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  • 软件名称:基于四尺度几何光学模型的森林地上生物量遥感估算
  • 软件大小: 0.00 B
  • 软件评级: ★★★
  • 开 发 商: 孙凤娟, 居为民, 方美红, 范渭亮
  • 软件来源: 《遥感技术与应用》
  • 解压密码:www.gissky.net

资源简介

摘要: 森林地上生物量(AGB)是评价森林生态系统功能的重要参数,遥感是获取区域尺度AGB的有效手段。以内蒙古根河市为研究区,利用TM遥感影数据和33个森林样地调查数据,基于四尺度几何光学模型的森林AGB遥感估算方法,首先,基于样地观测数据建立树冠面积(SA)估算AGB的方程;再利用四尺度几何光学模型建立由冠层反射率反演SA的查找表,由TM影像反演SA,进而估算AGB。在全部33个样地,估算的AGB与观测数据的一致性(RMSE=20.8 t·hm-2,R2=0.45)明显优于基于差值植被指数(DVI)(RMSE=27.7 t·hm-2,R2=0.09)和混合像元分解(SMA)(RMSE=27.6t·hm-2  R2=0.02)方法建立的统计模型的估算结果。利用19个针叶林样地的观测数据验证表明,估算的AGB的RMSE和R2分别为20.8 t·hm-2和0.53,利用DVI估算的AGB的RMSE和R2分别为31.5 t·hm-2和0.18,利用SMA方法估算的AGB的RMSE和R2分别为31.8 t·hm-2和0.14;对于14个阔叶林样地,估算的AGB的RMSE和R2分别为20.9 t·hm-2和0.47,利用DVI估算的AGB的RMSE和R2分别为21.4 t·hm-2和0.01,利用SMA方法估算的AGB RMSE和R2分别为20.6 t·hm-2和0.11。结果表明:通过反演与AGB紧密联系的SA,进行AGB的遥感估算是一种有效可行的技术方法。 关键词: Forest Aboveground Biomass;4\;  scale geometrical optical model;Special mixture analysis;Remote sensing inversion     Abstract: Forest Aboveground Biomass (AGB) is an important parameter for assessing the function of forest ecosystems.Remote sensing is an effective technique for retrieving AGB.A method for retrieving AGB from TM remote sensing data and field measurements taken at 33 plots in Genhe city,Inn Mongolia,China was developed.First,The empirical equations estimating AGB from canopy Surface Area (SA) was fitted using field measured data.Then,a look up table for the inversion of SA from canopy reflectance was set up through forward simulations of the 4\|scale geometrical optical model.SA determined from TM remote sensing data and the constructed look up table was used to estimate AGB.At all 33 plots,AGB estimated using the newly developed method was in good agreement with measured data,with RMSE=20.8 t·hm-2and R2=0.45,much better than the estimation using Difference Vegetation Index (DVI) (RMSE=27.7 t·hm-2,R2=0.09) and special mixture analysis (SMA) (RMSE=27.6 t·hm-2,R2=0.02) method.Validation at 19 conifer plots indicated that the RMSE and R2 of AGB estimated using the method developed in this study were 20.8 t·hm-2 and 0.53,respectively.The corresponding values were 31.5 t·hm-2 and 0.18 for the DVI-based model and were 31.8 t·hm-2 and 0.14 for the SMA-based model.As to 14 broad-leaved plots,the RMSE and R2 of AGB estimated using the method developed here were 20.9 t·hm--2 and 0.47.The corresponding values were 21.4 t·hm-2 and 0.01for the DVI-based model and were 20.6 t·hm-2 and 0.11 for the SMA-based model.The method which estimates AGB on the basis of SA inverted from optical remote sensing data was applicable for the retrieval of AGB.

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