...
首页> 外文期刊>Australian Journal of Crop Science >Detection and mapping of hail damage to corn using domestic remotely sensed data in China
【24h】

Detection and mapping of hail damage to corn using domestic remotely sensed data in China

机译:利用国内遥感数据对玉米的冰雹危害进行检测和制图

获取原文
           

摘要

The objective of this study was to assess the hail damage to corn that occurred on July 14, 2010 in Gannan County, Qiqihar City, China, using two Huan Jing (HJ)-1-B (pre-hailstorm) and HJ-1-A (post-hailstorm) charge-coupled device (CCD) images of China. According to the change characteristics of normalised difference vegetation index (NDVI) of thirty field sampling points of post-hailstorm, a third-order polynomial was built between the NDIV difference (ΔNDVI) and Band 4 of the HJ-1-A CCD image. As a result, the coefficient of determination (R2) of this model reached 91.62%; twenty sampling points were used to validate the model and R2 reached 96.31%. Consequently, 8,575 ha of affected corn were monitored and the seriously affected corn area was 2,302.47 ha. Furthermore, the damage levels (light, moderate and serious) were also specified, the accuracy of which was validated by constructing a confusion matrix based on fifty ground truth points. The overall accuracy and Kappa coefficient (κ) were 86% and 0.7826, respectively. The results show that the degree of severity of injured corn gradually descended from the center to the margins, and the potential yield loss reached about 10,840 tons estimated by the serious damage level. This study suggests that multi-temporal and multispectral imagery of broadband HJ-1 CCD images of China are sufficient to assess hail-damaged areas and specify relative damage levels in corn.
机译:这项研究的目的是使用两种环Hua(HJ)-1-B(冰雹前)和HJ-1,评估2010年7月14日在中国齐齐哈尔市甘南县发生的冰雹灾害。中国的(冰雹过后)电荷耦合器件(CCD)图像。根据冰雹后三十个野外采样点的归一化植被指数(NDVI)的变化特征,在NDIV差异(ΔNDVI)与HJ-1-A CCD图像的波段4之间建立了三阶多项式。结果,该模型的确定系数(R2)达到91.62%; 20个采样点用于验证模型,R2达到96.31%。因此,监测了受灾玉米8,575公顷,受灾严重的玉米面积为2,302.47公顷。此外,还指定了损坏程度(轻度,中度和严重度),其准确性是通过基于五十个地面真实点构建混淆矩阵来验证的。总体准确度和Kappa系数(κ)分别为86%和0.7826。结果表明,受害玉米的严重程度从中部逐渐降低到边缘,按严重破坏水平估算,潜在的玉米减产达10840吨。这项研究表明,中国宽带HJ-1 CCD图像的多时间和多光谱图像足以评估冰雹损坏的区域并指定玉米的相对破坏程度。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号