Real-Time Baseline Wander Removal from Electrooculography Using Probabilistic Baseline Prediction

被引:2
|
作者
Baek, Changhoon [1 ]
Goo, Yongsook [3 ]
Seo, Jong-Mo [1 ,2 ]
机构
[1] Seoul Natl Univ, Coll Engn, Dept Elect & Comp Engn, Seoul, South Korea
[2] Seoul Natl Univ, Coll Med, Dept Ophthalmol, Seoul, South Korea
[3] Chungbuk Natl Univ, Sch Med, Dept Physiol, Chungbuk, Chungcheongbuk, South Korea
关键词
Electrooculography; Baseline Wander; Eye Movement Analysis;
D O I
10.1007/978-3-319-11128-5_20
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Electrooculography (EOG) is a convenient method for analysing eye movement. A human eye acts like a dipole where the back of the eye is relatively negative than the front. EOG measures the field generated by this dipole-like property of an eye with electrodes. It is low cost, easily installed, and most importantly, non-invasive. However, EOG is not conventionally adopted because of difficulties in removing baseline wander (BW) noise. Many studies have successfully removed this noise in repetitive and predictable signals such as electrocardiography (ECG), but not many accomplishments have been made in non-predictable signals such as EOG. This paper proposes an algorithm that removes BWfrom EOG in real-time by predicting the baseline. The algorithm constantly differentiates the signal when the subject is looking forward, referred to as the reference data in this paper, from the signals when the subject is looking elsewhere using standard deviation. Then, the average of certain window of reference data is taken to predict the baseline. A simulation comparison between some of the other methods used for ECG and EOG BW removal is presented which shows that the proposed algorithm performs exceptionally well, especially considering that it is one of the few algorithms that can remove the BW in real-time.
引用
收藏
页码:78 / +
页数:2
相关论文
共 50 条
  • [1] Low-Power Real-Time ECG Baseline Wander Removal: Hardware Implementation
    Guven, Onur
    Eftekhar, Amir
    Kindt, Wilko
    Constandinou, Timothy G.
    [J]. 2017 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2017,
  • [2] Real-Time Baseline Wander Removal in ECG Signal Based on Weighted Local Linear Regression Smoothing
    Tan, Xiao
    Chen, Xianxiang
    Ren, Ren
    Hu, Xinyu
    Zhou, Bing
    Fang, Zhen
    Xia, Shanhong
    [J]. 2013 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION (ICIA), 2013, : 453 - 456
  • [3] Real-Time Estimation of the ECG-Derived Respiration (EDR) Signal using a New Algorithm for Baseline Wander Noise Removal
    Arunachalam, Shivaram P.
    Brown, Lewis F.
    [J]. 2009 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-20, 2009, : 5681 - +
  • [4] Pulse baseline wander removal using wavelet approximation
    Wang, KQ
    Xu, LS
    Wang, L
    Li, ZG
    Li, YZ
    [J]. COMPUTERS IN CARDIOLOGY 2003, VOL 30, 2003, 30 : 605 - 608
  • [5] Removal of Baseline Wander from Dynamic Electrocardiogram Signals
    Dai, Min
    Lian, Shi-Liu
    [J]. PROCEEDINGS OF THE 2009 2ND INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOLS 1-9, 2009, : 3662 - 3665
  • [6] Fully Analog Baseline Wander Elimination Circuit For Real-Time Ambulatory ECG Recording
    Nazari, Masoud
    Lee, Kye-Shin
    [J]. 2019 IEEE 62ND INTERNATIONAL MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS (MWSCAS), 2019, : 33 - 36
  • [7] ECG Signal Baseline Wander Removal Using Wavelet Analysis
    German-Sallo, Z.
    [J]. INTERNATIONAL CONFERENCE ON ADVANCEMENTS OF MEDICINE AND HEALTH CARE THROUGH TECHNOLOGY, 2011, 36 : 190 - 193
  • [8] Electrocardiogram Baseline Wander Removal Using Stationary Wavelet Approximations
    Arvinti, Beatrice
    Toader, Dumitru
    Costache, Marius
    Isar, Alexandru
    [J]. OPTIM 2010: PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON OPTIMIZATION OF ELECTRICAL AND ELECTRONIC EQUIPMENT, PTS I-IV, 2010, : 890 - +
  • [9] LOW-COST ADAPTIVE METHOD FOR REAL-TIME ECG BASELINE WANDER REMOVAL WITH REDUCED P AND T WAVE DISTORTION
    Fraile, Ruben
    Ignacio Godino-Llorente, Juan
    [J]. BIOSIGNALS 2009: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON BIO-INSPIRED SYSTEMS AND SIGNAL PROCESSING, 2009, : 476 - 479
  • [10] Baseline Wander Removal in ECG and AHA Recommendations
    Fasano, Antonio
    Villani, Valeria
    [J]. 2013 COMPUTING IN CARDIOLOGY CONFERENCE (CINC), 2013, 40 : 1171 - 1174