A Real-Time Dual Heart and Respiratory Rate Estimator for Electrical Impedance Tomography

被引:0
|
作者
Silva, Diogo Filipe [1 ]
Leonhardt, Steffen [1 ]
机构
[1] Rhein Westfal TH Aachen, Chair Med Informat Technol, Aachen, Germany
来源
2023 IEEE 36TH INTERNATIONAL SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS, CBMS | 2023年
关键词
electrical impedance tomography; heart rate; respiratory rate; multiple pitch estimation; ventilation; perfusion;
D O I
10.1109/CBMS58004.2023.00256
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Thoracic electrical impedance tomography provides a non-invasive signal that combines changes from both cardiac and respiratory events. Heart and respiratory rates are important physiological parameters to diagnose and monitor cardiorespiratory conditions, and necessary for further more sophisticated analyses. We propose a real-time, model-based approach in the time domain to estimate both heart and respiratory rates simultaneously from the electrical impedance tomography signal. We tested our method using simulated non-stationary signals with varying relative cardiac and respiratory contributions. Our method could accurately estimated heart and respiratory rates with root mean square errors as low as 0.54 and 0.86 cycles per minute, and Bland-Altman biases as low as 0.04 +/- 1.04 and -0.07 +/- 1.53 cycles per minute, respectively. Additionally, the algorithm ran in real-time with or without parallelization, reaching computation times of 10 +/- 1.1 ms.
引用
收藏
页码:426 / 430
页数:5
相关论文
共 50 条
  • [31] Automated Real-Time Processing of Single Lead Electrocardiogram for Simultaneous Heart Rate and Respiratory Rate Monitoring
    Dutta, Disha N.
    Das, Reshmi
    Pal, Saurabh
    JOURNAL OF MEDICAL DEVICES-TRANSACTIONS OF THE ASME, 2017, 11 (02):
  • [32] Real-time extraction of tissue impedance model parameters for electrical impedance spectrometer
    Kun, S
    Ristic, B
    Peura, RA
    Dunn, RM
    MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 1999, 37 (04) : 428 - 432
  • [33] A pilot study of contrast-enhanced electrical impedance tomography for real-time imaging of cerebral perfusion
    Zhang, Yuyan
    Ye, Jian'an
    Jiao, Yang
    Zhang, Weirui
    Zhang, Tao
    Tian, Xiang
    Shi, Xuetao
    Fu, Feng
    Wang, Liang
    Xu, Canhua
    FRONTIERS IN NEUROSCIENCE, 2022, 16
  • [34] A 10.4 mW Electrical Impedance Tomography SoC for Portable Real-time Lung Ventilation Monitoring System
    Hong, Sunjoo
    Lee, Jaehyuk
    Bae, Joonsung
    Yoo, Hoi-Jun
    2014 IEEE ASIAN SOLID-STATE CIRCUITS CONFERENCE (A-SSCC), 2014, : 193 - 196
  • [35] Target Adaptive Differential Iterative Reconstruction (TADI): A Robust Algorithm for Real-Time Electrical Impedance Tomography
    Zhang, Weirui
    Zhang, Tao
    Liu, Xuechao
    Yang, Bin
    Dai, Meng
    Shi, Xuetao
    Dong, Xiuzhen
    Fu, Feng
    Xu, Canhua
    IEEE ACCESS, 2021, 9 : 141999 - 142011
  • [36] Deep D-Bar: Real-Time Electrical Impedance Tomography Imaging With Deep Neural Networks
    Hamilton, S. J.
    Hauptmann, A.
    IEEE TRANSACTIONS ON MEDICAL IMAGING, 2018, 37 (10) : 2367 - 2377
  • [37] Real-time imaging of infarction deterioration after ischemic stroke in rats using electrical impedance tomography
    Cao, Lu
    Li, Haoting
    Fu, Danchen
    Liu, Xuechao
    Ma, Hang
    Xu, Canhua
    Dong, Xiuzhen
    Yang, Bin
    Fu, Feng
    PHYSIOLOGICAL MEASUREMENT, 2020, 41 (01)
  • [38] A REAL-TIME ELECTRICAL-IMPEDANCE TOMOGRAPHY SYSTEM FOR CLINICAL USE - DESIGN AND PRELIMINARY-RESULTS
    SMITH, RWM
    FREESTON, IL
    BROWN, BH
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1995, 42 (02) : 133 - 140
  • [39] A 10.4 mW Electrical Impedance Tomography SoC for Portable Real-Time Lung Ventilation Monitoring System
    Hong, Sunjoo
    Lee, Jaehyuk
    Bae, Joonsung
    Yoo, Hoi-Jun
    IEEE JOURNAL OF SOLID-STATE CIRCUITS, 2015, 50 (11) : 2501 - 2512
  • [40] First Real-Time Visualization of a Spontaneous Pneumothorax Developing in a Preterm Lamb Using Electrical Impedance Tomography
    Miedema, Martijn
    McCall, Karen E.
    Perkins, Elizabeth J.
    Sourial, Magdy
    Bohm, Stephan H.
    Waldmann, Andreas
    van Kaam, Anton H.
    Tingay, David G.
    AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2016, 194 (01) : 116 - 118