多时相MODIS指数提取东北三省水稻种植面积Extraction of rice area in Northeast China based on MODIS timing indexes
曹丹,景海涛,孙金珂,万娜,冯建中
摘要(Abstract):
为准确提取水稻面积,以东北为研究区域,采用多时相16d合成MODIS增强型植被指数数据和8d合成MODIS地表反射率数据提取水稻种植分布。选取水稻代表样点利用IDL编程提取物候曲线,利用归一化植被指数(NDVI)将水稻与其他明显地类区分,然后建立水稻增强型植被指数(EVI)、地表水体指数(LSWI)之间的相关关系,结合最新2015年土地利用数据提取东北三省2015年水稻种植面积。同时运用运筹学理论建立省级尺度水稻判别条件最优化模型,分析其在空间分布上的差异性和相关性,并将结果与统计年鉴进行对比分析,分析表明MODIS数据适合大区域省级范围水稻面积的提取,精度可达90%以上。由此得出,MODIS数据在省级尺度提取水稻种植面积上有着较大的优势。
关键词(KeyWords): MODIS;样点;水稻面积;物候;时序指数
基金项目(Foundation): 国家重点研发计划项目(2016YFD0300100)
作者(Author): 曹丹,景海涛,孙金珂,万娜,冯建中
DOI: 10.16251/j.cnki.1009-2307.2018.07.009
参考文献(References):
- [1]陈晓华.中国农业统计资料(2010)[M].北京:中国农业出版社,2011:45-50.(CHEN Xiaohua.China agricultural statistics(2010)[M].Beijing:China Agricultural Publishing House,2011:45-50.)
- [2]杨沈斌,景元书,王琳,等.基于MODIS时序数据提取河南省水稻种植分布[J].大气科学学报,2012,35(1):113-120.(YANG Shenbin,JING Yuanshu,WANG Lin,et al.Mapping rice paddy distribution in Henan Province based on multi-temporal MODIS imagery[J].Transactions of Atmospheric Sciences,2012,35(1):113-120.)
- [3]刘建红,朱文泉,孙冠楠,等.MODIS水稻面积提取中独立成分端元丰度校正方法[J].农业工程学报,2012,28(9):103-108.(LIU Jianhong,ZHU Wenquan,SUN Guannan,et al.Endmember abundance calibration method for paddy rice area extraction from MODIS data based on independent component analysis[J].Transactions of the Chinese Society of Agricultural Engineering,2012,28(9):103-108.)
- [4]王星星,张红安,王瑞,等.基于MODIS的江苏省水稻种植面积提取[C]∥山西省气象学会.2011年年会:F.太原:出版者不详,2011.(WANG Xingxing,ZHANG Hongan,WANG Rui,et al.Preparation of rice planting area in Jiangsu Province based on MODIS[C]∥Annual Meeting of Shanxi Meteorological Society.2011:F.Taiyuan:[s.n.],2011.)
- [5]程乾,王人潮.数字高程模型和多时相MODIS数据复合的水稻种植面积遥感估算方法研究[J].农业工程学报,2005,21(5):89-92.(CHENG Qian,WANG Renchao.Estimation of the rice planting area using digital elevation model and multitemporal moderate resolution imaging spectroradiometer[J].Transactions of the CSAE,2005,21(5):89-92.)
- [6]赵英时.遥感应用分析原理与方法[M].北京:科学出版社,2013.(ZHAO Yingshi.Application principle and method of remote sensing application[M].Beijing:Science Press,2013.)
- [7]SAKAMOTO T,NGUYE N V.Spatio-temporal distribution of rice phenology and cropping systems in the Mekong Delta with special reference to the seasonal water flow of the Mekong and Bassac rivers[J].Remote Sensing of Environment,2006,100(1):1-16.
- [8]PATEL N K,RAVI N.Estimation of rice yield using IRS-1Adigital data in coastal tract of Orissa[J].International Journal of Remote Sensing,1991,12(11):2259-2266.
- [9]雷小雨,卓莉.基于时差特征与随机森林的水稻种植面积提取[J].遥感技术与应用,2016,31(6):1140-1149.(LEI Xiaoyu,ZHUO Li.A paddy rice planting aera extraction method using random forest based on multitemporal difference[J].Remote Sensing Technology and Application,2016,31(6):1140-1149.)
- [10]XIAO X,BOLES S.Mapping paddy rice agriculture in southern China using multi-temporal MODIS images[J].Remote Sensing of Environment,2005,95(4):480-492.
- [11]XIAO X,BOLES S,FROLKING S.Mapping paddy rice agriculture in South and Southeast Asia using multi-temporal MODIS images[J].Remote Sensing of Environment,2006,100(1):95-113.
- [12]郑长春,王秀珍,黄敬峰.多时相MODIS影像的浙江省水稻种植面积信息提取方法研究[J].浙江大学学报(农业与生命科学版),2009,35(1):98-104.(ZHENG Changchun,WANG Xiuzhen,HUANG Jingfeng.Mapping paddy rice planting area in Zhejiang Province using multitemporal MODIS images[J].Journal of Zhejiang University(Agric&Life Sci),2009,35(1):98-104.)
- [13]孟亚利,曹卫星,周治国,等.基于生长过程的水稻阶段发育与物候期模拟模型[J].中国农业科学,2003,36(11):1362-1367.(MENG Yali,CAO Weixing,ZHOU Zhiguo,et al.A process-based model for simulating phasic development and phenology in rice[J].Scientia Agricultura Sinica,2003,36(11):1362-1367.)
- [14]徐岩岩,张佳华,LIMIN Y.基于MODIS-EVI数据和Symlet11小波识别东北地区水稻主要物候期[J].生态学报,2012,32(7):2091-2098.(XU Yanyan,ZHANG Jiahua,LIMIN Y.Detecting major phenological stages of rice using MODIS-EVI data and Symlet11wavelet in Northeast China[J].Acta Ecologica Sinica,2012,32(7):2091-2098.)
- [15]唐鹏钦,杨鹏,陈仲新,等.利用交叉信息熵模拟东北地区水稻种植面积空间分布[J].农业工程学报,2013,29(17):96-104.(TANG Pengqin,YANG Peng,CHEN Zhongxin,et al.Using cross-entropy method simulates spatial distribution of rice in Northeast China[J].Transactions of the Chinese Society of Agricultural Engineering,2013,29(17):96-104.)
- [16]孙华生.利用多时相MODIS数据提取中国水稻种植面积和长势信息[D].杭州:浙江大学,2009.(SUN Huasheng.Extracting planting area and growth information of paddy rice using multi-temporal MODIS data in China[D].Hangzhou:Zhejiang University,2009.)
- [17]郝卫平,梅旭荣,蔡学良,等.基于多时相遥感影像的东北三省作物分布信息提取[J].农业工程学报,2011,27(1):201-207.(HAO Weiping,MEI Xurong,CAI Xueliang,et al.Crop planting extraction based on multitemporal remote sensing data in Northeast China[J].Transactions of the CSAE,2011,27(1):201-207.)
- [18]彭代亮.基于统计与MODIS数据的水稻遥感估产方法研究[D].杭州:浙江大学,2009.(PENG Dailiang.The study on the method of rice yield estimation using statiatical and modis data[D]Hangzhou:Zhejiang University,2009.)
- [19]官莉.EOS/MODIS简介[J].气象教育与科技,2003,(3):7-11.(GUAN Li.Introduction to EOS/MODIS[J].Meteorological Education and Technology,2003,(3):7-11.)
- [20]邬明权,王长耀,牛铮.利用多源时序遥感数据提取大范围水稻种植面积[J].农业工程学报,2010,26(7):240-244.(WU Mingquan,WANG Changyao,NIU Zheng.Mapping paddy fields in large areas,based on time series multi-sensors data[J].Transactions of the CSAE,2010,26(7):240-244.)
- [21]马孟莉,朱艳,李文龙,等.基于分层多端元混合像元分解的水稻面积信息提取[J].农业工程学报,2012,28(2):154-159.(MA Mengli,ZHU Yan,LI Wenlong,et al.Extracting area information of paddy rice based on stratified multiple endmember spectral mixture analysis[J].Transactions of the CSAE,2012,28(2):154-159.)
- [22]张晓忆,李卫国,景元书,等.多种光谱指标构建决策树的水稻种植面积提取[J].江苏农业学报,2016,32(5):1066-1072.(ZHANG Xiaoyi,LI Weiguo,JING Yuanshu,et al.Extraction of paddy rice area by constructing the decision tree with multiple spectral indices[J].Jiangsu Journal of Agricultural Sciences,2016,32(5):1066-1072.)
- [23]章祥荪,方伟武.中国运筹学发展史[J].管理评论,2002(9):62-63.(ZHANG Xiangsun,FANG Weiwu.Development of operations research in China[J].Global Management Review,2002(9):62-63.)
- [24]罗荣桂,原海英.运筹学教学改革与探索[J].设计艺术研究,2005,24(3):49-50.(LUO Ronggui,YUAN Haiying.Teaching reform and exploration of operational research[J].Design Art Research,2005,24(3):49-50.)