Title :
Decoding wrist kinematics from local field potentials of the ipsilateral primary motor and dorsal premotor cortices
Author :
Dong Wang ; Yaoyao Hao ; Qiaosheng Zhang ; Shaomin Zhang ; Ting Zhao ; Xiaoxiang Zheng ; Weidong Chen
Author_Institution :
Dept. of Biomed. Eng. & Instrum. Sci., Zhejiang Univ., Hangzhou, China
fDate :
Aug. 28 2012-Sept. 1 2012
Abstract :
Local field potentials (LFP) are valuable signals for decoding motor kinematics in brain machine interfaces (BMIs). To take full advantage of LFPs, however, more systematic investigation of the relationship between LFPs and ipsilateral limb movement is required. In this paper we investigated the decoding power of LFPs for the ipsilateral wrist movement from two monkeys performing a 2D center-out task. The results show that LFPs could predict the ipsilateral wrist position and velocity with high accuracy, which is comparable to the accuracy of decoding the contralateral kinematics. Furthermore, similar to contralateral decoding, the low (0.3-5 Hz, 5-15 Hz) and high (100-200 Hz, 200-400 Hz) frequency bands resulted in significantly better decoding performance than the medium frequency bands. These results suggest that ipsilateral LFPs could be used to build better BMIs in similar ways of using contralateral LFPs.
Keywords :
bioelectric potentials; biomechanics; brain-computer interfaces; decoding; kinematics; medical signal processing; neurophysiology; 2D center-out task; BMI; Ipsilateral Primary Motor; brain machine interfaces; contralateral LFP; contralateral kinematics decoding; decoding power; dorsal premotor cortices; ipsilateral LFP; ipsilateral limb movement; ipsilateral wrist movement; ipsilateral wrist position; ipsilateral wrist velocity; local field potentials; motor kinematics decoding; wrist kinematics decoding; Accuracy; Decoding; Educational institutions; Kinematics; Time frequency analysis; Trajectory; Wrist; Animals; Biomechanical Phenomena; Macaca mulatta; Male; Microelectrodes; Motor Cortex; Wrist;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
DOI :
10.1109/EMBC.2012.6347463