超低电阻和自我杀菌的可生物降解的纳米纤维膜用于有效的PM0.3去除和机器学习辅助的健康管理
Xinjian He1, Xinyu Li2, Cunmin Wang2
1School of Safety Engineering, China University of Mining and Technology, Xuzhou 221116, China; Jiangsu Engineering Research Center of Dust Control and Occupational Protection, Xuzhou 221008, China.
Journal of hazardous materials
|September 18, 2024
概括
新的可生物降解纳米纤维膜提供先进的空气净化和呼吸系统疾病诊断. 这些多功能膜结合了高效的颗粒去除与自我消毒和健康监测能力.
科学领域:
- 材料科学 材料科学 材料科学
- 纳米技术纳米技术
- 生物医学工程 生物医学工程
背景情况:
- 多功能纳米纤维膜 (NFMs) 的开发对于空气净化和呼吸系统健康管理至关重要.
- 现有的NFM通常缺乏用于颗粒过,疾病诊断和自我杀菌的综合能力.
研究的目的:
- 使用一种新的异构结构增强电感应立体复杂化 (HEIS) 策略制造聚乳酸 (PLA) NFMs.
- 为了在单一可生物降解的膜中实现高效的颗粒物清除,呼吸监测和自我杀菌.
- 整合一个深度学习算法用于呼吸模式识别和健康管理.
主要方法:
- 通过HEIS策略制造PLA NFMs,使用Ag-doped TiO2 (Ag-TIO) 纳米电解材料.
- 利用电感应立体复杂化 (EIS) 来增强结合和分子极化.
- 标志着纳米纤维形态,多孔性, triboelectric 特性,过效率和抗菌活性.
- 开发了一个卷积神经网络 (CNN) 算法用于呼吸模式分析.
主要成果:
- 实现了PLA纳米纤维的显著提炼到168nm,孔径>91%.
- 证明了出色的PM0.3过效率 (93.1%) 与低压力下降 (31.8Pa).
- 显示了100%的抗菌效率对大肠杆菌和黄金杆菌.
- 即使在高湿度 (80%RH) 中也表现出了显著的 triboelectric 特性.
- 通过CNN算法成功识别了呼吸模式.
结论:
- 根据HEIS战略,可生物降解的PLA NFMs具有卓越的空气净化和自我杀菌能力.
- 开发的NFM显示出低阻力空气过和先进的健康监测的潜力.
- 这项技术为环境保护和个人医疗管理提供了一个有前途的综合解决方案.
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