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基于GreenSeeker的冬小麦NDVI分析与产量估算
  • ISSN号:0496-3490
  • 期刊名称:作物学报
  • 时间:2012
  • 页码:747-753
  • 分类:S127[农业科学—农业基础科学]
  • 作者机构:[1]农业部植物营养与肥料重点实验室中国农业科学院农业资源与农业区划研究所,北京100081
  • 相关基金:本研究由国家自然科学基金项目(31000937)资助.
  • 相关项目:氮素营养的玉米叶片光谱响应机理及营养诊断
中文摘要:

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.C01)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。

英文摘要:

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.

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期刊信息
  • 《作物学报》
  • 北大核心期刊(2011版)
  • 主管单位:中国科学技术协会
  • 主办单位:中国作物学会 中国农业科学院作物科学研究所
  • 主编:万建民
  • 地址:北京海淀区中关村南大街12号中国农业科学院
  • 邮编:100081
  • 邮箱:zwxb301@caas.cn
  • 电话:010-82108548
  • 国际标准刊号:ISSN:0496-3490
  • 国内统一刊号:ISSN:11-1809/S
  • 邮发代号:82-336
  • 获奖情况:
  • 2002年-第三届中国科协优秀科技期刊二等奖,2002-2009年-百种中国杰出学术期刊,2004年获“全国优秀期刊一等奖”,2005年获第三届国家期刊奖提名奖,2009年评为“2008年度中国精品科技期刊”,2009年被评为“新中国60年有影响力的期刊”,2011年获"第二届中国出版政府奖期刊奖提名奖"
  • 国内外数据库收录:
  • 俄罗斯文摘杂志,美国化学文摘(网络版),英国农业与生物科学研究中心文摘,波兰哥白尼索引,美国剑桥科学文摘,日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),英国食品科技文摘,中国北大核心期刊(2000版)
  • 被引量:49369