Human Posture Identification Using a MIMO Array
Abstract
:1. Introduction
2. Human Posture Identification Based on Height Doppler RCS of Subject Estimated by MIMO Array
2.1. Three Dimensional Localization of Human Subject
2.2. Doppler Radar Cross Section and Human Posture Identification
3. Results
3.1. Experimental Condition and Measurement Setup
3.2. Results
3.2.1. Results of Measured Channel and Three Dimensional Localization
3.2.2. Results of Human Posture Identification
4. Conclusions
Author Contributions
Conflicts of Interest
Abbreviations
MIMO | Multiple-Input Multiple-Output |
RCS | Radar Cross Section |
IoT | Internet of Things |
LOS | Line-of-Sight |
NLOS | Non-Line-of-Sight |
DOA | Direction of Arrival |
DOD | Direction of Deperture |
TDOA | Time Difference of Arrival |
MUSIC | MUltiple SIgnal Classification |
FMCW | Frequency Modulated Continuous Wave |
FFT | Fast Fourier Transform |
SIMO | single-input multiple-output |
k-NN | K-nearest neighbor |
SP64T | Single-Pole 64 Throw |
LNA | Low-Noise Amplifier |
DAQ | data-acquisition unit |
CDF | cumulative distribution function |
RMSE | root mean square error |
TPR | True Positive Rate |
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Antenna Element (Tx/Rx) | 16-Element Patch Antenna |
---|---|
Distance between Tx and Rx, d | 4 m |
Height of the Tx/Rx, h | 0.8 m |
Frequency | 2.47125 GHz |
Tx power | −28 dBm |
Snapshot rate | 100 Hz |
Database channel measurement time | 10 s |
Channel measurement time | 2.56 s |
Median Error (m) | 90% Value (m) | RMSE (m) | |
---|---|---|---|
Standing | 0.177 | 0.271 | 0.201 |
Sitting on the chair | 0.101 | 0.178 | 0.167 |
Sitting on the floor | 0.124 | 0.160 | 0.202 |
Lying on his back | 0.237 | 0.254 | 0.236 |
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Sasakawa, D.; Honma, N.; Nakayama, T.; Iizuka, S. Human Posture Identification Using a MIMO Array. Electronics 2018, 7, 37. https://doi.org/10.3390/electronics7030037
Sasakawa D, Honma N, Nakayama T, Iizuka S. Human Posture Identification Using a MIMO Array. Electronics. 2018; 7(3):37. https://doi.org/10.3390/electronics7030037
Chicago/Turabian StyleSasakawa, Dai, Naoki Honma, Takeshi Nakayama, and Shoichi Iizuka. 2018. "Human Posture Identification Using a MIMO Array" Electronics 7, no. 3: 37. https://doi.org/10.3390/electronics7030037
APA StyleSasakawa, D., Honma, N., Nakayama, T., & Iizuka, S. (2018). Human Posture Identification Using a MIMO Array. Electronics, 7(3), 37. https://doi.org/10.3390/electronics7030037