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
中国博士后科学基金; 中国国家自然科学基金;
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
相关论文
共 26 条
  • [1] A Robust Extraction Approach of Auditory Brainstem Response Using Adaptive Kalman Filtering Method
    Zhang, Haoshi
    Zhu, Mingxing
    Jiang, Yanbing
    Wang, Dan
    Wang, Xin
    Yang, Zijian
    Huang, Weimin
    Chen, Shixiong
    Li, Guanglin
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2022, 69 (12) : 3792 - 3802
  • [2] High-Quality Auditory Brainstem Response Acquisition in Motion via Adaptive Kalman Filtering
    Wang, Xin
    Zhang, Haoshi
    Tan, Jingqian
    Xu, Yangjie
    Sun, Poly Z. H.
    Ji, Junyu
    Lu, Jiafa
    Zhu, Mingxing
    Tong, Michael Chi Fai
    Mukhopadhyay, Subhas Chandra
    Li, Guanglin
    Chen, Shixiong
    [J]. IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS, 2024, 16 (03) : 877 - 887
  • [3] Effects of arginine vasopressin on auditory brainstem response and cochlear morphology in rats
    Naganuma, Hideaki
    Kawahara, Katsumasa
    Tokumasu, Koji
    Satoh, Ryohei
    Okamoto, Makito
    [J]. AURIS NASUS LARYNX, 2014, 41 (03) : 249 - 254
  • [4] A Pilot Study on Auditory Brainstem Response Evoked with Randomized Stimulation Rate
    Wang, Xin
    Zhu, Mingxing
    Wang, Xiaochen
    Liu, Shuting
    Samuel, Oluwarotimi Williams
    Yang, Wanzhang
    Chen, Shixiong
    Li, Guanglin
    [J]. 2020 IEEE INTERNATIONAL WORKSHOP ON METROLOGY FOR INDUSTRY 4.0 & IOT (METROIND4.0&IOT), 2020, : 349 - 353
  • [5] Auditory brainstem response in postmenopausal women treated with hormone replacement therapy: A pilot study
    Caruso, S
    Cianci, A
    Grasso, D
    Agnello, C
    Galvani, F
    Maiolino, L
    Serra, A
    [J]. MENOPAUSE-THE JOURNAL OF THE NORTH AMERICAN MENOPAUSE SOCIETY, 2000, 7 (03): : 178 - 183
  • [6] Normal variations in the morphology of auditory brainstem response (ABR) waveforms: a study in wistar rats
    Carlos Alvarado, Juan
    Fuentes-Santamaria, Veronica
    Jareno-Flores, Tania
    Luis Blanco, Jose
    Juiz, Jose M.
    [J]. NEUROSCIENCE RESEARCH, 2012, 73 (04) : 302 - 311
  • [7] Auditory brainstem response testing using intranasal dexmedetomidine sedation in children: a pilot study
    Godbehere, Joanna
    Harper, Samuel
    Loxey, Teresa
    Kirton, Christine
    Verma, Rohit
    Carr, Simon
    [J]. INTERNATIONAL JOURNAL OF AUDIOLOGY, 2021, 60 (07) : 549 - 554
  • [8] Functional analysis of auditory pathway in type 2 diabetes by brainstem auditory evoked response-a pilot study
    Paluru, Rajesh
    Indla, Yogananda Reddy
    Ramaswamy, C.
    Santhakumari, Rajani
    [J]. BIOMEDICAL RESEARCH-INDIA, 2016, 27 (04): : 1201 - 1204
  • [9] Brainstem auditory evoked response recorded with surface electrodes in dogs with congenital hydrocephalus - Pilot study
    Armasu, Mihaela
    Musteata, Mihai
    Stanciu, Gabriela Dumitrita
    Solcan, Gheorghe
    [J]. JOURNAL OF BIOTECHNOLOGY, 2014, 185 : S92 - S93
  • [10] A study of the effects of cochlear loss on the auditory brainstem response (ABR) specificity and false positive rate in retrocochlear assessment
    Watson, DR
    [J]. AUDIOLOGY, 1999, 38 (03): : 155 - 164