红外技术在气体检测中的应用和发展
1Yantai Research Institute, Harbin Engineering University, Yantai 264000, China.
The Review of scientific instruments
|November 5, 2025
概括
红外气体检测技术为环境和工业安全提供非接触式,高灵敏度的监测. 最近的进展集中在算法设计,深度学习和克服准确性和实时性能方面的挑战上.
科学领域:
- 光学和光子学 在光学和光子学.
- 环境科学 环境科学
- 传感器技术 传感器技术
背景情况:
- 红外成像技术已经在两个世纪里显著发展.
- 无接触,高灵敏度红外成像对于环境监测,工业安全和军事防御至关重要.
- 红外气体检测技术为快速发展提供了独特的优势.
研究的目的:
- 提供近期红外气体检测技术进展的系统审查.
- 将主动和被动气体成像方法进行比较,并讨论多组件和痕迹检测系统.
- 检查检测算法的演变,从基于物理的数据驱动深度学习.
主要方法:
- 积极和被动红外气体成像原理和应用的比较分析.
- 复习多元组件和超敏感的微量气体检测技术.
- 检查算法设计准确性和成本之间的权衡,以及向深度学习的转变.
主要成果:
- 算法设计是平衡检测准确性和工程成本的关键.
- 深度学习方法通过提取多维特征来克服复杂场景中传统方法的局限性.
- 主要挑战包括准确性与实时性能,光谱带增强和数据集稀缺性.
结论:
- 红外气体检测技术由于其独特的优势而迅速发展.
- 深度学习为复杂的检测场景提供了有希望的解决方案.
- 未来的发展需要解决当前的技术挑战,以提高性能和更广泛的应用.
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