DocumentCode :
71382
Title :
Detection of Eye Blinking Using Doppler Sensor With Principal Component Analysis
Author :
Youngwook Kim
Author_Institution :
Dept. of Electr. & Comput. Eng., California State Univ., Fresno, CA, USA
Volume :
14
fYear :
2015
fDate :
2015
Firstpage :
123
Lastpage :
126
Abstract :
We propose the detection of human eye blinking using a Doppler sensor. Eye blinking is one of the most common and convenient human activities that can be used as an input modality for computer devices, a simple communication methodology, and fatigue diagnostics. The reflected wave from the blinking eye has a unique Doppler signature. To investigate this signature, several measurements were performed with/without the noise caused by human movement when the sensor was placed near the eyes. We analyzed the Doppler signal in the joint time-frequency domain. It was found that the Doppler frequency produced by eye blinking is approximately 115 Hz. Furthermore, unconscious and conscious eye blinking exhibited different Doppler characteristics. In order to classify these characteristics, we employed a principal component analysis to extract the features. The truncated eigenvectors were multiplied with an image of eye blinking, and the resulting coefficients were used for classification. The proposed method successfully differentiated conscious eye blinking in the presence of noise from human motion in diverse scenarios.
Keywords :
eye; principal component analysis; sensors; Doppler characteristics; Doppler sensor; Doppler signature; blinking eye; communication methodology; computer devices; eye blinking detection; fatigue diagnostics; feature extraction; human activities; human eye blinking; human motion; joint time frequency domain; principal component analysis; truncated eigenvectors; wave reflection; Doppler effect; Eigenvalues and eigenfunctions; Eyelids; Glass; Noise; Principal component analysis; Spectrogram; Doppler sensor; eye blinking detection; principal component analysis;
fLanguage :
English
Journal_Title :
Antennas and Wireless Propagation Letters, IEEE
Publisher :
ieee
ISSN :
1536-1225
Type :
jour
DOI :
10.1109/LAWP.2014.2357340
Filename :
6899608
Link To Document :
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