基于CiteSpace国内干旱遥感监测的知识图谱分析
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摘要
利用CiteSpace软件对1995—2017年中国知网的"SCI来源期刊"、"EI来源期刊"、"核心期刊"以及"CSSCI来源期刊"数据库中有关干旱遥感监测研究的642篇文献进行可视化分析得到知识图谱。结果表明:国内经历了传统基于站点的干旱监测、小范围的干旱遥感监测试验到大范围干旱遥感监测及应用三个阶段;干旱遥感监测主要从"干旱监测"、"遥感监测"、"温度植被干旱指数"、"土壤湿度"、"地表温度"以及"归一化植被指数"等方向展开;王鹏新、张树誉、张强等是主要的发文作者;中国科学院、中国气象局、中国农业大学等是主要的发文机构。基于多源信息的干旱综合监测模型、大范围干旱监测评估、预警以及决策支持系统、干旱遥感监测技术在社会服务方面的应用以及加强国内学者与机构之间的交流合作是未来国内干旱监测研究几个重要方面。
By using CiteSpace software with visual analysis for a knowledge graph,642 papers were analyzed about research on drought monitoring using remote sensing technology from 1995 to2017 in the databases of "SCI Journals","EI Journals","Core Journals"and "CSSCI Journals". The result shows China has experienced three stages on drought monitoring research,which are as follows: Traditional site-based drought monitoring,small-scaled drought monitoring by remote sensing technology,and a wide-ranged drought monitoring and application using remote sensing technology. The drought monitoring by remote sensing technology were mainly conducted from the perspectives of "Drought Monitoring","Monitoring using Remote Sensing technology","Temperature Vegetation Dryness Index( TVDI) ","Soil Humidity","Land Surface Temperature"and"Normalized Difference Vegetation Index( NDVI) ". WANG Pengxin,ZHANG Shuyu and ZHANG Qiang are the main authors of the relevant papers. Chinese Academy of Sciences,China Meteorology Bureau and China Agricultural University are the main organizations where the authors come from. In the future,there are some important aspects about domestic drought monitoring research which include the multi-source based comprehensive drought monitoring model,the large-scale drought monitoring assessment,the early warning and decision support systems,the application of the drought monitoring using remote sensing technology in social services,and the reinforcement of the exchange and cooperation between domestic scholars and institutions.
By using CiteSpace software with visual analysis for a knowledge graph,642 papers were analyzed about research on drought monitoring using remote sensing technology from 1995 to2017 in the databases of "SCI Journals","EI Journals","Core Journals"and "CSSCI Journals". The result shows China has experienced three stages on drought monitoring research,which are as follows: Traditional site-based drought monitoring,small-scaled drought monitoring by remote sensing technology,and a wide-ranged drought monitoring and application using remote sensing technology. The drought monitoring by remote sensing technology were mainly conducted from the perspectives of "Drought Monitoring","Monitoring using Remote Sensing technology","Temperature Vegetation Dryness Index( TVDI) ","Soil Humidity","Land Surface Temperature"and"Normalized Difference Vegetation Index( NDVI) ". WANG Pengxin,ZHANG Shuyu and ZHANG Qiang are the main authors of the relevant papers. Chinese Academy of Sciences,China Meteorology Bureau and China Agricultural University are the main organizations where the authors come from. In the future,there are some important aspects about domestic drought monitoring research which include the multi-source based comprehensive drought monitoring model,the large-scale drought monitoring assessment,the early warning and decision support systems,the application of the drought monitoring using remote sensing technology in social services,and the reinforcement of the exchange and cooperation between domestic scholars and institutions.
引文
[1]王劲松,郭江勇,周跃武,等.干旱指标研究的进展与展望[J].干旱区地理,2007,30(1):60-65.[WANG Jinsong,GUO Jiangyong,ZHOU Yuewu,et al. Progress and prospect on drought indices research[J]. Arid Land Geography,2007,30(1):60-65.]
[2]杨绍锷,闫娜娜,吴炳方.农业干旱遥感监测研究进展[J].遥感信息,2010,(1):103-109.[YANG Shao’e,YAN Nana,WU Bingfang. Advances in agricultural drought monitoring by remote sensing[J]. Remote Sensing Information,2010,(1):103-109.]
[3]尹晗,李耀辉.我国西南干旱研究最新进展综述[J].干旱气象,2013,31(1):182-193.[YIN Han,LI Yaohui. Summary of advance on drought study in southwest China[J]. Journal of Arid Meteorology,2013,31(1):182-193.]
[4]杨新星,王东侠. 2016年全国旱灾及抗旱行动情况[J].中国防汛抗旱,2017,27(1):30-33.[YANG Xinxing,WANG Dongxia. National drought and drought actions in 2016[J]. China Flood&Drought Management,2017,27(1):30-33.]
[5]黄友昕,刘修国,沈永林,等.农业干旱遥感监测指标及其适应性评价方法研究进展[J].农业工程学报,2015,31(16):186-195.[HUANG Youxin,LIU Xiuguo,SHEN Yonglin,et al. Advances in remote sensing derived agricultural drought monitoring indices and adaptability evaluation methods[J]. Transactions of the Chinese Society of Agricultural Engineering,2015,31(16):186-195.]
[6] HEIM R R J. A review of twentieth-century drought indices used in the United States[J]. Bulletin of the American Meteorological Society,2002,83(8):1149-1165.
[7]周磊,武建军,张洁.以遥感为基础的干旱监测方法研究进展[J].地理科学,2015,35(5):630-636.[ZHOU Lei,WU Jianjun,ZHANG Jie. Remote sensing-based drought monitoring approach and research progress[J]. Scientia Geographica Sinica,2015,35(5):630-636.]
[8] DU L,TIAN Q,YU T,et al. A comprehensive drought monitoring method integrating MODIS and TRMM data[J]. International Journal Applied Earth Observation and Geoinformation,2013,23:245-253.
[9] CHEN C M. Cite Space II:Detecting and visualizing emerging trends and transient patterns in scientific literature[J]. Journal of the American Society for Information Science and Technology,2006,57(3):359-377.
[10]陈悦,陈超美,刘则渊,等. CiteSpace知识图谱的方法论功能[J].科学学研究,2015,33(2):242-253.[CHEN Yue,CHEN Chaomei,LIU Zeyuan,et al. The methodology function of CiteSpace mapping knowledge domains[J]. Studies in Science of Science,2015,33(2):242-253.]
[11] ZHANG L,JIAO W,ZHANG H,et al. Studying drought phenomena in the Continental United States in 2011 and 2012 using various drought indices[J]. Remote Sensing of Environment,2017,190:96-106.
[12]张强,鞠笑生,李淑华.三种干旱指标的比较和新指标的确定[J].气象科技,1998,(2):49-53.[ZHANG Qiang,JU Xiaosheng,LI Shuhua. Comparison of three drought indicators and determination of new indicators[J]. Meteorogical Science and Technology,1998,(2):49-53.]
[13]黄荣辉,徐予红,周连童.我国夏季降水的年代际变化及华北干旱化趋势[J].高原气象,1999,(4):465-476.[HUANG Ronghui,XU Yuhong,ZHOU Liantong. The interdecadal variation of summer precipitations in China and the drought trend in north China[J]. Plateau Meteorology,1999,(4):465-476.]
[14]张强.华北地区干旱指数的确定及其应用[J].灾害学,1998,13(4):34-38.[ZHANG Qiang. Research on determination of drought index in north China and its application[J]. Journal of Catastropgology,1998,13(4):34-38.]
[15]张顺谦,卿清涛,侯美亭,等.基于温度植被干旱指数的四川伏旱遥感监测与影响评估[J].农业工程学报,2007,23(9):141-146.[ZHANG Shunqian,QING Qingtao,HOU Meiting,et al.Remote sensing and impact estimation for Sichuan hot-drought based on temperature vegetation dryness index[J]. Transactions of the Chinese Society of Agricultural Engineering,2007,23(9):141-146.]
[16]齐述华,张源沛,牛铮,等.水分亏缺指数在全国干旱遥感监测中的应用研究[J].土壤学报,2005,42(3):367-372.[QI Shuhua,ZHANG Yuanpei,NIU Zheng,et al. Application of water deficit index in drought monitoring in China with remote sensing[J]. Acta Pedologica Sinica,2005,42(3):367-372.]
[17]王鹏新,龚健雅,李小文.条件植被温度指数及其在干旱监测中的应用[J].武汉大学学报(信息科学版),2001,26(5):412-418.[WANG Pengxin,GONG Jianya,LI Xiaowen. Vegetationtemperature condition index and its application for drought monitoring[J]. Geomatics and Information Science of Wuhan University,2001,26(5):412-418.]
[18]詹志明,秦其明,阿布都瓦斯提·吾拉木,等.基于NIR-Red光谱特征空间的土壤水分监测新方法[J].中国科学D辑:地球科学,2006,36(11):1020-1026.[ZHAN Zhiming,QIN Qiming,ULAM Abuduwasit,et al. A new approach for soil moisture remote sensing monitoring based on NIR-Red spectral feature space[J]. Scientia Sinica(Terrae),2006,36(11):1020-1026.]
[19]孙灏,陈云浩,孙洪泉.典型农业干旱遥感监测指数的比较及分类体系[J].农业工程学报,2012,28(14):147-154.[SUN Hao,CHEN Yunhao,SUN Hongquan. Comparisons and classification system of typical remote sensing indexes for agricultural drought[J]. Transactions of the Chinese Society of Agricultural Engineering,2012,28(14):147-154.]
[20]王素萍,王劲松,张强,等.几种干旱指标对西南和华南区域月尺度干旱监测的适用性评价[J].高原气象,2015,34(6):1616-1624.[WANG Suping,WANG Jingsong,ZHANG Qiang,et al.Applicability evaluation of drought indices in monthly scale drought monitoring in southwestern and southern China[J]. Plateau Meteorology,2015,34(6):1616-1624.]
[21]姜春林,杜维滨,李江波.经济学研究热点领域知识图谱:共词分析视角[J].情报杂志,2008,(9):78-80.[JIANG Chunlin,DU Weibin,LI Jiangbo. Economy papers map of co-occurrence analysis based on CSSCI[J]. Journal of Information,2008,(9):78-80.]
[22]高磊,覃志豪,卢丽萍.基于植被指数和地表温度特征空间的农业干旱监测模型研究综述[J].国土资源遥感,2007,(3):1-7.[GAO Lei,QIN Zhihao,LU Liping. An overview on agricultural drought monitoring models based on vegetation index and surface temperature feature space[J]. Remote Sensing for Land&Resources,2007,(3):1-7.]
[23]刘庚山,郭安红,安顺清,等.帕默尔干旱指标及其应用研究进展[J].自然灾害学,2004,(4):21-27.[LIU Gengshan,GUO Anhong,AN Shunqing,et al. Research progress in Palmer drought severity index and it’s application[J]. Journal of Natural Disasters,2004,(4):21-27.]
[24]姚玉璧,董安祥,王毅荣,等.基于帕默尔干旱指数的中国春季区域干旱特征比较研究[J].干旱区地理,2007,30(1):22-29.[YAO Yubi,DONG Anxiang,WANG Yirong,et al. Compare research of the regional arid characteristic base on Palmer drought severity index in spring over China[J]. Arid Land Geography,2007,30(1):22-29.]
[25]程国栋,王根绪.中国西北地区的干旱与旱灾——变化趋势与对策[J].地学前缘,2006,13(1):3-14.[CHENG Guodong,WANG Genxu. Changing trend of drought and drought disaster in northwest China and countermeasures[J]. Earth Science Frontiers,2016,13(1):3-14.]
[26]姚玉璧,张强,王劲松,等.中国西南干旱对气候变暖的响应特征[J].生态环境学报,2014,23(9):1409-1417.[YAO Yubi,ZHANG Qiang,WANG Jingsong,et al. The response of drought to climate warming in southwest in China[J]. Ecology and Environmental Sciences,2014,23(9):1409-1417.]
[27]韩兰英.气候变暖背景下中国农业干旱灾害致灾因子、风险性特征及其影响机制研究[D].兰州:兰州大学,2016.[HAN Lanying. The agricultural drought disaster hazard factor,risk characteristic and mechanisms in China under climate warming[D].Lanzhou:Lanzhou University,2016.]
[28]韩增林,李彬,张坤领,等.基于CiteSpace中国海洋经济研究的知识图谱分析[J].地理科学,2016,36(5):643-652.[HAN Zenglin,LI Bin,ZHANG Kunling,et al. Knowledge structure of China’s marine economy research:An analysis based on CiteSpace map[J]. Scientia Geographica Sinica,2016,36(5):643-652.]
[29]杜灵通,田庆久,王磊,等.基于多源遥感数据的综合干旱监测模型构建[J].农业工程学报,2014,30(9):126-132.[DU Lingtong,TIAN Qingjiu,WANG Lei,et al. A synthesized drought monitoring model based on multi-source remote sensing data[J].Transactions of the Chinese Society of Agricultural Engineering,2014,30(9):126-132.]
[30] WARDLOW B D. The vegetation drought response index(VegDRI):A new integrated approach for monitoring drought stress in vegetation[J]. Giscience&Remote Sensing,2008,45(1):16-46.]
[2]杨绍锷,闫娜娜,吴炳方.农业干旱遥感监测研究进展[J].遥感信息,2010,(1):103-109.[YANG Shao’e,YAN Nana,WU Bingfang. Advances in agricultural drought monitoring by remote sensing[J]. Remote Sensing Information,2010,(1):103-109.]
[3]尹晗,李耀辉.我国西南干旱研究最新进展综述[J].干旱气象,2013,31(1):182-193.[YIN Han,LI Yaohui. Summary of advance on drought study in southwest China[J]. Journal of Arid Meteorology,2013,31(1):182-193.]
[4]杨新星,王东侠. 2016年全国旱灾及抗旱行动情况[J].中国防汛抗旱,2017,27(1):30-33.[YANG Xinxing,WANG Dongxia. National drought and drought actions in 2016[J]. China Flood&Drought Management,2017,27(1):30-33.]
[5]黄友昕,刘修国,沈永林,等.农业干旱遥感监测指标及其适应性评价方法研究进展[J].农业工程学报,2015,31(16):186-195.[HUANG Youxin,LIU Xiuguo,SHEN Yonglin,et al. Advances in remote sensing derived agricultural drought monitoring indices and adaptability evaluation methods[J]. Transactions of the Chinese Society of Agricultural Engineering,2015,31(16):186-195.]
[6] HEIM R R J. A review of twentieth-century drought indices used in the United States[J]. Bulletin of the American Meteorological Society,2002,83(8):1149-1165.
[7]周磊,武建军,张洁.以遥感为基础的干旱监测方法研究进展[J].地理科学,2015,35(5):630-636.[ZHOU Lei,WU Jianjun,ZHANG Jie. Remote sensing-based drought monitoring approach and research progress[J]. Scientia Geographica Sinica,2015,35(5):630-636.]
[8] DU L,TIAN Q,YU T,et al. A comprehensive drought monitoring method integrating MODIS and TRMM data[J]. International Journal Applied Earth Observation and Geoinformation,2013,23:245-253.
[9] CHEN C M. Cite Space II:Detecting and visualizing emerging trends and transient patterns in scientific literature[J]. Journal of the American Society for Information Science and Technology,2006,57(3):359-377.
[10]陈悦,陈超美,刘则渊,等. CiteSpace知识图谱的方法论功能[J].科学学研究,2015,33(2):242-253.[CHEN Yue,CHEN Chaomei,LIU Zeyuan,et al. The methodology function of CiteSpace mapping knowledge domains[J]. Studies in Science of Science,2015,33(2):242-253.]
[11] ZHANG L,JIAO W,ZHANG H,et al. Studying drought phenomena in the Continental United States in 2011 and 2012 using various drought indices[J]. Remote Sensing of Environment,2017,190:96-106.
[12]张强,鞠笑生,李淑华.三种干旱指标的比较和新指标的确定[J].气象科技,1998,(2):49-53.[ZHANG Qiang,JU Xiaosheng,LI Shuhua. Comparison of three drought indicators and determination of new indicators[J]. Meteorogical Science and Technology,1998,(2):49-53.]
[13]黄荣辉,徐予红,周连童.我国夏季降水的年代际变化及华北干旱化趋势[J].高原气象,1999,(4):465-476.[HUANG Ronghui,XU Yuhong,ZHOU Liantong. The interdecadal variation of summer precipitations in China and the drought trend in north China[J]. Plateau Meteorology,1999,(4):465-476.]
[14]张强.华北地区干旱指数的确定及其应用[J].灾害学,1998,13(4):34-38.[ZHANG Qiang. Research on determination of drought index in north China and its application[J]. Journal of Catastropgology,1998,13(4):34-38.]
[15]张顺谦,卿清涛,侯美亭,等.基于温度植被干旱指数的四川伏旱遥感监测与影响评估[J].农业工程学报,2007,23(9):141-146.[ZHANG Shunqian,QING Qingtao,HOU Meiting,et al.Remote sensing and impact estimation for Sichuan hot-drought based on temperature vegetation dryness index[J]. Transactions of the Chinese Society of Agricultural Engineering,2007,23(9):141-146.]
[16]齐述华,张源沛,牛铮,等.水分亏缺指数在全国干旱遥感监测中的应用研究[J].土壤学报,2005,42(3):367-372.[QI Shuhua,ZHANG Yuanpei,NIU Zheng,et al. Application of water deficit index in drought monitoring in China with remote sensing[J]. Acta Pedologica Sinica,2005,42(3):367-372.]
[17]王鹏新,龚健雅,李小文.条件植被温度指数及其在干旱监测中的应用[J].武汉大学学报(信息科学版),2001,26(5):412-418.[WANG Pengxin,GONG Jianya,LI Xiaowen. Vegetationtemperature condition index and its application for drought monitoring[J]. Geomatics and Information Science of Wuhan University,2001,26(5):412-418.]
[18]詹志明,秦其明,阿布都瓦斯提·吾拉木,等.基于NIR-Red光谱特征空间的土壤水分监测新方法[J].中国科学D辑:地球科学,2006,36(11):1020-1026.[ZHAN Zhiming,QIN Qiming,ULAM Abuduwasit,et al. A new approach for soil moisture remote sensing monitoring based on NIR-Red spectral feature space[J]. Scientia Sinica(Terrae),2006,36(11):1020-1026.]
[19]孙灏,陈云浩,孙洪泉.典型农业干旱遥感监测指数的比较及分类体系[J].农业工程学报,2012,28(14):147-154.[SUN Hao,CHEN Yunhao,SUN Hongquan. Comparisons and classification system of typical remote sensing indexes for agricultural drought[J]. Transactions of the Chinese Society of Agricultural Engineering,2012,28(14):147-154.]
[20]王素萍,王劲松,张强,等.几种干旱指标对西南和华南区域月尺度干旱监测的适用性评价[J].高原气象,2015,34(6):1616-1624.[WANG Suping,WANG Jingsong,ZHANG Qiang,et al.Applicability evaluation of drought indices in monthly scale drought monitoring in southwestern and southern China[J]. Plateau Meteorology,2015,34(6):1616-1624.]
[21]姜春林,杜维滨,李江波.经济学研究热点领域知识图谱:共词分析视角[J].情报杂志,2008,(9):78-80.[JIANG Chunlin,DU Weibin,LI Jiangbo. Economy papers map of co-occurrence analysis based on CSSCI[J]. Journal of Information,2008,(9):78-80.]
[22]高磊,覃志豪,卢丽萍.基于植被指数和地表温度特征空间的农业干旱监测模型研究综述[J].国土资源遥感,2007,(3):1-7.[GAO Lei,QIN Zhihao,LU Liping. An overview on agricultural drought monitoring models based on vegetation index and surface temperature feature space[J]. Remote Sensing for Land&Resources,2007,(3):1-7.]
[23]刘庚山,郭安红,安顺清,等.帕默尔干旱指标及其应用研究进展[J].自然灾害学,2004,(4):21-27.[LIU Gengshan,GUO Anhong,AN Shunqing,et al. Research progress in Palmer drought severity index and it’s application[J]. Journal of Natural Disasters,2004,(4):21-27.]
[24]姚玉璧,董安祥,王毅荣,等.基于帕默尔干旱指数的中国春季区域干旱特征比较研究[J].干旱区地理,2007,30(1):22-29.[YAO Yubi,DONG Anxiang,WANG Yirong,et al. Compare research of the regional arid characteristic base on Palmer drought severity index in spring over China[J]. Arid Land Geography,2007,30(1):22-29.]
[25]程国栋,王根绪.中国西北地区的干旱与旱灾——变化趋势与对策[J].地学前缘,2006,13(1):3-14.[CHENG Guodong,WANG Genxu. Changing trend of drought and drought disaster in northwest China and countermeasures[J]. Earth Science Frontiers,2016,13(1):3-14.]
[26]姚玉璧,张强,王劲松,等.中国西南干旱对气候变暖的响应特征[J].生态环境学报,2014,23(9):1409-1417.[YAO Yubi,ZHANG Qiang,WANG Jingsong,et al. The response of drought to climate warming in southwest in China[J]. Ecology and Environmental Sciences,2014,23(9):1409-1417.]
[27]韩兰英.气候变暖背景下中国农业干旱灾害致灾因子、风险性特征及其影响机制研究[D].兰州:兰州大学,2016.[HAN Lanying. The agricultural drought disaster hazard factor,risk characteristic and mechanisms in China under climate warming[D].Lanzhou:Lanzhou University,2016.]
[28]韩增林,李彬,张坤领,等.基于CiteSpace中国海洋经济研究的知识图谱分析[J].地理科学,2016,36(5):643-652.[HAN Zenglin,LI Bin,ZHANG Kunling,et al. Knowledge structure of China’s marine economy research:An analysis based on CiteSpace map[J]. Scientia Geographica Sinica,2016,36(5):643-652.]
[29]杜灵通,田庆久,王磊,等.基于多源遥感数据的综合干旱监测模型构建[J].农业工程学报,2014,30(9):126-132.[DU Lingtong,TIAN Qingjiu,WANG Lei,et al. A synthesized drought monitoring model based on multi-source remote sensing data[J].Transactions of the Chinese Society of Agricultural Engineering,2014,30(9):126-132.]
[30] WARDLOW B D. The vegetation drought response index(VegDRI):A new integrated approach for monitoring drought stress in vegetation[J]. Giscience&Remote Sensing,2008,45(1):16-46.]