A Bio-Impedance Analysis Method Based on Human Hand Anatomy for Hand Gesture Recognition
文献类型：期刊论文
| 作者 | Chen, Haofeng1,2; Ma, Gang1,2; Wang, Peng3; Wang, Xiaojie1,2,3
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| 刊名 | IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT
 |
| 出版日期 | 2021 |
| 卷号 | 70 |
| 关键词 | Bio-impedance electrical impedance tomography (EIT) electrodes hand gesture recognition measurements |
| ISSN号 | 0018-9456 |
| DOI | 10.1109/TIM.2021.3112775 |
| 通讯作者 | Wang, Xiaojie(xjwang@iamt.ac.cn) |
| 英文摘要 | In this article, we presented a bio-impedance analysis method (BIAM) based on the human hand anatomy and propose a feasible and flexible BIAM system to obtain the bio-impedance signals for different gestures to achieve a high classification accuracy in hand gesture recognition with flexibility in electrode arrangement and fewer electrodes. To verify the proposed method, 11 gestures, including two sets: hand gestures and pinch gestures, were selected for the experiment. Based on the functional structure of the human hand, we identified appropriate electrode positions and placed five electrodes on the hand surface for bio-impedance signal measurement. Compared with the electrical impedance tomography (EIT) method, which uses a band with the same number of electrodes wrapped around the wrist, the proposed method achieved 98.7% recognition accuracies on the hand gesture set and 97.8% on the pinch gesture set, while the EIT achieved only 97.1% and 86.3%, respectively. In particular, the proposed method demonstrated the advantage of distinguishing gestures with similar muscle contractions. |
| WOS关键词 | OPTIMIZING ELECTRODE POSITIONS ; ACCELEROMETER |
| 资助项目 | Fundamental Research Funds for the Central Universities[WK5290000001] ; Open Funding Project of National Key Laboratory of Human Factors Engineering[6142222190311] ; Anhui Provincial Natural Science Foundation[1908085MF196] |
| WOS研究方向 | Engineering ; Instruments & Instrumentation |
| 语种 | 英语 |
| WOS记录号 | WOS:000706955100002 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| 资助机构 | Fundamental Research Funds for the Central Universities ; Open Funding Project of National Key Laboratory of Human Factors Engineering ; Anhui Provincial Natural Science Foundation |
| 源URL | [http://ir.hfcas.ac.cn:8080/handle/334002/125609]  |
| 专题 | 中国科学院合肥物质科学研究院 |
| 通讯作者 | Wang, Xiaojie |
| 作者单位 | 1.Chinese Acad Sci, Inst Intelligent Machines, Hefei Inst Phys Sci, Hefei 230031, Peoples R China 2.Univ Sci & Technol China, Dept Precis Machinery & Precis Instrumentat, Hefei 230026, Peoples R China 3.Chongqing Univ Posts & Telecommun, Engn Res Ctr Automot Elect & Embedded Syst, Chongqing 400065, Peoples R China |
| 推荐引用方式 GB/T 7714 | Chen, Haofeng,Ma, Gang,Wang, Peng,et al. A Bio-Impedance Analysis Method Based on Human Hand Anatomy for Hand Gesture Recognition[J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT,2021,70. |
| APA | Chen, Haofeng,Ma, Gang,Wang, Peng,&Wang, Xiaojie.(2021).A Bio-Impedance Analysis Method Based on Human Hand Anatomy for Hand Gesture Recognition.IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT,70. |
| MLA | Chen, Haofeng,et al."A Bio-Impedance Analysis Method Based on Human Hand Anatomy for Hand Gesture Recognition".IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT 70(2021). |
入库方式： OAI收割
来源：合肥物质科学研究院
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