| Paper Abstract and Keywords |
| Presentation |
2022-05-20 09:40
User identification on Walking by Deep Learning Based on 3-axis Acceleration after Coordinate Transformation of Smartphone
Pengfei Yang, Qun Yang, Yuji Watanabe (Nagoya City Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this paper, we first transform the 3-axis acceleration data of smart phone, which is left in our laboratory, from the device coordinate system into world coordinate system. Based on the transformed acceleration, we use various deep learnings, LSTM, BiLSTM, GRU, BiGRU, and CNN-LSTM for user identification. As a result, we found that the acceleration data of the previous research can be correctly transformed by the extended Kalman filter. We also confirmed that the user identification using deep learning can achieve a high identification rate even for the 3-axis acceleration after the coordinate transformation. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Gait Identification / Coordinate Transformation / Deep Learning / Smartphone / 3-axis Acceleration / / / |
| Reference Info. |
ITE Tech. Rep. |
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| Conference Information |
| Committee |
IEICE-SIP IEICE-BioX IEICE-IE IEICE-MI IST ME |
| Conference Date |
2022-05-19 - 2022-05-20 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kumamoto University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
IEICE-BioX |
| Conference Code |
2022-05-SIP-BioX-IE-MI-IST-ME |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
User identification on Walking by Deep Learning Based on 3-axis Acceleration after Coordinate Transformation of Smartphone |
| Sub Title (in English) |
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| Keyword(1) |
Gait Identification |
| Keyword(2) |
Coordinate Transformation |
| Keyword(3) |
Deep Learning |
| Keyword(4) |
Smartphone |
| Keyword(5) |
3-axis Acceleration |
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| 1st Author's Name |
Pengfei Yang |
| 1st Author's Affiliation |
Nagoya City University (Nagoya City Univ.) |
| 2nd Author's Name |
Qun Yang |
| 2nd Author's Affiliation |
Nagoya City University (Nagoya City Univ.) |
| 3rd Author's Name |
Yuji Watanabe |
| 3rd Author's Affiliation |
Nagoya City University (Nagoya City Univ.) |
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| Speaker |
Author-3 |
| Date Time |
2022-05-20 09:40:00 |
| Presentation Time |
20 minutes |
| Registration for |
IEICE-BioX |
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| Volume (vol) |
vol.46 |
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