期刊文献+

基于地块特征基元与多时相遥感数据的冬小麦播种面积快速提取 被引量:27

Winter wheat planting area extraction using multi-temporal remote sensing data based on field parcel characteristic
下载PDF
导出
摘要 冬小麦播种面积监测是农情遥感的重要研究内容之一,及时、准确地获取冬小麦的播种面积对冬小麦产量估算具有重要的意义。该文在面向对象技术的支持下,首先利用融合的高空间分辨率SPOT5遥感影像提取农田地块专题层信息;然后在专题层控制下对多时相的ETM+遥感数据统一尺度分割,得到不同时相遥感影像相同形状的地块特征基元;通过光谱特征规则集构建不同时相的冬小麦信息提取模型,实现对各个时期冬小麦播种田块对象的提取;最后通过交叉验证,确定最终的冬小麦播种面积。结果表明,该方法能够快速获得冬小麦播种面积,总体精度达到90%以上,基本上能够满足农情遥感监测的需求,为冬小麦种植面积遥感快速监测提供了一种可行的方法。 Winter wheat area estimation by mean of remote sensing is one of important research content in agriculture information monitoring field. It is very important for yield estimation to obtain planting area timely and accurately. This paper proposed a new method for extraction winter wheat area based on object oriented technology used multi-sources and multi-temporal remote sensing data. Field parcel information was extracted from SPOT5 panchromatic and multi-temporal fusion data. Multi-temporal ETM+ images were segmented assistant by the thematic layer of field parcel at the same segmentation scale, and then, the segmentation results with the same shape feature were acquired to construct winter wheat extraction model based on dynamic spectral feature rule set. Through the cross validation, the winter wheat area was extracted. The experiment results show that the method can rapidly recognize winter wheat area. The overall accuracy of the result is over 90%,which can meet the calculation precision requirements of agriculture information remote sensing monitoring. Therefore, the method presented in the paper is practicable and can be widely used for winter wheat area quick extraction in future.
出处 《农业工程学报》 EI CAS CSCD 北大核心 2011年第9期94-99,共6页 Transactions of the Chinese Society of Agricultural Engineering
基金 国家自然科学基金(40871203 40971228) 国家科技支撑重大项目(2010BAE00750-2)
关键词 遥感 冬小麦 面积提取 面向对象 农田地块 remote sensing winter wheat area extraction object orient field parcel
  • 相关文献

参考文献17

  • 1许文波,张国平,范锦龙,钱永兰.利用MODIS遥感数据监测冬小麦种植面积[J].农业工程学报,2007,23(12):144-149. 被引量:53
  • 2张养贞,张树文,常丽萍,张柏,陈春.县级玉米遥感估产实验及其效果研究[J].地理科学,1995,15(2):144-153. 被引量:11
  • 3齐腊,刘良云,赵春江,王纪华,王锦地.基于遥感影像时间序列的冬小麦种植监测最佳时相选择研究[J].遥感技术与应用,2008,23(2):154-160. 被引量:38
  • 4吴炳方.全国农情监测与估产的运行化遥感方法[J].地理学报,2000,55(1):23-35. 被引量:160
  • 5Baban S M, Luke J C. Mapping agricultural land use using retrospective ground referenced data, satellite sensor imagery and GIS[J]. Int. J. Remote Sensing, 2000, 21(8): 1757- 1762.
  • 6Mauro C, Eufemia T. Accuracy assessment of per-field classification integrating very fine spatial resolution satellite imagery with topographic data[J]. Journal of Geo Spatial Engineering, 2001, 3(2): 127- 134.
  • 7Turner M D, Congalton R G. Classificat ion of multi- temporal SPO T2 XS satellite data for mapping rice fields on a West African flood plain[J]. Int.J. Remote Sensing, 1998, 19(1): 21-41.
  • 8Murakam i T, Ogaw a S, Ishitsuka M, et al. Crop discrimination with multi-temporal SPOT/HRV data in the Saga Plains Japan[J]. Int. J. Remote Sensing, 2001, 22(7): 1335-1348.
  • 9Benz U C, Hofmann P, Willhauck G, et al. Multi-resolution, object-oriented fuzzy analysis of remote sensing data for GIS-ready information[J]. ISPRS Journal of Photogrammetry & Remote Sensing, 2004, 58(3/4): 239-258.
  • 10Murth C S, Raju P V, Badrinath S. Classification of wheat crop with multi-temporal images: performance of maximum likelihood and artificial neural networks[J]. Int. J Remote Sensing, 2003, 24(23): 4871-4890.

二级参考文献134

共引文献471

同被引文献401

引证文献27

二级引证文献343

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部