基于时序NDVI的关中地区冬小麦种植信息遥感提取
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国家高技术研究发展计划(863计划)项目(2013AA102401-2)


Extraction of Winter Wheat Information Based on Time-series NDVI in Guanzhong Area
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    摘要:

    快速而准确地获取和掌握冬小麦在我国西北干旱半干旱地区的种植信息对该区域粮食生产安全及其可持续发展具有重要意义。以陕西省关中地区为研究区域,采用迭代滤波技术重建MODIS NDVI时序序列,结合当地典型地物的NDVI曲线特征和二次差分技术,建立冬小麦像元的识别规则,提取了该地区2014年冬小麦种植信息。结果显示2014年关中地区冬小麦集中分布于渭河两岸的河谷地区以及泾河以东的渭北平原,北部黄土台塬则呈星状散布。总体种植面积8.882×105hm2,与统计资料相比,各地市遥感提取结果的相对误差绝对值在1.08%~9.02%之间,总体误差为3.70%。抽样验证结果显示分类精度为90.28%。该研究为关中地区制订种植计划和相关政策等提供了客观的数据参考,同时也为西北地区的农作物种植监测提供了技术支持。

    Abstract:

    Crop growth information is closely related to crop yield prediction and food security. Accurately investigating and monitoring crop growth information provides invaluable information for agricultural management, planning and decisionmaking, and further ensures sustainable development of agriculture. Guanzhong area is a main food production region of Northwest China, however, the varied topography, including loess hilly-gully region, Weihe plain and Qinling mountain, makes crop information extraction challenged and complicated. In order to obtain winter wheat planting information of Guanzhong area in 2014, thirty phases of MODIS NDVI image from September 2013 to December 2014 were used, the images were reconstructed by iterativeing Savitzky-Golay filter in time sequence, and the characteristics of NDVI profiles of the typical objects selected from filtered images were analyzed. And then the noncropland was masked based on the characteristics analyzed above. On account of the special NDVI profile of winter wheat, the twi-difference algorithm was applied to the selection of 17 phases’ image during period of November 2013 and July 2014, and the NDVI peaks were identified. From the local crop calendar and the characteristics of typical NDVI profiles, it was found that except winter wheat and rapeseeds, the rest of the crops did not show NDVI peaks during the selected period. Interestingly, winter wheat had two peaks in its growing season. The first one was appeared before the coming winter because of the snow or frost, and the second one was the normal growing peak. Rapeseeds had a single peak which was lower than that of winter wheat. Thus, the winter wheat of Guanzhong area was identified at the pixel level by combining the pixels which had double peaks and single peak with NDVI value under 0.65. For verifying the accuracy of extraction, the winter wheat growth area was measured at four typical plots of 1km×1km, which were used to compare with the remote sensing results. Besides, totally 100 winter wheat NDVI profiles were sampled to compare with the artificial interpretation at the pixel level. The results showed that the winter wheat was mainly distributed at two regions in Guanzhong area. One was located in the river valley of middle reaches of Weihe river, and the other one was located in the wide Weibei plain of the east side of Jinghe river. Meanwhile, the winter wheat presented a scattered pattern at the loess hilly-gully area in the north, and did not appear at the mountainous area in the south. The total area of winter wheat in Guanzhong area in 2014 was 8.882 × 105hm2, and its areas in Xi’an, Tongchuan, Xianyang, Baoji and Weinan were 1.958×105hm2, 2.296×105hm2, 1.704×105hm2, 2.222×105hm2 and 2.769×105hm2, respectively. Compared with the statistics of government, the total relative error of Guanzhong area was 3.70%, with variation of 1.08%~9.02% at the city level. The maximum relative error was 9.02% which was occurred at Baoji. The accuracies of four plots of Changwu, Yintai, Fufeng and Yangling were 17.3%, 15.1%, 5.6% and 7.7%, respectively. Besides, the accuracy of sampled 100 NDVI profiles at the pixel level reached 90.28%. The results indicated that exacting the crop information using NDVI time-series at a topography complicated region was feasible and it can be applied to the other regions of Northwest China for making plan of crop planting, agricultural resource allocation and monitoring crop growing.

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申健,常庆瑞,李粉玲,王力.基于时序NDVI的关中地区冬小麦种植信息遥感提取[J].农业机械学报,2017,48(3):215-220,260. SHEN Jian, CHANG Qingrui, LI Fenling, WANG Li. Extraction of Winter Wheat Information Based on Time-series NDVI in Guanzhong Area[J]. Transactions of the Chinese Society for Agricultural Machinery,2017,48(3):215-220,260.

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  • 收稿日期:2016-12-28
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  • 在线发布日期: 2017-03-10
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