测绘与空间地理信息
測繪與空間地理信息
측회여공간지리신식
Geomatics & Spatial Information Technology
2015年
9期
20-23
,共4页
翟羽娟%张艳红%刘兆礼%刘宝江
翟羽娟%張豔紅%劉兆禮%劉寶江
적우연%장염홍%류조례%류보강
植被指数%主成分分析%玉米叶面积指数
植被指數%主成分分析%玉米葉麵積指數
식피지수%주성분분석%옥미협면적지수
vegetation index%principal component analysis%maize leaf area index
综合分析了玉米叶面积指数与几种常见光谱植被指数相关性,确定主成分分析方法在反演叶面积指数中的作用。首先,借助MATLAB编程软件,以植被指数与玉米叶面积指数相关性最高为原则,选出遥感影像上各种植被指数,其波段组合为NDVI(752.4/701.5),RVI(752.4/701.5),MSR(752.4/701.5),SAVI(823.77/01.5), MSAVI(823.7/701.5),然后,对这5种植被指数进行主成分分析,建立LAI-VI多元逐步回归模型,并对模型精度进行验证,总体估测精度为96.237%。经实验验证,利用主成分分析方法在反演植被叶面积指数时能够起到较好的效果,具有广泛的应用前景。
綜閤分析瞭玉米葉麵積指數與幾種常見光譜植被指數相關性,確定主成分分析方法在反縯葉麵積指數中的作用。首先,藉助MATLAB編程軟件,以植被指數與玉米葉麵積指數相關性最高為原則,選齣遙感影像上各種植被指數,其波段組閤為NDVI(752.4/701.5),RVI(752.4/701.5),MSR(752.4/701.5),SAVI(823.77/01.5), MSAVI(823.7/701.5),然後,對這5種植被指數進行主成分分析,建立LAI-VI多元逐步迴歸模型,併對模型精度進行驗證,總體估測精度為96.237%。經實驗驗證,利用主成分分析方法在反縯植被葉麵積指數時能夠起到較好的效果,具有廣汎的應用前景。
종합분석료옥미협면적지수여궤충상견광보식피지수상관성,학정주성분분석방법재반연협면적지수중적작용。수선,차조MATLAB편정연건,이식피지수여옥미협면적지수상관성최고위원칙,선출요감영상상각충식피지수,기파단조합위NDVI(752.4/701.5),RVI(752.4/701.5),MSR(752.4/701.5),SAVI(823.77/01.5), MSAVI(823.7/701.5),연후,대저5충식피지수진행주성분분석,건립LAI-VI다원축보회귀모형,병대모형정도진행험증,총체고측정도위96.237%。경실험험증,이용주성분분석방법재반연식피협면적지수시능구기도교호적효과,구유엄범적응용전경。
This article gave a comprehensive analysis of correlation between leaf area index ( LAI) of corn and several common spectral vegetation indices, determined functions of principle component analysis ( PCA) in LAI inversion.Firstly, the correlation between LAI of corn and spectral vegetation index was set up as highest principle, a variety of vegetation indices was selected on remote sensing by using MATLAB programming software, and the band combination are:NDVI(752.4/701.5),RVI(752.4/701.5),MSR(752.4/701.5),SAV I(823.7/701.5), and MSAVI(823.7/701.5).Then PCA was used to analyze these five vegetation indices, LAI-VI multiple regression model was established.Meanwhile, the accuracy of the model was also verified, which was 96.237%.With the experiment, it’ s confirmed that the PCA in the inversion of vegetation LAI worked effectively, which could be widely used in the fu-ture.