The Effects of Adaptive Kalman Filtering on the Morphology of Auditory Brainstem Response in Real Active Behavior: A Pilot Study

被引:0
|
作者
Wang, Xin [1 ,2 ,3 ]
Zhang, Haoshi [1 ,2 ,3 ]
Xu, Yaigjie [4 ]
Tan, Jingqian [5 ]
He, Yuchao [1 ,2 ]
Qiu, Yuting [6 ]
Huang, Ziming [7 ]
Tao, Yuan [8 ]
Wang, Mingjiang [9 ]
Zhu, Mingxing [1 ,2 ,9 ]
Chen, Shixiong [1 ,2 ]
Li, Guanglin [1 ,2 ]
机构
[1] Chinese Acad Sci, CAS Key Lab Human Machine Intelligence Synergy Sy, Shenzhen Inst Adv Technol, Shenzhen 518055, Guangdong, Peoples R China
[2] Chinese Acad Sci, Guangdong Hong Kong Macao Joint Lab Human Machine, Shenzhen Inst Adv Technol, Shenzhen 518055, Guangdong, Peoples R China
[3] Univ Chinese Acad Sci, Shenzhen Coll Adv Technol, Shenzhen 518055, Guangdong, Peoples R China
[4] Univ Luxembourg, Interdisciplinary Ctr Secur Reliabil & Trust, L-1855 Luxembourg, Luxembourg
[5] Sun Yat Sen Univ, Dept Otorhinolaryngol Head & Neck Surg, Affiliated Hosp 8, Shenzhen 518033, Guangdong, Peoples R China
[6] Peking Univ, Sch Environm & Energy, Shenzhen Grad Sch, Shenzhen 518055, Guangdong, Peoples R China
[7] Wuhan Univ Sci & Technol, Dept Cardiothorac Surg, Wuhan Asia Heart Hosp, Wuhan 430056, Hubei, Peoples R China
[8] Peking Univ, Dept Otorhinolaryngol, Shenzhen Hosp, Shenzhen 518000, Guangdong, Peoples R China
[9] Harbin Inst Technol, Sch Elect & Infomiat Engn, Shenzhen 518055, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Auditory Brainstem Response; Adaptive Kalman Filtering; Active Behavior;
D O I
10.1109/CBS55922.2023.10115394
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Auditory, which served as one of the five sense systems, play a vital role in human beings' daily life. Among the many auditory detection techniques, Auditory Brainstem Response (ABR) is widely chosen and studied for its convenience and objectivity. The averaging (Ave) technique is the currently applied method to extract ABR from the EEG signals and is regarded as the gold standard in the clinic. However, the Ave technique is not suitable for noisy condition, like active behavioral condition, which requires the subjects to keep stay during the whole ABR test and is therefore not suitable for newborn. To extract ABR signals from the real active behavioral condition, an adaptive kalman filter (AKF) technique was proposed and systematically investigated from the morphology aspect in two conditions, namely rest and active behavioral (chewing) conditions. The results showed that in rest condition, the ABR signal obtained by the AKF method was highly similar to that of the gold standard method, and the latencies and amplitudes of characteristics waves were also alike. Moreover, we analyzed the latencies and amplitudes of the characteristics waves and CC between the standard ABR and the different method-based ABR. The analyses showed that the AKF had the potential on the extraction of ABR in active behavioral condition. The AKF method provides a new way to robust denoise, and opens a window for ABR acquisition in active behavioral condition, making ABR acquisition in daily life more possible.
引用
收藏
页码:269 / 273
页数:5
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