A Pressure-Based High-Quality Wrist Pulse Measurement System With an Application in Emotion Analysis

doi:10.1109/JSEN.2023.3299571

	A Pressure-Based High-Quality Wrist Pulse Measurement System With an Application in Emotion Analysis
	Liu, Zeyu1,2 ; Cheng, Long1,2 ; Li, Zhengwei1,2
发表期刊	IEEE SENSORS JOURNAL
ISSN	1530-437X
	2023-09-15
卷号	23 期号:18 页码:21821-21831
通讯作者	Cheng, Long(long.cheng@ia.ac.cn)
摘要	Wrist pulse contains much information about human beings, a typical pulse wave contains four significant morphological features which are related to the cardiovascular system and can be used for disease diagnosis. A high-quality wrist pulse measurement system is essential for the medical application of wrist pulses. In this work, a high-quality wrist pulse measurement system based on a pressure sensor is proposed. The measurement system has a maximum signal-to-noise ratio (SNR) of 53.44 dB and satisfactory ability to resist environmental interferences. The system is applied to measure the wrist pulse signals of seven participants under different emotions, and the signal quality is assessed in three signal quality indices (SQIs): the skewness, the kurtosis, and the perfusion index. The collected dataset presents a better performance in all three SQIs than the DEAP dataset. The measured high-quality wrist pulse data are applied in emotion classification by a long short term memory (LSTM)-gated recurrent unit (GRU) Boosting neural network. The emotion classification accuracy is 89.71% in valence and 80.06% in arousal. We also find that features extracted by the proposed neural network have a strong connection with three morphological features of the wrist pulse, and we show the medical implication of these three morphological features with emotion.
关键词	Emotion analysis photoelectric effect pressure sensor pulse pulse wave assessment wearable devices
DOI	10.1109/JSEN.2023.3299571
关键词[WOS]	HEART-RATE-VARIABILITY ; SENSOR ; MODEL
收录类别	SCI
语种	英语
资助项目	National Key Research and Development Program[2021ZD0114503] ; National Natural Science Foundation of China[62025307] ; National Natural Science Foundation of China[62311530097]
项目资助者	National Key Research and Development Program ; National Natural Science Foundation of China
WOS研究方向	Engineering ; Instruments & Instrumentation ; Physics
WOS类目	Engineering, Electrical & Electronic ; Instruments & Instrumentation ; Physics, Applied
WOS记录号	WOS:001090399700137
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/54323
专题	多模态人工智能系统全国重点实验室
通讯作者	Cheng, Long
作者单位	1.Chinese Acad Sci, Inst Automat, State Key Lab Multimodal Artificial Intelligence, Beijing 100190, Peoples R China 2.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100049, Peoples R China
第一作者单位	中国科学院自动化研究所
通讯作者单位	中国科学院自动化研究所
推荐引用方式 GB/T 7714	Liu, Zeyu,Cheng, Long,Li, Zhengwei. A Pressure-Based High-Quality Wrist Pulse Measurement System With an Application in Emotion Analysis[J]. IEEE SENSORS JOURNAL,2023,23(18):21821-21831.
APA	Liu, Zeyu,Cheng, Long,&Li, Zhengwei.(2023).A Pressure-Based High-Quality Wrist Pulse Measurement System With an Application in Emotion Analysis.IEEE SENSORS JOURNAL,23(18),21821-21831.
MLA	Liu, Zeyu,et al."A Pressure-Based High-Quality Wrist Pulse Measurement System With an Application in Emotion Analysis".IEEE SENSORS JOURNAL 23.18(2023):21821-21831.