Wang Dong, Hao Yaoyao, Zhang Qiaosheng, Zhang Shaomin, Zhao Ting, Zheng Xiaoxiang, Chen Weidong
Qiushi Academy for Advanced Studies and Department of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, China.
Annu Int Conf IEEE Eng Med Biol Soc. 2012;2012:6418-21. doi: 10.1109/EMBC.2012.6347463.
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.
局部场电位(LFP)是脑机接口(BMI)中用于解码运动学的重要信号。然而,为了充分利用LFP,需要对LFP与同侧肢体运动之间的关系进行更系统的研究。在本文中,我们研究了两只执行二维中心向外任务的猴子的LFP对同侧手腕运动的解码能力。结果表明,LFP能够高精度地预测同侧手腕的位置和速度,这与解码对侧运动学的精度相当。此外,与对侧解码类似,低频(0.3 - 5 Hz,5 - 15 Hz)和高频(100 - 200 Hz,200 - 400 Hz)频段的解码性能明显优于中频频段。这些结果表明,同侧LFP可用于以类似使用对侧LFP的方式构建更好的BMI。