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基于GreenSeeker的冬小麦NDVI分析与产量估算
NDVI Analysis and Yield Estimation in Winter Wheat Based on Green-Seeker

作  者: ; ; ; ; ;

机构地区: 中国农业科学院农业资源与农业区划研究所

出  处: 《作物学报》 2012年第4期747-753,共7页

摘  要: 以2007—2009年连续2个冬小麦生长季的田间试验数据为基础,利用GreenSeeker获取冠层归一化差值植被指数(NDVI),分别对不同氮营养条件下冬小麦的产量变化、冠层NDVI值随施氮量和生育期的动态变化,以及NDVI与产量的相关性定量分析,建立基于NDVI的冬小麦产量估算模型。结果表明,冬小麦的产量变化随施氮量的增加呈抛物线趋势变化;冠层NDVI在返青期前随施氮量增加基本不变,返青期至灌浆初期随施氮量增加呈显著增加趋势;整个生育期冠层NDVI呈现"低–高–低"变化趋势。冬小麦整个生育期不同施氮水平下的NDVI值与产量的相关性均为正相关关系,且相关性随生育期逐渐增强,在灌浆末期达到最大。利用NDVI建立的冬小麦产量估算模型,以灌浆初期(P=0.005)和灌浆末期(P<0.001)的模型达到极显著水平。经验证,灌浆初期的冬小麦产量预测值与实测值的回归关系达到了显著水平(P=0.0129),灌浆末期则达到极显著水平(P=0.0002)。因此,利用灌浆初期和灌浆末期的NDVI值可以预测冬小麦产量,尤以灌浆末期预测效果更佳。 The field experiment was carried out in two winter wheat growing seasons during 2007-2009. Winter wheat canopy re- flectances in the 656 nm and 770 nm wavelengths were obtained by GreenSeeker at over-wintering stage, reviving stage, jointing stage, early-filling stage, and last-filling stage, respectively, in order to compute NDVI [(N1R770-R6s6)/(N1R770+R656)]. Yields were collected at harvest stage and compared anlong different nitrogen application rates. Canopy NDVI changes were analyzed with ni- trogen increasing and growth, respectively. Furthermore, correlation analysis was done between yield and canopy NDVI. Yield esti- mation models were established for winter wheat based on canopy NDVI. Results showed that, winter wheat yield changed in parab- ola shape with N increasing. Wheat canopy NDVI value presented almost changeless before reviving stage, but great increase from reviving stage to early-filling stage with N increasing. In the whole growth stage, canopy NDVI value presented a trend of "low-high-low". The correlation between canopy NDVI and yield was positive in the whole growth stage with different N rates and gradually became higher with growth, and up to the highest at the late-filling stage. The yield estimation models based on canopy NDVI at early-filling stage (P=0.005) and late-filling stage (P〈0.001) were greatly significant. Regression validated between pre- dicted and measured values was significant at early-filling stage (P=0.0129) and greatly significant at late-fiUing stage (P=0.0002). Therefore, it is feasible that using canopy NDVI at early-filling stage and late-filling stage estimates winter wheat yield, especially at late-filling stage.

关 键 词: 冬小麦 施氮量 产量 冠层 估算模型

领  域: [农业科学]

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