怀孕监测中的可穿戴传感器,数据处理和人工智能:一篇评论
Linkun Liu1,2, Yujian Pu1,2, Junzhe Fan1,2
1Singapore Institute of Manufacturing Technology, Agency for Science, Technology and Research (A*STAR), 5 Cleantech Loop, Singapore 636732, Singapore.
Sensors (Basel, Switzerland)
|October 16, 2024
概括
可穿戴式传感器和人工智能 (AI) 提供了方便的家庭妊娠监测,减少了医院的负担. 这些技术显示出早期检测和改善母亲和胎儿福祉的潜力.
科学领域:
- 生物医学工程 生物医学工程
- 数字健康数字健康
- 孕产妇和胎儿医学 孕产妇和胎儿医学
背景情况:
- 产妇死亡仍然是一个全球性问题,传统的医院检查对孕妇造成负担.
- 基于家庭的,非侵入性的长期怀孕监测是一个关键的研究领域.
- 穿戴式传感器和数据处理方面的进步提高了怀孕护理的便利性.
研究的目的:
- 审查最近关于可穿戴传感器,生理数据处理和人工智能用于怀孕监测的研究.
- 突出AI在怀孕期间早期检测和智能诊断方面的潜力.
- 建议未来改善远程怀孕健康监测.
主要方法:
- 对生理信号 (ECG,UC,FM) 的可穿戴传感器的文献综述.
- 分析数据处理技术,包括传输,预处理和基于AI的算法.
- 检查多式联络妊娠监测系统.
主要成果:
- 可穿戴传感器有效捕获关键的生理信号,如心电图 (ECG),子宫收缩 (UC) 和胎儿运动 (FM).
- 人工智能 (AI) 在早期检测和怀孕智能诊断方面表现出显著的能力.
- 集成各种传感器的多式联运系统显示出全面监控的前景.
结论:
- 智能可穿戴设备和人工智能为改善怀孕监测提供了显著的潜力,使其更容易获得和方便.
- 需要解决诸如准确性,数据隐私和用户合规性等挑战,以便广泛采用.
- 未来的研究应该专注于加强这些技术,以实现强大可靠的远程母婴健康监测.
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