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Epicardial potential reconstruction in magnetocardiography imaging using Laplace-prior Tikhonov regularization

  • Xinglin Zhang
  • , Yadan Zhang
  • , Min Xiang*
  • *此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Electrocardiographic imaging (ECGI) has been widely adopted as a standard technique for cardiac electrophysiological imaging. However, due to variations in tissue conductivity, the electric field propagation is often subject to significant attenuation and distortion. In recent years, with advances in ultra-sensitive magnetic sensor technology, magnetocardiographic imaging (MCGI) has emerged as a promising alternative for non-invasive reconstruction of cardiac electrophysiological activity. In this paper, a biophysical forward model describing the relationship between epicardial potentials and surface magnetic fields is established. Based on this forward model, a Laplace prior-based Tikhonov regularization method for MCGI (LTR-MCGI) is proposed to reconstruct epicardial potentials. The single dipole model is utilized to simulate the epicardial potential. Meanwhile, the corresponding surface magnetic field was calculated using the Biot-Savart law. Experimental results under different magnetic field signal-to-noise ratios (SNRs) demonstrate that at an SNR of 100 dB, the reconstructed epicardial potentials achieve a correlation coefficient of 0.875 with reference potentials, along with significantly reduced error metrics (RMSE reduces to 1.771, MSE reduces to 3.135, RE reduces to 18.194%), which effectively capturing the heart’s electrophysiological state. These findings indicate that the proposed LTR-MCGI method can accurately reconstruct cardiac electrophysiological information non-invasively, offering promising clinical applications for cardiac diagnosis and treatment guidance.

源语言英语
主期刊名IEEE International Conference on Imaging Systems and Techniques, IST 2025 - Conference Proceedings
出版商Institute of Electrical and Electronics Engineers Inc.
ISBN(电子版)9798331597306
DOI
出版状态已出版 - 2025
活动2025 IEEE International Conference on Imaging Systems and Techniques, IST 2025 - Strasbourg, 法国
期限: 15 10月 202517 10月 2025

出版系列

姓名IEEE International Conference on Imaging Systems and Techniques, IST 2025 - Conference Proceedings

会议

会议2025 IEEE International Conference on Imaging Systems and Techniques, IST 2025
国家/地区法国
Strasbourg
时期15/10/2517/10/25

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