Jove
Visualize
联系我们
JoVE
x logofacebook logolinkedin logoyoutube logo
关于 JoVE
概览领导团队博客JoVE 帮助中心
作者
出版流程编辑委员会范围与政策同行评审常见问题投稿
图书馆员
用户评价订阅访问资源图书馆顾问委员会常见问题
研究
JoVE JournalMethods CollectionsJoVE Encyclopedia of Experiments存档
教育
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab Manual教师资源中心教师网站
使用条款与条件
隐私政策
政策

相关实验视频

Updated: Mar 6, 2026

Asthma Detection Research Based on Voice Signal Processing and Machine Learning
04:04

Asthma Detection Research Based on Voice Signal Processing and Machine Learning

Published on: July 22, 2025

1.1K

人工智能增强优化无线呼吸传感器阵列用于检测肺癌使用模糊逻辑引导的遗传算法和多模式机器学习.

Dong Dinh1, Guojun Shang2, Lei Cai3,4

  • 1Systems Science and Industrial Engineering, State University of New York at Binghamton, Binghamton, New York 13902, United States.

ACS sensors
|March 4, 2026
PubMed
概括

相关概念视频

您也可能阅读

相关文章

通过共同作者、期刊和引用图与本文相关的文章。

排序
Same author

Ti<sub>3</sub>C<sub>2</sub>-induced interface reconstruction of CeO<sub>2</sub> and in-situ derived TiO<sub>2</sub> boosting electron transfer and oxygen vacancies generation for efficient low-temperature soot oxidation over CeO<sub>2</sub>/Ti<sub>3</sub>C<sub>2</sub>.

Journal of colloid and interface science·2026
Same author

Targeting the LY6H-PI3K/AKT autophagy axis suppresses HCC malignancy and reveals a druggable vulnerability.

Cell death & disease·2026
Same author

Recent advances in ionotropic GABA receptor antagonists: A comprehensive review of design strategies and structure-activity relationships.

Pesticide biochemistry and physiology·2026
Same author

Acid-Base Responsive Carbon Nanodots Enabling Reversible Write-Erase Fluorescence Switching for Multilevel Anticounterfeiting.

ACS applied materials & interfaces·2026
Same author

Associations and mechanistic insights of multiple metal exposure and hypothyroidism: Evidence from population data and network toxicology.

Ecotoxicology and environmental safety·2026
Same author

Angiotensin-Converting Enzyme Inhibitors in Idiopathic Pulmonary Fibrosis: Bias, Confounding, and the Path Forward.

Chest·2026

一个新的无线呼吸传感器平台使用人工智能早期检测肺癌. 这种非侵入性工具分析挥发性有机化合物 (VOCs),以改善患者的生存率和可访问的查.

科学领域:

  • 生物医学工程 生物医学工程
  • 纳米技术纳米技术
  • 人工智能的人工智能

背景情况:

  • 早期发现肺癌对于患者的生存至关重要,但目前的方法昂贵且难以获得.
  • 需要使用非侵入性查方法来改善可访问性和减少医疗保健负担.

研究的目的:

  • 开发和验证一个完全集成的无线呼吸传感平台,用于早期检测肺癌.
  • 利用人工智能驱动的优化来增强呼吸样本中的挥发性有机化合物 (VOC) 检测.

主要方法:

  • 开发了一个无线平台,将纳米结构化化学复制 (NC) 传感器阵列与人工智能驱动的 Fuzzy 逻辑引导遗传算法 (Fuzzy-GA) 结合起来.
  • 从肺癌患者 (n=35) 和非癌症参与者 (n=47) 收集的呼吸样本.
  • 应用监督机器学习模型 (KNN,SVM,随机森林,XGBoost,CNN) 来分析VOC模式.

主要成果:

  • Fuzzy-GA 算法优化了传感器阵列大小,同时保持了高诊断性能.
  • 优化的平台在将肺癌患者与对照患者区分时达到高达96%的分类准确度.
  • 证明了系统复杂性降低,成本降低,并改善了现实世界部署的可扩展性.

结论:

关键词:
呼吸传感器阵列系统系统.模糊GA优化优化 模糊GA优化肺癌检测 肺癌检测 肺癌检测机器学习分类机器学习分类.非侵入性查是指非侵入性查.挥发性有机化合物 挥发性有机化合物无线监控无线监控无线监控

更多相关视频

Machine Learning-Based Cough Tone Classification: Diagnostic Exploration of Chronic Obstructive Pulmonary Disease and Respiratory Tract Infections
06:22

Machine Learning-Based Cough Tone Classification: Diagnostic Exploration of Chronic Obstructive Pulmonary Disease and Respiratory Tract Infections

Published on: September 19, 2025

594

相关实验视频

Last Updated: Mar 6, 2026

Asthma Detection Research Based on Voice Signal Processing and Machine Learning
04:04

Asthma Detection Research Based on Voice Signal Processing and Machine Learning

Published on: July 22, 2025

1.1K
Machine Learning-Based Cough Tone Classification: Diagnostic Exploration of Chronic Obstructive Pulmonary Disease and Respiratory Tract Infections
06:22

Machine Learning-Based Cough Tone Classification: Diagnostic Exploration of Chronic Obstructive Pulmonary Disease and Respiratory Tract Infections

Published on: September 19, 2025

594
  • 开发的无线呼吸传感平台为早期肺癌检测提供了一个临床上可行的,非侵入性的工具.
  • 由人工智能驱动的优化显著提高了诊断性能和系统效率.
  • 该平台具有家庭监测和更广泛的疾病查应用的潜力.