Evaluation of Single-Lead ECG Signal Quality with Different States of Motion

被引:0
|
作者
Zhang, Yefei [1 ]
Zhao, Zhidong [2 ]
机构
[1] Hangzhou Dianzi Univ, Sch Commun Engn, Hangzhou 310018, Zhejiang, Peoples R China
[2] Hangzhou Dianzi Univ, Hangdian Smart City Res Ctr Zhejiang Prov, Hangzhou 310018, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
single-lead ECG; SQIs; hierarchical clustering; AGNES algorithm;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The mobile medical system with ECG is an important and widespread medical development. However, the dynamic ECG signal based on single-lead can create artifacts during acquisition. De-noising and feature extraction may compromise useful waveform characteristics, seriously affecting such subjects as follow-up identification and monitoring. Therefore, it is necessary to evaluate the quality of the dynamic ECG signal. A single-lead ECG signal quality evaluation algorithm is proposed in this paper. First, according to the three signal quality indexes of pSQI, kSQI and basSQI, a comprehensive dynamic ECG signal quality evaluation method based on the 0-1 programming concept was proposed for acquisition and denoising. Second, hierarchical clustering based on the AGNES algorithm was adopted for QRS wave detection and single-cycle ECG signal extraction. Our experimental results show that our single-lead ECG signal quality evaluation algorithm can evaluate the quality of such parameters as ECG signal acquisition, de-noising, and QRS wave extraction and can determine whether the normalized single-cycle ECG signal can fully retain the original ECG signal characteristics. Our results also show that the algorithm is suitable for ECG quality assessment under different motion conditions.
引用
收藏
页数:7
相关论文
共 50 条
  • [1] A Quality Assessment Method of Single-lead ECG Signal Based on Spectral Analysis
    Li, Liping
    2016 8TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY IN MEDICINE AND EDUCATION (ITME), 2016, : 35 - 38
  • [2] SQI Quality Evaluation Mechanism of Single-Lead ECG Signal Based on Simple Heuristic Fusion and Fuzzy Comprehensive Evaluation
    Zhao, Zhidong
    Zhang, Yefei
    FRONTIERS IN PHYSIOLOGY, 2018, 9
  • [3] ECG Signal Quality Assessments of Real-Time Single-Lead Wearable SmartPatch and 12-Lead ECG
    Im, Sung I.
    Hyun, B. A. E. Su
    Cho, Sung Phil
    CIRCULATION, 2023, 148
  • [4] ECG Signal Quality Assessments of a Small Bipolar Single-Lead Wearable Patch Sensor
    Paurakh Lal Rajbhandary
    Gabriel Nallathambi
    Nandakumar Selvaraj
    Thang Tran
    Olivier Colliou
    Cardiovascular Engineering and Technology, 2022, 13 : 783 - 796
  • [5] ECG Signal Quality Assessments of a Small Bipolar Single-Lead Wearable Patch Sensor
    Rajbhandary, Paurakh Lal
    Nallathambi, Gabriel
    Selvaraj, Nandakumar
    Tran, Thang
    Colliou, Olivier
    CARDIOVASCULAR ENGINEERING AND TECHNOLOGY, 2022, 13 (05) : 783 - 796
  • [6] Automatic Detection of the R Peaks in Single-Lead ECG Signal
    Sabherwal, Pooja
    Agrawal, Monika
    Singh, Latika
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2017, 36 (11) : 4637 - 4652
  • [7] Automatic Detection of the R Peaks in Single-Lead ECG Signal
    Pooja Sabherwal
    Monika Agrawal
    Latika Singh
    Circuits, Systems, and Signal Processing, 2017, 36 : 4637 - 4652
  • [8] Comparison Between a Single-Lead ECG Garment Device and a Holter Monitor: A Signal Quality Assessment
    Neri, Luca
    Corazza, Ivan
    Oberdier, Matt T.
    Lago, Jessica
    Gallelli, Ilaria
    Cicero, Arrigo F. G.
    Diemberger, Igor
    Orro, Alessandro
    Beker, Amir
    Paolocci, Nazareno
    Halperin, Henry R.
    Borghi, Claudio
    JOURNAL OF MEDICAL SYSTEMS, 2024, 48 (01)
  • [9] Automated Signal Quality Assessment of Single-Lead ECG Recordings for Early Detection of Silent Atrial Fibrillation
    Lueken, Markus
    Gramlich, Michael
    Leonhardt, Steffen
    Marx, Nikolaus
    Zink, Matthias D.
    SENSORS, 2023, 23 (12)
  • [10] KLT-based quality controlled compression of single-lead ECG
    Blanchett, T
    Kember, GC
    Fenton, GA
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1998, 45 (07) : 942 - 945