基于高光谱数据日本温带地区植被净初级生产力估算模型应用研究
Net Primary Production Estimation in Temperate Zone Using Multi-spectral Satellite Data
- 2008年第5期 页码:786-792
纸质出版日期: 2008
DOI: 10.11834/jrs.200805103
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纸质出版日期: 2008 ,
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[1]岑奕,张良培,村松加奈子.基于高光谱数据日本温带地区植被净初级生产力估算模型应用研究[J].遥感学报,2008(05):786-792.
CEN Yi1, ZHANG Liang-pei1, MURAMATSU Kanako2. Net Primary Production Estimation in Temperate Zone Using Multi-spectral Satellite Data[J]. Journal of Remote Sensing, 2008,(5):786-792.
为了有效的利用高光谱卫星数据获取植被信息
Furumi等在模式分解方法(PDM)的基础上
建立了一种新的植被指数(VIPD)。根据地面实验建立的相应光合成曲线植被净初级生产力(NPP)遥感估算模型
利用2001年前后多个月份的MODIS影像数据
对日本纪伊半岛地区的植被净初级生产力进行了估算。研究表明
根据地面实验建立估算模型估算得到的温带常绿植被净初级生产力年均值
与2001年IPCC调查报告上的估算值
在误差范围内一致。地面实验结果证明该光合成曲线NPP估算模型能够较好的应用于温带植被研究。在北纬32°30′—36°24′
东经134°30′—137°06′
面积3.94×104km2研究区域内
2001年NPP约为6.11kg CO2/a。从NPP的空间分布上而言
纪伊半岛范围内单位面积NPP以三重和奈良县山地林地带最高
达2.56kg CO2/m2/a。在纪伊半岛植被分类中
温带落叶植被的年均NPP最大
约为2.23 kg CO2/m2/a
水田的年均NPP最小
仅约为1.42 kg CO2/m2/a。
Industrial development and human activities have greatly altered land cover over the past several decades.Besides
the increased cutting of forests and burning of fossil fuels have raised carbon dioxide concentrations in the atmosphere and has led to global temperature increases.Photosynthesis by vegetation removes carbon dioxide from the atmosphere and so plays an important role in the carbon cycle.To measure net primary production(NPP) is a way to understand the photosynthesis capabilities of the vegetation. NPP has been assessed using satellite data by several methods
which includes the light-use efficiency(LUE) model and normalized difference vegetation index(NDVI)both of which are commonly employed using the red and near-infrared channels.In order to study zonal net primary production(NPP) effectively using multi-spectral satellite data
a new vegetation index based on pattern decomposition method and a NPP estimation model taking into account photosynthetic saturation are developed by field experiments.In this paper
we focus on estimating NPP for a temperate forest zone(Kii Peninsula
Japan
mainly covered by temperate forest) using MODIS data of 2001 with a spatial resolution of 500m.To understand the photosynthetic capability of different vegetation types
we calculated NPP values for each land cover type using both the proposed method and a LUE model.Based on the land cover classification
global solar exposure
air temperature
and monthly average effective day length for vegetation photosynthesis
with the proposed method we estimated the following annual NPP values(in units of kg CO2/m2/a): evergreen
2.04;deciduous
2.23;farm
1.74;paddy
1.42;and urban area
1.06.In comparison
the LUE model estimated the following values: evergreen
1.99;deciduous
2.09;farm
1.76;paddy
1.53;and urban area
1.23.An IPCC report has listed NPP estimates for temperate forests as 2.29 and 2.86 kg CO2/m2/a.The annual values of zonal NPP for the evergreen category calculated using the proposed method agree with those listed by the IPCC report within the algorithm error of 26%. To validate the proposed method
results were compared NPP based on land surveys of temperate forest with paddy areas.The forest survey took place at an 80×80 m plot on Yoshino Mountain in Nara Prefecture.The forest results were 1.52±0.36 kg CO2/m2/a for the proposed method
1.15 kg CO2/m2/a for the LUE model
and 1.50±0.75 kg CO2/m2/afor the survey data.The NPP estimations by the survey and proposed method were more agreed within the permissible error.However
the paddy NPP estimated using satellite data(1.42 kg CO2/m2/a) was nearly 60% that of the field survey(2.48 kg CO2/m2/a).Because that paddies receive various nutrient and water supplements
unlike a natural forest
and this may have affected the parameter calculation.Additional field surveys of paddy areas are planned in the Kii Peninsula to develop more precise paddy parameters. Although the NPP estimate for paddy was only 60% of the survey NPP
paddy only affected 3% of the Kii Peninsula zonal NPP and thus could be ignored here.Accounting for the 26% estimated error of the algorithm
for the whole region from 32°30′ to 36°24′ N
134°30′ to 137°06′ E(area=3.94×104 km2)
the annual zonal NPP was calculated as 6.11±1.62 kg CO2/a. This study shows that the proposed NPP estimation method can be applied to temperate forest regions
such as the Kii Peninsula.Verifying the method in other vegetation areas will lead to greater precision and allow for NPP estimation on a global scale.
植被净初级生产力模式分解方法植被指数MODIS
NPPPDMVIPDMODIS
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