3D continuos hand motion reconstruction from dual EEG and EMG recordings

3D continuos hand motion reconstruction from dual EEG and EMG recordings
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DOI:
10.1109/iciibms.2015.7439491
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发表时间:
2015-11
期刊:
2015 International Conference on Intelligent Informatics and Biomedical Sciences (ICIIBMS)
影响因子:
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通讯作者:
Fernandez-Vargas Jacobo;Chung Lee Yee;Kitahara Kahori;Wenwei Yu
Fernandez-Vargas Jacobo;Chung Lee Yee;Kitahara Kahori;Wenwei Yu
中科院分区:
其他
文献类型:
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作者:
Fernandez-Vargas Jacobo;Chung Lee Yee;Kitahara Kahori;Wenwei Yu

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手部连续运动的精确重建在很大程度上是一个尚未解决的复杂问题。尤其需要解决的问题是为经肱骨截肢者构建可靠的假肢。目前使用非侵入性技术的尝试要么有不适用于现实世界的规范,要么相关性较低。在这项研究中,我们同时使用脑电图和肌电图记录,显示了在现实世界中应用方法将两者结合起来达到高精度的重要性。我们还分析了四种不同的预测因子来解决这个问题。本研究共纳入16名受试者,相关值高达0.875。
The precise reconstruction of continuous hand movements is a complex problem that remains unsolved to a large extent. In particular, this problem needs to be addressed to build reliable arm prosthesis for trans-humeral amputees. Current attempts using noninvasive techniques either had specifications that made them inapplicable to the real world or had low correlation values. In this study we use simultaneous EEG and EMG recordings showing the importance of combining both of them for reaching high accuracy in a real world applicable approach. We also analyse four different predictors to solve the problem. In this study with 16 subjects we obtained correlation values up to 0.875.