首页> 外文期刊>Agricultural and Forest Meteorology >Estimation of live fuel moisture content from MODIS images for fire risk assessment
【24h】

Estimation of live fuel moisture content from MODIS images for fire risk assessment

机译:从MODIS图像估算活燃料的水分含量,以进行火灾风险评估

获取原文
获取原文并翻译 | 示例
       

摘要

This paper presents a method to estimate fuel moisture content (FMC) of Mediterranean vegetation species from satellite images in the context of fire risk assessment. The relationship between satellite images and field collected FMC data was based on two methodologies: empirical relations and statistical models based on simulated reflectances derived from radiative transfer models (RTM). Both models were applied to the same validation data set to compare their performance. FMC of grassland and shrublands were estimated using a 5-year time series (2001-2005) of Terra moderate resolution imaging spectroradiometer (MODIS) images. The simulated reflectances were based on the leaf level PROSPECT coupled with the canopy level SAILH RTM. The simulated spectra were generated for grasslands and shrublands according to their biophysical parameters traits and FMC range. Both models, empirical and statistical models based on RTM, offered similar accuracy with better determination coefficients for grasslands (r po =0.907, and 0.894, respectively) than for shrublands (r po =0.732 and 0.842, respectively). Although it is still necessary to test these equations in other areas with analogous types of vegetation, preliminary tests indicate that the adjustments based on simulated data offer similar results, but with greater robustness, than the empirical approach.
机译:本文提出了一种在火灾风险评估的背景下根据卫星图像估算地中海植被物种的燃料水分含量(FMC)的方法。卫星图像与现场采集的FMC数据之间的关系基于两种方法:经验关系和基于辐射传输模型(RTM)得出的模拟反射率的统计模型。两种模型都应用于相同的验证数据集以比较其性能。使用Terra中分辨率成像光谱仪(MODIS)图像的5年时间序列(2001-2005年)估算草地和灌木丛的FMC。模拟的反射率基于叶级PROSPECT和冠层级SAILH RTM的结合。根据草地和灌木的生物物理参数特征和FMC范围,生成了模拟光谱。两种模型都是基于RTM的经验模型和统计模型,与灌木林地(r po分别为0.732和0.842)相比,草原(r po = 0.907和0.894)的确定系数更好,确定系数相似。尽管仍然有必要在具有类似植被类型的其他区域中测试这些方程,但初步测试表明,基于模拟数据的调整比经验方法具有相似的结果,但具有更高的鲁棒性。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号