首页 >

基于尾迹云的高光谱图像空中飞机高度和光谱反射率反演方法

贾国瑞1,罗唯中1,2,张超3,姜铁1,赵钰杰1,李继源1,赵慧洁1   

  1. 1. 北京航空航天大学
    2. 航天恒星科技有限公司
    3. 北京市遥感信息研究所
  • 收稿日期:2026-01-15 修回日期:2026-03-31 出版日期:2026-04-09 发布日期:2026-04-09
  • 通讯作者: 赵钰杰

Inversion of flying aircraft's altitude and spectral reflectance based on contrail in hyperspectral images

  • Received:2026-01-15 Revised:2026-03-31 Online:2026-04-09 Published:2026-04-09

摘要: 天基光学遥感为空中飞机的准确探测、定位与识别提供了新手段。受限于由高光谱图像提取空中飞机高度信息的技术缺乏,目前尚无法获得空中飞机准确的光谱反射率,制约了空中飞机光谱特性分析和识别。本文提出了一种基于尾迹云的高光谱图像空中飞机高度与光谱反射率反演方法,通过构建尾迹云及其阴影的几何模型实现空中飞机高度的精确反演,进而基于空中飞机和背景环境耦合的辐射传输模型反演其光谱反射率。利用陆地背景、海背景、海岸带背景等典型场景的GF-5卫星高光谱图像开展反演试验,经与Flightradar24网站飞机型号和高度信息、经典地表光谱反射率反演方法FLAASH、EnMAP高光谱图像中典型国际机场的停驻/滑行飞机光谱反射率等多方信息对比验证,本文方法对空中宽体客机的高度反演精度可达±100 m,对空中飞机的光谱反射率反演精度比FLAASH方法有显著提升,可为高光谱遥感图像应用于空中飞机探测、定位与识别提供重要支撑。

关键词: 高光谱遥感, 空中飞机, 尾迹云, 高度, 光谱反射率

Abstract: Spaceborne optical remote sensing provides a novel approach for the accurate detection, positioning, and identification of flying aircraft. Due to the lack of techniques for extracting altitude information of flying aircraft from hyperspectral images, obtaining precise spectral reflectance of flying aircraft remains challenging, which hinders the analysis and recognition of their spectral characteristics. This thesis proposes a method for retrieving the altitude and spectral reflectance of flying aircraft from hyperspectral images based on contrails. By constructing a geometric model of contrails and their shadows, the altitude of flying aircraft is accurately retrieved. Furthermore, the spectral reflectance is retrieved through a radiative transfer model that couples the flying aircraft with the background environment. Experiments were conducted using GF-5 hyperspectral images in typical scenarios such as land, sea, and coastal backgrounds. The proposed method was validated by comparing the results with aircraft type and altitude information from Flightradar24, the FLAASH method for land surface spectral reflectance retrieval, and spectral reflectance data of parked/gliding aircraft in EnMAP hyperspectral images from typical international airports. The results demonstrate that the altitude retrieval accuracy for wide-body airliners in flight can reach ±100 m, and the spectral reflectance retrieval accuracy for flying aircraft is significantly improved compared to classical surface spectral reflectance retrieval methods. This study provides important support for the application of hyperspectral remote sensing images in the detection, positioning, and identification of flying aircraft.

Key words: hyperspectral remote sensing, flying aircraft, contrail, altitude, spectral reflectance

中图分类号: