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对非侵入性胎儿心电图监测技术的审查
Xiongjun Li1, Jingyu Wan1, Xiaobo Peng2
1College of Physics and Optoelectronic Engineering, Shenzhen University, Shenzhen 518060, China.
Sensors (Basel, Switzerland)
|March 17, 2025
概括
非侵入性胎儿心电图 (NIFECG) 为胎儿健康监测提供了一个有希望的,非侵入性的替代方案. 本综述详细介绍了NIFECG的进展,数据集和未来方向,包括深度学习应用.
科学领域:
- 生物医学工程 生物医学工程
- 孕产妇和胎儿医学 孕产妇和胎儿医学
- 信号处理 信号处理
背景情况:
- 非侵入性胎儿心电图 (NIFECG) 正成为监测胎儿健康的关键技术.
- 它为传统的多普勒超声波方法提供了潜在的替代方案.
- NIFECG准备成为胎儿监测实践中的标准.
研究的目的:
- 提供NIFECG技术近期进展的全面审查.
- 分析现有的NIFECG数据集,确定局限性并提出改进建议.
- 探索未来的研究方向,包括深度学习和远程监控.
主要方法:
- 在NIFECG中审查信号采集技术.
- 对信号预处理和胎儿心电图提取方法的分析.
- 检查胎儿心脏异常分类算法.
主要成果:
- 确定NIFECG信号处理和分析的关键进展.
- 评估当前的NIFECG数据集,强调需要改进的领域.
- 讨论深度学习,多式联通和远程系统的潜力.
结论:
- NIFECG技术在改善胎儿健康监测方面具有显著的潜力.
- 解决数据集的局限性和探索深度学习等先进技术对于未来的发展至关重要.
- 这一审查支持NIFECG监测的进步和应用.
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