Smart City Gnosys
Smart city article details
| Title | Humanfi: Wifi-Based Human Identification Using Recurrent Neural Network |
|---|---|
| ID_Doc | 29674 |
| Authors | Ming X.; Feng H.; Bu Q.; Zhang J.; Yang G.; Zhang T. |
| Year | 2019 |
| Published | Proceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019 |
| DOI | http://dx.doi.org/10.1109/SmartWorld-UIC-ATC-SCALCOM-IOP-SCI.2019.00146 |
| Abstract | Because of the uniqueness of human gait, the WiFi signal reflected by a walking person can generate a distinctive variation in the received WiFi channel state information (CSI). In this paper, we present a new passive human identification method named HumanFi based on fine-grained gait patterns captured by commercial WiFi device and long short term memory network (LSTM). Firstly, CSI measurements are collected by a commercial WiFi device, and then a buffer and filtering mechanism-based gait detection algorithm is proposed to solve the effects of short-term anomalous fluctuation. After that, a recurrent neural network, LSTM, is used to identify different people by discriminating the temporal characteristics of automatically extracted human gait features. We evaluated the proposed HumanFi using a dataset with 1920 gait instances collected from 24 human subjects walking in two different scenes. Experimental results showed that HumanFi achieved more than 96% human identification accuracy, which demonstrated the good performance of HumanFi on non-intrusive human identification tasks. © 2019 IEEE. |
| Author Keywords | Channel state information; Gait biometrics; Human identification; Lstm; WiFi |
Similar Articles
| Id | Similarity | Authors | Title | Published |
|---|---|---|---|---|
18118  | 0.881 | Zhou Z.; Liu C.; Yu X.; Yang C.; Duan P.; Cao Y. | Deep-Wiid: Wifi-Based Contactless Human Identification Via Deep Learning | Proceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019 (2019) |
| 29573 | 0.874 | Zhou N.; Sun W.; Liang M. | Human Activity Recognition Based On Wifi Signal Using Deep Neural Network | Proceedings - 2020 IEEE 8th International Conference on Smart City and Informatization, iSCI 2020 (2020) |
| 19832 | 0.869 | Damodaran N.; Schäfer J. | Device Free Human Activity Recognition Using Wifi Channel State Information | Proceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019 (2019) |
| 3864 | 0.862 | Khan M.M.U.; Shams A.B.; Raihan M.S. | A Prospective Approach For Human-To-Human Interaction Recognition From Wi-Fi Channel Data Using Attention Bidirectional Gated Recurrent Neural Network With Gui Application Implementation | Multimedia Tools and Applications, 83, 22 (2024) |