[1] 易浪,任志远,张翀,等.黄土高原植被覆盖变化与气候和人类活动的关系[J].资源科学,2014,36(1):166-174.
[2] Chen Y, Wang K, Lin Y, et al. Balancing green and grain trade[J]. Nature Geoscience, 2015,10(8):739-741.
[3] 刘宇,傅伯杰.黄土高原植被覆盖度变化的地形分异及土地利用/覆被变化的影响[J].干旱区地理,2013,36(6):1097-1102.
[4] 李双双,延军平,万佳.近10年陕甘宁黄土高原区植被覆盖时空变化特征[J].地理学报,2012,67(7):960-970.
[5] 刘宪锋,杨勇,任志远,等.2000-2009年黄土高原地区植被覆盖度时空变化[J].中国沙漠,2013,33(4):1244-1249.
[6] 王朗,傅伯杰,吕一河,等.生态恢复背景下陕北地区植被覆盖的时空变化[J].应用生态学报,2010,21(8):2109-2116.
[7] 张宝庆,吴普特,赵西宁.近30 a黄土高原植被覆盖时空演变监测与分析[J].农业工程学报,2011,27(4):287-293.
[8] 郭忠升.土壤水分植被承载力的理论与实践[M].北京:科学出版社,2014.
[9] 李玉山.黄土高原森林植被对陆地水循环影响的研究[J].自然资源学报,2001,16(5):427-432.
[10] 田均良.黄土高原生态建设环境效应研究[M].北京:气象出版社,2010.
[11] Noy-Meir I. Desert ecosystems:environment and producers[J]. Annual Review of Ecology and Systematics, 1973,4(1):25-51.
[12] 张静静,郑辉,朱连奇,等.豫西山地植被NDVI及其气候响应的多维变化[J].地理研究,2017,36(4):765-778.
[13] 赵舒怡,宫兆宁,刘旭颖.2001-2013年华北地区植被覆盖度与干旱条件的相关分析[J].地理学报,2015,70(5):717-729.
[14] 刘宪锋,潘耀忠,朱秀芳,等.2000-2014年秦巴山区植被覆盖时空变化特征及其归因[J].地理学报,2015,70(5):705-716.
[15] 方利,王文杰,蒋卫国,等.2000-2014年黑龙江流域(中国)植被覆盖时空变化及其对气候变化的响应[J].地理科学,2017,37(11):1745-1754.
[16] 王子玉,许端阳,杨华,等.1981-2010年气候变化和人类活动对内蒙古地区植被动态影响的定量研究[J].地理科学进展,2017,36(8):1025-1032.
[17] 白天路.基于遥感和地面实测水分数据的小流域土壤水分模拟[D].西安:西北大学,2010.
[18] Kogan F, Adamenko T, Guo W. Global and regional drought dynamics in the climate warming era[J]. Remote Sensing Letters, 2013,4(4):364-372.
[19] Karnieli A, Agam N, Pinker R T. Use of NDVI and land surface temperature for drought assessment:Merits and limitations[J]. Journal of Climate, 2010,23(3):618-633.
[20] 陈书林,刘元波.卫星遥感反演土壤水分研究综述[J].地球科学进展,2012,27(11):1192-1203.
[21] 王鹏新,龚健雅,李小文.基于植被指数和土地表面温度的干旱监测模型[J].地球科学进展,2003,18(4):527-533.
[22] 段春青,刘昌明,陈晓楠.区域水资源承载力概念及研究方法的探讨[J].地理学报,2010,65(1):82-90.
[23] 李新荣,何明珠,贾荣亮.黑河中下游荒漠区植物多样性分布对土壤水分变化的响应[J].地球科学进展,2008,23(7):685-691.
[24] 刘立文,张吴平,段永红.模型的农业旱情时空变化遥感应用[J].生态学报,2014,34(13):3704-3711.
[25] Patel N R, Anapashsha R, Kumar S, et al. Assessing potential of MODIS derived temperature/vegetation condition index(TVDI) to infer soil moisture status[J]. International Journal of Remote Sensing, 2009,30(1):23-39.
[26] 宋春桥,游松财,刘高焕.基于TVDI的藏北地区土壤湿度空间格局[J].地理科学进展,2011,30(5):570-576.
[27] 邸兰杰,王卫,成贺玺.基于ATI和TVDI模型的河北平原土壤湿度遥感反演[J].中国生态农业学报,2014,22(6):737-743.
[28] 李天祺,朱秀芳,潘耀忠,等. MODIS陆地表面温度数据重构方法研究[J].北京师范大学学报:自然科学版,2015,51(S1):70-76.
[29] 徐建华.现代地理学中的数学方法[M].北京:高等教育出版社,2002.
[30] Kendall M G. Rank Correlation Methods,3rd edition[M]. New York:Hafner Publishing Company, 1962.
[31] Sandholt I, Rasmussen K, Andersen J. A simple interpretation of the surface temperature/vegetation index space for assessment of surface moisture status[J]. Remote Sensing of Environment, 2002,79(2/3):213-224.
[32] John R, Chen Jiquan, Lu Nan, et al. Predicting plant diversity based on remote sensing products in the semi-arid region of Inner Mongolia[J]. Remote Sensing of Environment, 2008,112(5):2018-2032.
[33] 张蕾,吕厚荃,王良宇.中国土壤湿度的时空变化特征[J].地理学报,2016,71(9):1494-1508.
[34] 韦振锋,王德光,张翀.近12年陕甘宁黄土高原区植被物候时空变化特征[J].生态与农村环境学报,2014,30(4):423-429.
[35] 李强,张翀.近15年黄土高原植被物候时空变化特征分析[J].中国农业科学,2016,49(22):4352-4365.
[36] 谢宝妮,秦占飞,王洋.基于遥感的黄土高原植被物候监测及其对气候变化的响应[J].农业工程学报,2015,31(15):153-160.
[37] 张翀,雷田旺,宋佃星.黄土高原植被覆盖与土壤湿度的时滞互相关时空特征分析[J].生态学报,2018,38(6):1-11.
[38] 杨涛,宫辉力,李小娟.土壤水分遥感监测研究进展[J].生态学报,2010,30(22):6264-6277.
[39] Zhao W, Du S. Spectral-spatial feature extraction for hyper-spectral image classification:A dimension reduction and deep learning approach[J]. IEEE Transactions on Geoscience and Remote Sensing, 2016,54(8):4544-4554.
[40] 刘大伟,韩玲,韩晓勇.基于深度学习的高分辨率遥感影像分类研究[J].光学学报,2016,36(4):298-306.
[41] Jean N, Burke M, Xie M, et al. Combining satellite imagery and machine learning to predict poverty[J]. Science, 2016,353(6301):790-794.
[1]张平仓,郑粉莉.子午岭地区自然区域特征及其与土壤侵蚀的关系[J].水土保持研究,1993,(01):11.
Zhang Pingcang,Zheng Fenli.The Regional Properties of Natural Environment and Relationship of It and Soil Erosion in the Ziwuling Region[J].Research of Soil and Water Conservation,1993,(04):11.
[2]付新峰,杨胜天,刘昌明.雅鲁藏布江流域NDVI时空分布及与站点气候因子的关系[J].水土保持研究,2006,13(03):229.
FU Xin-feng,YANG Sheng-tian,LIU Chang-ming.Spatial-temporal Changes of NDVI and Their Relations with Principal Climatic Factors in Yarlung Tsangpo River Basin’s Stations[J].Research of Soil and Water Conservation,2006,13(04):229.
[3]徐美,李纪人,阮本清.灌区遥感应用[J].水土保持研究,2006,13(05):23.
XU Mei,LI Ji-ren,RUAN Ben-qing.Application of Remote Sensing Technology in Irrigation District[J].Research of Soil and Water Conservation,2006,13(04):23.
[4]崔晓临,雷刚,王涛,等.退耕还林还草工程实施对洛河流域土壤侵蚀的影响[J].水土保持研究,2016,23(05):68.
CUI Xiaolin,LEI Gang,WANG Tao,et al.Impacts of Grain for Green Project on Soil Erosion in Luohe River Basin of Northern Shaanxi Province, China[J].Research of Soil and Water Conservation,2016,23(04):68.
[5]喻铮铮,吴国玺,刘良云.基于RS的北京门头沟植被覆盖时空演变研究[J].水土保持研究,2011,18(03):32.
YU Zheng-zheng,WU Guo-xi,LIU Liang-yun.Research on Vegetation Coverage Evolution of Mentougou District by Remote Sensing[J].Research of Soil and Water Conservation,2011,18(04):32.
[6]王荣军,刘志辉,李诚志,等.融雪期季节性冻土湿度变化对融雪洪水的影响[J].水土保持研究,2013,20(04):277.
WANG Rong-jun,LIU Zhi-hui,LI Cheng-zhi,et al.Impact of Change in Seasonal Frozen Soil Moisture on Snowmelt Flood in Snowmelt Season[J].Research of Soil and Water Conservation,2013,20(04):277.
[7]王良玉,杜会石.近35年松嫩沙地风沙-植被动态演变及模拟预测[J].水土保持研究,2018,25(04):380.
WANG Liangyu,DU Huishi.Dynamic Evolution and Simulation Prediction of Aeolian Vegetation in Songnen Sandy Land in Recent 35 Years[J].Research of Soil and Water Conservation,2018,25(04):380.
[8]罗红霞,戴声佩,刘恩平,等.2001-2014年海南岛植被覆盖时空变化特征[J].水土保持研究,2018,25(05):343.
LUO Hongxia,DAI Shengpei,LIU Enping,et al.Spatiotemporal Variable Vegetation on Hainan Island During 2001-2014[J].Research of Soil and Water Conservation,2018,25(04):343.
[9]路中,雷国平,马泉来,等.基于重构的Landsat 8时间序列数据和温度植被指数的区域旱情监测[J].水土保持研究,2018,25(05):371.
LU Zhong,LEI Guoping,MA Quanlai,et al.Regional Drought Monitoring Based on Reconstructed Landsat 8 Data and Temperature Vegetation Index[J].Research of Soil and Water Conservation,2018,25(04):371.
[10]陈泽涛,沙占江,王求贵,等.高寒草原草甸区土壤侵蚀及植被覆盖对养分空间分布的影响——以兴海盆地子科滩为例[J].水土保持研究,2019,26(06):226.
CHEN Zetao,SHA Zhanjiang,WANG Qiugui,et al.Effects of Soil Erosion and Vegetation Cover on Spatial Distribution of Nutrients in Alpine Grassland Meadow Area—A Case Study of Ziketan in Xinghai Basin[J].Research of Soil and Water Conservation,2019,26(04):226.
收稿日期:2018-08-14;改回日期:2018-09-21。
基金项目:科技基础性工作专项“黄土高原生态系统与环境变化考察”(2014FY210100);中央高校基本科研业务费专项资金项目(GK201803051);陕西省自然科学基础研究计划项目“基于深度机器学习的土壤水分高光谱遥感反演技术研究”(2018JQ4039)
作者简介:白子怡(1994-),女,陕西榆林人,硕士研究生,研究方向为资源开发与GIS。E-mail:zybai@snnu.edu.cn
通讯作者:薛亮(1978-),男,陕西洋县人,博士,副教授,硕士生导师,主要从事资源开发与GIS方面的教学与科研工作。E-mail:brxue@snnu.edu.cn