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基于4波段作物光谱测量仪的小麦分蘖数预测
  • ISSN号:1000-1298
  • 期刊名称:《农业机械学报》
  • 时间:0
  • 分类:O657.3[理学—分析化学;理学—化学] S126[农业科学—农业基础科学]
  • 作者机构:[1]中国农业大学现代精细农业系统集成研究教育部重点实验室,北京100083, [2]华盛顿州立大学精细农业及农业自动化研究中心,普罗瑟99350—8694
  • 相关基金:国家自然科学基金项目(31501219)、公益性行业(农业)科研专项(201303109)和国家留学基金委公派研究生项目(201406350177)
中文摘要:

使用4波段(550nm、650nm、766nm和850nm)便携式作物反射光谱测量仪对泰农18型冬小麦分蘖状态进行自动监测与建模,通过分析植被指数与分蘖数的相关关系实现了对分蘖数的建模预测。首先利用仪器获得小麦冠层在4个波段的反射信号,计算对应波段的作物冠层反射率,经校正后计算得到OSAVI、MSAVI、SAVI、EVI2、TVI、NDGI、NDVI、RVI和DVI9种多波段组合的植被指数。然后分析以上9种植被指数与小麦分蘖数之间的相关关系,确定了可用于该类型小麦分蘖状态监测和评价的植被指数类型。2013--2014年在山东省淄博市和桓台县开展了田间试验,计算了不同氮素水平下泰农18型小麦返青期和起身期分蘖数以及其两个生育期分蘖数与9种植被指数之间的相关系数,OSAVI(650,850)指数与返青期茎蘖数相关系数最高,决定系数最高为0.85,均方根误差为118.93;EVI2(650,850)指数与起身期茎蘖数相关系数最高,决定系数最高为0.84,均方根误差为73.04;以上试验结果表明,在冬小麦返青期和起身期利用OSAVI(650,850)和EVI2(650,850)两种植被指数可以快速预测小麦分蘖状态,可为田间精细管理提供科学依据。

英文摘要:

The number of tillers has a significant effect on the winter wheat field management and the prediction of winter wheat yield. However, the traditional manual counting method of the tiller counting is inefficient. With the development of spectral technology and the application of low altitude remote sensing technology in agriculture, a method was provided for monitoring the number of tillers and growth of the winter wheat by calculating crop canopy reflectance and vegetation index. A 4-waveband crop monitor with spectral reflectance was used to carry on the experiment (Tainong 18). The instrument can obtain the crop canopy reflecting signals at 550 nm, 650 nm, 766 nm and 850 nm simultaneously. After that the crop canopy reflectance was first calculated and then nine vegetation indexes: OSAVI, MSAVI, SAVI, EVI2, TVI, NDGI,NDVI, RVI and DVI, were also calculated. The relationship between the tillering of winter wheat and each index of nine vegetation indexes was analyzed in both regreening and erecting stages. In regreening stage, the correlation between OSAVI(650,850)and tillers was the highest (R^2 is 0. 85, RMSE is 118.93 ), while in erecting stage, the correlation between EVI2 (650,850)and tillers was the highest (R^2 is 0.84, RMSE is 73.04). The results of the test showed that there was a significant relationship between the winter wheat tillers and the two vegetation indexes. This may help the development of the instrument for winter wheat tillers counting based on canopy spectral reflection. The conclusions can be used in rapid predicting of wheat tillering and giving suggestions to field precision management.

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期刊信息
  • 《农业机械学报》
  • 中国科技核心期刊
  • 主管单位:中国科学技术协会
  • 主办单位:中国农业机械学会 中国农业机械化科学研究院
  • 主编:任露泉
  • 地址:北京德胜门外北沙滩一号6号信箱
  • 邮编:100083
  • 邮箱:njxb@caams.org.cn
  • 电话:010-64882610 64867367
  • 国际标准刊号:ISSN:1000-1298
  • 国内统一刊号:ISSN:11-1964/S
  • 邮发代号:2-363
  • 获奖情况:
  • 荣获中国科协优秀期刊二等奖,1997~2000年连续4年获中国科协择优资金,被列入中国期刊方阵,中国期刊方阵“双效”期刊
  • 国内外数据库收录:
  • 美国化学文摘(网络版),英国农业与生物科学研究中心文摘,荷兰文摘与引文数据库,美国工程索引,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),中国北大核心期刊(2000版)
  • 被引量:42884