4.7 Article

Changes in crop type distribution in Zhangye City of the Heihe River Basin, China

期刊

APPLIED GEOGRAPHY
卷 76, 期 -, 页码 22-36

出版社

ELSEVIER SCI LTD
DOI: 10.1016/j.apgeog.2016.09.009

关键词

Crop type distribution; Multi-temporal TM/ETM plus images; Decision tree; Landscape pattern; Crop conversion potentials; The Heihe River Basin

资金

  1. National Natural Science Foundation of China [91325302, 41671177, 41501192]

向作者/读者索取更多资源

With rapid economic development in China, crops have undergone remarkable changes in both their type and spatial pattern. Timely and accurate information of crop type distribution will help government and agricultural producers quickly understand regional agricultural production conditions to better facilitate appropriate adjustments in planting patterns and policies. Another benefit of acquiring such knowledge of crops is that it should enhance regional agricultural competitiveness, optimize resource allocations, and further guarantee national food security. Towards this end, and using the Zhangye City in the Heihe River Basin as a study area, the present research elaborated upon a methodology to classify crop type distribution based on multi-temporal Thematic Mapper and Enhanced Thematic Mapper Plus (TM/ETM+) images. Using this methodology we achieved the spatial distributions of crop types in Zhangye City in 2007 and 2012, and analyzed changes in their distributions over this period. In addition, some landscape indices were calculated to clarify the landscape pattern of crops. The crop conversion potentials in 2017 were modeled using four conversion sub-models of the Multi-Layer Perceptron (MLP) neural network. Generally, the overall accuracy of crop classification in Zhangye was high, at 89.38%. From 2007 to 2012, the cultivated land area in Zhangye increased from 463.81 x 10(3) ha to 493.89 x 10(3) ha. The sowing area of corn and oilseed rape increased by 39.21 x 10(3) ha and 5.99 x 10(3) ha, respectively, while for wheat and barley the sowing area decreased by 3.61 x 10(3) ha and 9.14 x 10(3) ha, respectively. Considering other crop types as a group, their sowing area decreased by only 2.37 x 10(3) ha. The increase in corn sowing area mainly came from the conversion of other crops to corn, which accounted for 43.09% of its total sowing area in 2012. Furthermore, corn and oilseed rape showed a tendency of intensive sowing, whereas for wheat and barley the tendency was towards scattered sowing. For the future, corn has high conversion potential in Linze and Gaotai counties of Zhangye, while wheat, barley and oilseed rape have high conversion potentials in Minle and Shandan counties. (C) 2016 Elsevier Ltd. All rights reserved.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.7
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据