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利用归一化植被指数检测甘蔗蚜对高粱的损害

NDVI to Detect Sugarcane Aphid Injury to Grain Sorghum.

作者信息

Elliott N C, Backoulou G F, Brewer M J, Giles K L

机构信息

USDA-ARS Plant Science Research Laboratory, 1301 N. Western Rd., Stillwater, OK 74075, USA.

Department of Entomology and Plant Pathology, Oklahoma State University, 127 Noble Research Center, Stillwater, OK 74078, USA.

出版信息

J Econ Entomol. 2015 Jun;108(3):1452-5. doi: 10.1093/jee/tov080. Epub 2015 May 5.

Abstract

Multispectral remote sensing has potential to provide quick and inexpensive information on sugarcane aphid, Melanaphis sacchari (Zehntner), pest status in sorghum fields. We describe a study conducted to determine if injury caused by sugarcane aphid to sorghum plants in fields of grain sorghum could be detected using multispectral remote sensing from a fixed wing aircraft. A study was conducted in commercial grain sorghum fields in the Texas Gulf Coast region in June 2014. Twenty-six commercial grain sorghum fields were selected and rated for the level of injury to sorghum plants in the field caused by sugarcane aphid. Plant growth stage ranged from 5.0 (watery ripe) to 7.0 (hard dough) among fields; and plant injury rating from sugarcane aphid ranged from 1.0 (little or no injury) to 4.0 (>40% of plants displaying injury) among fields. The normalized differenced vegetation index (NDVI) is calculated from light reflectance in the red and near-infrared wavelength bands in multispectral imagery and is a common index of plant stress. High NDVI indicates low levels of stress and low NDVI indicates high stress. NDVI ranged from -0.07 to 0.26 among fields. The correlation between NDVI and plant injury rating was negative and significant, as was the correlation between NDVI and plant growth stage. The negative correlation of NDVI with injury rating indicated that plant stress increased with increasing plant injury. Reduced NDVI with increasing plant growth probably resulted from reduced photosynthetic activity in more mature plants. The correlation between plant injury rating and plant growth stage was positive and significant indicating that plant injury from sugarcane aphid increased as plants matured. The partial correlation of NDVI with plant injury rating was negative and significant indicating that NDVI decreased with increasing plant injury after adjusting for its association with plant growth stage. We demonstrated that remotely sensed imagery acquired from grain sorghum fields using an airborne multi-spectral imaging system was sensitive to injury to sorghum plants caused by sugarcane aphid.

摘要

多光谱遥感有潜力提供关于高粱田中甘蔗蚜(Melanaphis sacchari (Zehntner))虫害状况的快速且低成本信息。我们描述了一项研究,旨在确定是否可以使用固定翼飞机进行的多光谱遥感来检测甘蔗蚜对高粱田中的高粱植株造成的损害。2014年6月在得克萨斯州墨西哥湾沿岸地区的商业高粱田开展了一项研究。选择了26块商业高粱田,并对田间甘蔗蚜对高粱植株的损害程度进行评级。各田块的植株生长阶段从5.0(水熟期)到7.0(硬面团期)不等;各田块中甘蔗蚜造成的植株损害评级从1.0(几乎无损害)到4.0(超过40%的植株出现损害)不等。归一化植被指数(NDVI)是根据多光谱图像中红光和近红外波段的光反射率计算得出的,是植物胁迫的常用指标。高NDVI表明胁迫水平低,低NDVI表明胁迫水平高。各田块的NDVI范围为-0.07至0.26。NDVI与植株损害评级之间的相关性为负且显著,NDVI与植株生长阶段之间的相关性也是如此。NDVI与损害评级的负相关表明,植株胁迫随着植株损害的增加而增加。随着植株生长NDVI降低可能是由于更成熟植株的光合活性降低所致。植株损害评级与植株生长阶段之间的相关性为正且显著,表明甘蔗蚜对植株的损害随着植株成熟而增加。NDVI与植株损害评级的偏相关性为负且显著,表明在调整其与植株生长阶段的关联后,NDVI随着植株损害的增加而降低。我们证明,使用机载多光谱成像系统从高粱田获取的遥感图像对甘蔗蚜对高粱植株造成的损害很敏感。

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