中国空间科学技术 ›› 2025, Vol. 45 ›› Issue (3): 164-174.doi: 10.16708/j.cnki.1000.758X.2025.0048

• 论文 • 上一篇    

SS-Minnaert:改进的植被地形校正方法

吕悦1,李大成1,*,徐兆鹏2,杨毅1,胡志恒2   

  1. 1.太原理工大学 矿业工程学院,太原030024
    2.中国资源卫星应用中心,北京100094
  • 收稿日期:2024-02-21 修回日期:2024-03-22 录用日期:2024-04-30 发布日期:2025-05-15 出版日期:2025-06-01

SS-Minnaert: an improved vegetation topographic correction method

LYU Yue1, LI Dacheng1,*, XU Zhaopeng2, YANG Yi1, HU Zhiheng2#br#   

  1. 1.College of Mining Engineering, Taiyuan University of Technology, Taiyuan 030024, China
    2.China Centre for Resources Satellite Data and Application, Beijing 100094, China
  • Received:2024-02-21 Revision received:2024-03-22 Accepted:2024-04-30 Online:2025-05-15 Published:2025-06-01

摘要: 地形效应对遥感数据的地表反射率造成显著偏差,尤其是在太阳天顶角较大及地表异质性显著的情景中,传统的地形校正手段往往不能完全校正因地形引起的散射效应。为了解决地形校正在地表散射过强时校正能力不足的问题,通过对植被区内地形效应引起的误差进行研究,提出了考虑太阳天顶角和地表异质性的SS-Minnaert模型地形校正方法,并基于三维离散各向异性辐射传输模型(DART)模拟的反射率进行了模型精度的验证。结果表明,在太阳天顶角大于40°和小于40°两侧,SS-Minnaert模型校正结果在绿、红和近红外波段范围的RMSE比Minnaert模型分别提升0.036~0.092和0.004~0.031。进一步的定量分析结果揭示,当太阳天顶角超过40°时,SS-Minnaert模型在地形校正上的表现超越了其他主流模型。而在太阳天顶角低于40°的情况下,近红外波段中SS-Minnaert模型与已知的VECA以及Teillet等模型表现出相近的地形校正能力;在红和绿波段,其性能则更胜一筹。总结来说,SS-Minnaert模型通过综合太阳天顶角和地表异质性的双重影响,对Minnaert模型进行了显著改进,并在多个波段下显示出优越的地形校正效果,特别是在高太阳天顶角条件下地形校正能力显著增强。

关键词: 地形校正, 三维辐射传输模型, 森林冠层, Minnaert模型, 散射效应

Abstract: Terrain effects cause significant deviations to the surface reflectance of remote sensing data, especially in the scenario of large solar zenith angle and significant surface heterogeneity. The traditional terrain correction methods frequently fall short in fully compensating for the scattering effects induced by uneven terrain. To address the inadequacy of terrain correction methods in instances of intense surface scattering, the SS-Minnaert model, a terrain correction approach that accounts for solar zenith angle and surface heterogeneity, is developed in response to a detailed analysis of terrain-induced errors in vegetated regions. The model's accuracy is validated using reflectance simulations from the three-dimensional discrete anisotropic radiative transfer (DART) model. The results indicate that the SS-Minnaert model reduces RMSE by 0.036 to 0.092 in the green, red, and near-infrared bands for solar zenith angles greater than 40°, and by 0.004 to 0.031 for angles less than 40°. Further quantitative analysis demonstrates the SS-Minnaert model's superior performance in terrain correction over mainstream models at solar zenith angles beyond 40°. For solar zenith angles below 40°, the SS-Minnaert model exhibits comparable topographic correction proficiency to established VECA and Teillet models in the near-infrared band. In the red and green bands, the performance is even better. In summary, the SS-Minnaert model markedly enhances the Minnaert model by integrating the dual influences of solar zenith angle and surface heterogeneity, demonstrating a terrain correction effect superior across multiple bands, particularly at high solar zenith angles where the improvement is notably significant. 


Key words: terrain correction, three-dimensional radiation transfer model, forest canopy, minnaert model, scattering effect