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基于结构相似度的关中平原旱情空间分布特征
  • ISSN号:1000-1298
  • 期刊名称:《农业机械学报》
  • 时间:0
  • 分类:S127[农业科学—农业基础科学]
  • 作者机构:[1]中国农业大学信息与电气工程学院,北京100083, [2]农业部农业信息获取技术重点实验室,北京100083
  • 相关基金:国家自然科学基金资助项目(41371390)
中文摘要:

季节性干旱是影响关中平原农业生产最主要的灾害,研究气候变化背景下的关中平原旱情空间分布特征和变化规律具有重要的科学意义与应用价值。基于关中平原2003--2014年每年3月上旬-5月下旬的旬时间尺度条件植被温度指数(VTCI)的干旱监测结果,采用结构相似度(SSIM)研究关中平原VTCI的空间变化特征及其影响因子。结果表明:关中平原VTCI的空间变化特征具有明显的区域差异性和空间异质性,结构性因素是VTCI空间变化的主要影响因子,总体上受水热、地形分布格局等因素的结构性影响,但微地貌、下垫面覆盖的不同及变化和人为因素导致其主体产生变化。当微地貌、下垫面覆盖类型和人为因素成为主导因子时,结构相似度与其高度相关,对其变化的响应非常敏感。与利用某些指数直接作为干旱的指示因子或构建统计模型分析干旱特征相比,引入研究图像的结构信息的参量SSIM实现了定量、准确、形象地描述干旱的空间分布特征和变化规律。

英文摘要:

Seasonal drought is a main disaster for agricultural production in Guanzhong Plain, and research on spatial distribution characteristics and variation patterns of droughts under the global climate change is of great theoretic significance and applied value. Based on time series of drought monitoring results of vegetation temperature condition index (VTCI) from early March to late May during 2003 to 2014, the structural similarity (SSIM) was applied to analyze spatial characteristics of the time series of VTCI in the plain, and impact factors which affecting the spatial characteristics were analyzed as well. The results showed that the spatial characteristics of VTCI in Guanzhong Plain had distinctive regional variations and spatial heterogeneity, and the structural factor was the main factor affecting the variations. In general, the spatial variations of VTCI were influenced by the distribution pattern of water and heat conditions and terrain, as well as the microtopography, the underlying surface and the human factor. The variations were highly correlated and very sensitive to the changes in the microtopography, the underlying surface or the human factor when they became the dominant factors. Compared with other analytical methods that used some indexes as the indicators of droughts or made statistical models, the SSIM which has the structure information of images was a better approach for indicating the spatial characteristics of the droughts and their variations quantitatively, accurately and conveniently.

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期刊信息
  • 《农业机械学报》
  • 中国科技核心期刊
  • 主管单位:中国科学技术协会
  • 主办单位:中国农业机械学会 中国农业机械化科学研究院
  • 主编:任露泉
  • 地址:北京德胜门外北沙滩一号6号信箱
  • 邮编:100083
  • 邮箱:njxb@caams.org.cn
  • 电话:010-64882610 64867367
  • 国际标准刊号:ISSN:1000-1298
  • 国内统一刊号:ISSN:11-1964/S
  • 邮发代号:2-363
  • 获奖情况:
  • 荣获中国科协优秀期刊二等奖,1997~2000年连续4年获中国科协择优资金,被列入中国期刊方阵,中国期刊方阵“双效”期刊
  • 国内外数据库收录:
  • 美国化学文摘(网络版),英国农业与生物科学研究中心文摘,荷兰文摘与引文数据库,美国工程索引,美国剑桥科学文摘,日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),中国北大核心期刊(2000版)
  • 被引量:42884