Standards;
Conference_Titel :
Neural Engineering (NER), 2013 6th International IEEE/EMBS Conference on
Conference_Location :
San Diego, CA
DOI :
10.1109/NER.2013.6695956