干旱区地理 ›› 2022, Vol. 45 ›› Issue (2): 456-466.doi: 10.12118/j.issn.1000–6060.2021.257
收稿日期:
2021-06-07
修回日期:
2021-09-29
出版日期:
2022-03-25
发布日期:
2022-04-02
通讯作者:
程勇翔
作者简介:
程丹妮(2000-),女,本科生,主要从事生态学研究. E-mail: 基金资助:
CHENG Danni1(),WANG Yingqi1,CHENG Yongxiang1(),HUANG Jingfeng2
Received:
2021-06-07
Revised:
2021-09-29
Online:
2022-03-25
Published:
2022-04-02
Contact:
Yongxiang CHENG
摘要:
为探讨新疆不同区域沙漠、绿洲地表温度(Land surface temperature,LST)、归一化植被指数(Normalized difference vegetation index,NDVI)及大气水汽含量三者间的相关关系,利用2001—2019年MOD13C3植被指数、MOD11C3地表温度以及2013—2017年Suomi NPP VIIRS水蒸气含量数据,运用Slope趋势分析方法对该问题进行研究。结果表明:(1) 2001—2019年新疆植被指数年平均值整体呈增加趋势,绿洲增加尤为明显。地表温度年平均值变化为绿洲白天减少、夜晚增加,年温度差值减少;沙漠白天夜晚均增加,年温度差值增加。(2) 全疆的NDVI、大气水汽含量及地表温度三者的月值数据彼此呈正相关关系。植被增加可减少地表温差和大气水汽差,在北疆绿洲的高植被覆盖区表现明显。绿洲对于生态环境的调控作用优于沙漠,北疆绿洲调控作用优于南疆。(3) 塔克拉玛干沙漠在每年3—10月夜晚地表逆温和逆湿现象明显,导致夜晚大气水汽含量高于白天。南疆绿洲受沙漠环境及植被增加的双重影响,近年来夜晚水汽含量高于白天水汽含量的月份逐渐减少,主要集中在夏季。研究结果有利于从宏观层面认识新疆气候变化,为新疆生态环境保护提供有价值的参考。
程丹妮,王颖琪,程勇翔,黄敬峰. 新疆典型沙漠和绿洲植被-水汽-地表温度相关性分析[J]. 干旱区地理, 2022, 45(2): 456-466.
CHENG Danni,WANG Yingqi,CHENG Yongxiang,HUANG Jingfeng. Vegetation-water vapor-land surface temperature correlation analysis of typical deserts and oases in Xinjiang[J]. Arid Land Geography, 2022, 45(2): 456-466.
表1
2013—2017年北疆生态指标情况"
位置 | 指标 | 时间 | 平均值 | 最大值 | 最小值 |
---|---|---|---|---|---|
北疆 | NDVI | 0.17 | 0.34 | 0.00 | |
地表温度/℃ | 白天 | 15.71 | 39.55 | -13.10 | |
夜晚 | -0.68 | 18.44 | -24.29 | ||
大气水汽含量/mm | 白天 | 10.22 | 22.92 | 2.75 | |
夜晚 | 8.40 | 18.85 | 2.44 | ||
古尔班通古特沙漠 | NDVI | 0.11 | 0.18 | -0.01 | |
地表温度/℃ | 白天 | 20.87 | 52.19 | -17.82 | |
夜晚 | 1.37 | 24.41 | -26.63 | ||
大气水汽含量/mm | 白天 | 13.25 | 31.15 | 3.47 | |
夜晚 | 10.60 | 24.13 | 3.04 | ||
绿洲区 | NDVI | 0.29 | 0.68 | 0.00 | |
地表温度/℃ | 白天 | 16.09 | 39.13 | -17.32 | |
夜晚 | 0.59 | 20.20 | -26.98 | ||
大气水汽含量/mm | 白天 | 12.31 | 25.80 | 3.17 | |
夜晚 | 10.81 | 22.42 | 3.19 |
表2
2013—2017年南疆生态指标情况"
位置 | 指标 | 时间 | 平均值 | 最大值 | 最小值 |
---|---|---|---|---|---|
南疆 | NDVI | 0.08 | 0.13 | 0.00 | |
地表温度/℃ | 白天 | 21.46 | 40.51 | -2.48 | |
夜晚 | -0.44 | 15.85 | -18.15 | ||
大气水汽含量/mm | 白天 | 8.12 | 20.39 | 3.42 | |
夜晚 | 7.62 | 17.24 | 2.49 | ||
塔克拉玛干沙漠 | NDVI | 0.05 | 0.06 | 0.05 | |
地表温度/℃ | 白天 | 31.32 | 51.72 | 0.63 | |
夜晚 | 4.91 | 23.43 | -16.24 | ||
大气水汽含量/mm | 白天 | 9.47 | 29.69 | 4.43 | |
夜晚 | 10.46 | 24.27 | 3.14 | ||
绿洲区 | NDVI | 0.33 | 0.62 | 0.13 | |
地表温度/℃ | 白天 | 20.00 | 34.78 | -0.47 | |
夜晚 | 4.02 | 19.26 | -15.04 | ||
大气水汽含量/mm | 白天 | 10.62 | 23.28 | 4.26 | |
夜晚 | 10.36 | 20.58 | 3.29 |
[1] | 潘黄儒, 冯鹏飞, 李凡. 基于MODIS数据的中国西北植被变化分析[J]. 林业科技通讯, 2019, 564(12):3-8. |
[ Pan Huangru, Feng Pengfei, Li Fan. Analysis of vegetation change in northwest China based on MODIS data[J]. Forest Science and Technology, 2019, 564(12):3-8. ] | |
[2] | 蔡朝朝, 淮永建, 白涛, 等. 基于NDVI的新疆草地覆盖变化特征[J]. 应用基础与工程科学学报, 2020, 28(6):1369-1381. |
[ Cai Zhaozhao, Huai Yongjian, Bai Tao, et al. Recent changes of grassland cover in Xinjiang based on NDVI analysis[J]. Journal of Basic Science and Engineering, 2020, 28(6):1369-1381. ] | |
[3] | 王建国, 张飞. 2000—2019年新疆植被覆盖度时空格局及重心变化分析[J]. 农业工程学报, 2020, 36(20):188-194. |
[ Wang Jianguo, Zhang Fei. Spatial-temporal pattern and gravity center change of fractional vegetation cover in Xinjiang, China from 2000 to 2019[J]. Transactions of the Chinese Society of Agricultural Engineering, 2020, 36(20):188-194. ] | |
[4] | 陈晨, 王义民, 黎云云, 等. 黄河流域1982-2015年不同气候区植被变化规律及其影响因素[J]. 长江科学院院报, [2021-09-23]. http://kns.cnki.net/kcms/detail/42.1171.TV.20210511.1449.005.html. |
[ Chen Chen, Wang Yimin, Li Yunyun, et al. Vegetation changes and influencing factors in different climatic regions of the Yellow River Basin from 1982 to 2015[J]. Journal of Yangtze River Scientific Research Institute, [2021-09-23]. http://kns.cnki.net/kcms/detail/42.1171.TV.20210511.1449.005.html. ] | |
[5] | 姚镇海, 吴丹娃, 褚荣浩, 等. 安徽省植被覆盖度动态变化及其地形响应关系[J]. 水土保持通报, 2021, 41(3):283-290. |
[ Yao Zhenhai, Wu Danwa, Chu Ronghao, et al. Dynamic change of vegetation coverage and its respone to topography in Anhui Province[J]. Bulletin of Soil and Water Conservation, 2021, 41(3):283-290. ] | |
[6] | 王丽平, 段四波, 张霄羽, 等. 2003—2018年中国地表温度年最大值的时空分布及变化特征[J]. 干旱区地理, 2021, 44(5):1299-1308. |
[ Wang Liping, Duan Sibo, Zhang Xiaoyu, et al. Spatio-temporal distribution and variation characteristics of annual maximum land surface temperature in China during 2003—2018[J]. Arid Land Geography, 2021, 44(5):1299-1308. ] | |
[7] |
Wang Z, Huang M, Wang R, et al. Global NDVI patterns in response to atmospheric water vapor anomalies over the Indo-Pacific warm pool during April-June[J]. Journal of Climate, 2019, 32(4):1167-1180.
doi: 10.1175/JCLI-D-18-0381.1 |
[8] | 雷磊, 塔西甫拉提·特依拜, 李金香, 等. 干旱区典型绿洲地表温度与植被覆盖度相关性研究[J]. 中国沙漠, 2011, 31(4):1001-1007. |
[ Lei Lei, Tiyip Tashpolat, Li Jinxiang, et al. Correlation between land surface temperature and vegetation coverage in a typical arid oasis[J]. Jouranl of Desert Research, 2011, 31(4):1001-1007. ] | |
[9] | 杨青, 姚俊强, 赵勇, 等. 伊犁河流域水汽含量时空变化及其和降水量的关系[J]. 中国沙漠, 2013, 33(4):1174-1183. |
[ Yang Qing, Yao Junqiang, Zhao Yong, et al. Spatial and temporal variation of water vapor content and its relationship with precipitation in the Yili River Basin[J]. Jouranl of Desert Research, 2013, 33(4):1174-1183. ] | |
[10] | 姚俊强, 杨青, 黄俊利, 等. 天山山区及周边地区水汽含量的计算与特征分析[J]. 干旱区研究, 2012, 29(4):567-573. |
[ Yao Junqiang, Yang Qing, Huang Junli, et al. Computation and analysis of water vapor content in the Tianshan Mountains and peripheral regions, China[J]. Arid Zone Research, 2012, 29(4):567-573. ] | |
[11] | 韩春光, 蒲云锦. 新疆石河子多年地温和降水特征分析[J]. 新疆农垦科技, 2020, 43(8):38-39. |
[ Han Chunguang, Pu Yunjin. Analysis on characteristics of mild-temperature precipitation in Shihezi, Xinjiang[J]. Xinjiang Farm Research of Science and Technology, 2020, 43(8):38-39. ] | |
[12] | 齐亚霄, 张飞, 陈瑞, 等. 2001—2015年天山北坡植被覆盖动态变化研究[J]. 生态学报, 2020, 40(11):3677-3687. |
[ Qi Yaxiao, Zhang Fei, Chen Rui, et al. Vegetation coverage dynamics in northern slope of Tianshan Mountains from 2001 to 2015[J]. Acta Ecologica Sinica, 2020, 40(11):3677-3687. ] | |
[13] | 努尔麦麦提·如孜, 王雪梅. 新疆和田地区土地荒漠化时空特征分析[J]. 生态与农村环境学报, 2020, 36(7):870-878. |
[ Ruzi Nuermaimaiti, Wang Xuemei. Analysis on the characteristics of spatial and temporal changes for land desertification in Hotan area, Xinjiang[J]. Journal of Ecology and Rural Environment, 2020, 36(7):870-878. ] | |
[14] | 冯金杰, 张辉国, 胡锡健, 等. 降水量和温度对植被覆盖指数影响的空间非平稳性特征——以新疆伊犁河谷地区为例[J]. 生态学报, 2016, 36(15):4626-4634. |
[ Feng Jinjie, Zhang Huiguo, Hu Xijian, et al. Spatial non-stationarity characteristics of the impacts of precipitation and temperature on vegetation coverage index: A case study in Yili River Valley, Xinjiang[J]. Acta Ecologica Sinica, 2016, 36(15):4626-4634. ] | |
[15] | 姜萍, 丁文广, 肖静, 等. 新疆植被NPP及其对气候变化响应的海拔分异[J]. 干旱区地理, 2021, 44(3):849-857. |
[ Jiang Ping, Ding Wenguang, Xiao Jing, et al. Altitudinal difference of vegetation NPP and its response to climate change in Xinjiang[J]. Arid Land Geography, 2021, 44(3):849-857. ] | |
[16] | 左其亭, 李佳伟, 马军霞, 等. 新疆水资源时空变化特征及适应性利用战略研究[J]. 水资源保护, 2021, 37(2):21-27. |
[ Zuo Qiting, Li Jiawei, Ma Junxia, et al. Study on spatio-temporal variation characteristics and adaptive utilization strategy of water resources in Xinjiang[J]. Water Resources Protection, 2021, 37(2):21-27. ] | |
[17] | 张晋霞, 徐长春, 杨秋萍. 2001—2017年新疆NDVI变化及其对极端气候的响应[J]. 水土保持通报, 2020, 40(5): 250-256, 275, 341. |
[ Zhang Jinxia, Xu Changchun, Yang Qiuping. NDVI variations and its response to extreme climate in Xinjiang Uygur Autonomous Region during 2001—2017[J]. Bulletin of Soil and Water Conservation, 2020, 40(5): 250-256, 275, 341. ] | |
[18] | 祁通, 黄建, 孙阳讯, 等. 滴灌条件下盐渍土盐分淡化区形成过程中离子运移特征[J]. 土壤与作物, 2021, 10(1):47-59. |
[ Qi Tong, Huang Jian, Sun Yangxun, et al. Characteristics of salt ion transport during the period of low salt area development in saline soil under drip irrigation[J]. Soil and Crops, 2021, 10(1):47-59. ] | |
[19] | 朱珠, 王世昌, 文豪, 等. 地下滴灌土壤湿润体内水盐空间分布规律[J]. 塔里木大学学报, 2021, 33(1):92-97. |
[ Zhu Zhu, Wang Shichang, Wen Hao, et al. Spatial distribution of water and salt under subsurface drip irrigation[J]. Journal of Tarim University, 2021, 33(1):92-97. ] | |
[20] | 闫俊杰, 张静, 雷雨, 等. 2000—2016年新疆伊犁河谷草地NDVI变化趋势分析[J]. 草地学报, 2018, 26(4):859-868. |
[ Yan Junjie, Zhang Jing, Lei Yu, et al. Analysis of the changing trend of grassland NDVI in the Ili Valley of Xinjiang during 2000—2016[J]. Acta Agrestia Sinica, 2018, 26(4):859-868. ] | |
[21] | 刘芳, 张红旗, 董光龙. 伊犁河谷草地植被NDVI变化及其降水敏感性特征[J]. 资源科学, 2014, 36(8):1724-1731. |
[ Liu Fang, Zhang Hongqi, Dong Guanglong. Vegetation dynamics and precipitation sensitivity in Yili Valley grassland[J]. Resources Science, 2014, 36(8):1724-1731. ] | |
[22] | 何辉, 玉素甫江·如素力. 2001—2015年伊犁地区植被NDVI变化及其影响因子的相对作用分析[J]. 中南林业科技大学学报, 2019, 39(10):76-87. |
[ He Hui, Rusuli Yusupujiang. Analysis of the relative role of vegetation cover changes and its influencing factors in Yili area from 2001 to 2015[J]. Journal of Central South University of Forestry & Technology, 2019, 39(10):76-87. ] | |
[23] | 李璇, 加马力丁, 付开, 等. 外来入侵植物豚草、三裂叶豚草对新疆伊犁河谷草原的危害现状及防控对策[J]. 新疆畜牧业, 2020, 35(6): 33, 41-43. |
[ Li Xuan, Jiamaliding, Fu Kai, et al. The status and control strategies of invasive plant Artemisia artemisifolia on grassland in Yili Valley, Xinjiang[J]. Xinjiang Xumuye, 2020, 35(6): 33, 41-43.] | |
[24] | 周紫燕, 汪小钦, 丁哲, 等. 新疆生态质量变化趋势遥感分析[J]. 生态学报, 2020, 40(9):2907-2919. |
[ Zhou Ziyan, Wang Xiaoqin, Ding Zhe, et al. Remote sensing analysis of ecological quality change in Xinjiang[J]. Acta Ecologica Sinica, 2020, 40(9):2907-2919. ] | |
[25] |
Yuan J, Bian Z, Yan Q, et al. An approach to the temporal and spatial characteristics of vegetation in the growing season in western China[J]. Remote Sensing, 2020, 12(6):945, doi: 10.3390/rs12060945.
doi: 10.3390/rs12060945 |
[26] | Dong F, Li N, Xiao G J, et al. Spatiotemporal analysis of vegetation changes along the belt and road initiative region from 1982 to 2015[J]. IEEE Access, 2020, 8:122579-122588. |
[27] | 陈笑笑, 孙必云, 华维. 西北地区年平均地表温度时空特征分析[J]. 安徽农业科学, 2017, 45(23):182-185. |
[ Chen Xiaoxiao, Sun Biyun, Hua Wei. Analysis of spatial and temporal characteristics of annual mean surface temperature in northwest China[J]. Journal of Anhui Agricultural Sciences, 2017, 45(23):182-185. ] | |
[28] | 胡云锋, 张云芝, 韩月琪. 2000—2015年中国荒漠化土地识别和监测[J]. 干旱区地理, 2018, 41(6):1321-1332. |
[ Hu Yunfeng, Zhang Yunzhi, Han Yueqi. Identification and monitoring of desertification lands in China from 2000 to 2015[J]. Arid Land Geography, 2018, 41(6):1321-1332. ] | |
[29] | 热伊莱·卡得尔, 玉素甫江·如素力, 艾则孜提约麦尔·麦麦提, 等. 典型绿洲-荒漠LST时空分异及其与NDVI的关系[J]. 新疆师范大学学报(自然科学版), 2017, 36(2):31-39. |
[ Kadeer Reyilai, Rusuli Yusupujiang, Maimaiti Aizezitiyuemaier, et al. Spatio-temporal differentiation of LST and its relationship with NDVI in typical desert-oasis area[J]. Journal of Xinjiang Normal University (Natural Sciences Edition), 2017, 36(2):31-39. ] | |
[30] | 赵强, 邓淑梅, 刘常瑜, 等. 超光谱红外卫星资料同步反演不同地表类型的大气廓线、地表温度和地表发射率[J]. 光谱学与光谱分析, 2019, 39(3):693-697. |
[ Zhao qiang, Deng Shumei, Liu Changyu, et al. Simultaneous retrieval of atmospheric profiles, surface temperature and surface emissivity in different types of earth surface using hyperspectral infrared satellite data[J]. Spectroscopy and Spectral Analysis, 2019, 39(3):693-697. ] | |
[31] | 张扬, 李宝富, 陈亚宁. 1970—2013年西北干旱区空中水汽含量时空变化与降水量的关系[J]. 自然资源学报, 2018, 33(6):1043-1055. |
[ Zhang Yang, Li Baofu, Chen Yaning. The temporal and spatial variation of water vapor content and its relationship with precipitation in the arid region of northwest China from 1970 to 2013[J]. Journal of Natural Resources, 2018, 33(6):1043-1055. ] | |
[32] | 杨青, 刘晓阳, 崔彩霞, 等. 塔里木盆地水汽含量的计算与特征分析[J]. 地理学报, 2010, 65(7):853-862. |
[ Yang Qing, Liu Xiaoyang, Cui Caixia, et al. The computation and characteristics analysis of water vapor contents in the Tarim Basin, China[J]. Acta Geographica Sinica, 2010, 65(7):853-862. ] | |
[33] | Yang Q, Wei W S, Li J. Temporal and spatial variation of atmospheric water vapor in the Taklimakan Desert and its surrounding areas[J]. Chinese Science Bulletin, 2009, 53(2):71-78. |
[34] |
姚俊强, 毛炜峄, 陈静, 等. 新疆气候“湿干转折”的信号和影响探讨[J]. 地理学报, 2021, 76(1):57-72.
doi: 10.11821/dlxb202101005 |
[ Yao Junqiang, Mao Weiyi, Chen Jing, et al. Signal and impact of wet-to-dry shift over Xinjiang, China[J]. Acta Geographica Sinica, 2021, 76(1):57-72. ]
doi: 10.11821/dlxb202101005 |
|
[35] | 王灵猛, 周泽羽, 刘健, 等. 气候变化下新疆棉花调亏灌溉的节水效果评估[J]. 节水灌溉, 2021(6):17-23, 30. |
[ Wang Lingmeng, Zhou Zeyu, Liu Jian, et al. Evaluation of water-saving effect of cotton regulated deficit irrigation under climate change in Xinjiang[J]. Water Saving Irrigation, 2021(6):17-23, 30. ] | |
[36] | 魏浩林. 基于MODIS数据的大气水汽含量反演研究[D]. 兰州: 兰州交通大学, 2020. |
[ Wei Haolin. Research on inversion of precipitable water vapor based on MODIS data[D]. Lanzhou: Lanzhou Jiaotong University, 2020. ] | |
[37] | 赵冰, 毛克彪, 蔡玉林, 等. 中国地表温度时空演变规律研究[J]. 国土资源遥感, 2020, 32(2):233-240. |
[ Zhao Bing, Mao Kebiao, Cai Yulin, et al. Study of the temporal and spatial evolution law of land surface temperature in China[J]. Remote Sensing of Land and Resources, 2020, 32(2):233-240. ] | |
[38] | 张京朋. 中国区域大气水汽变化的观测、模拟及其归因研究[D]. 兰州: 兰州大学, 2019. |
[ Zhang Jingpeng. Observation, simulation and attribution of atmospheric water vapor change over China[D]. Lanzhou: Lanzhou University, 2019. ] | |
[39] | 蔡朝朝, 白涛, 谢岚, 等. 新疆植被覆盖度动态变化特征研究[J]. 农村经济与科技, 2020, 31(19):11-13. |
[ Cai Zhaozhao, Bai Tao, Xie Lan, et al. Study on dynamic change characteristics of vegetation coverage in Xinjiang[J]. Rural Economy and Science-Technology, 2020, 31(19):11-13. ] | |
[40] | 殷刚, 李兰海, 孟现勇, 等. 新疆1979—2013年降水量时空变化特征和趋势分析[J]. 华北水利水电大学学报(自然科学版), 2017, 38(5):19-27. |
[ Yin Gang, Li Lanhai, Meng Xianyong, et al. A research of precipitation trend and fluctuation in Xinjiang from 1979 to 2013[J]. Journal of North China University of Water Resources and Electric Power (Natural Science Edition), 2017, 38(5):19-27. ] | |
[41] | 李可相, 肖玖军, 谢元贵, 等. 基于MODIS数据的云贵高原地表温度时空特征分析[J]. 贵州科学, 2020, 38(6):43-48. |
[ Li Kexiang, Xiao Jiujun, Xie Yuangui, et al. Spatio-temporal characteristics analysis of land surface temperature on Yunnan-Guizhou Plateau based on MODIS data[J]. Guizhou Science, 2020, 38(6):43-48. ] | |
[42] | 王晶. 塔克拉玛干沙漠腹地近地层风温湿廓线观测研究[D]. 南京: 南京信息工程大学, 2008. |
[ Wang Jing. The observational study on wind speed, temperture and humidity profiles in the surface layer in Taklimaken Desert hinterland[D]. Nanjing: Nanjing University of Information Science and Technology, 2008. ] | |
[43] | 阎宇平, 王介民, 玛·曼乃提, 等. 黑河实验区沙漠戈壁上空“逆湿”的数值模拟[J]. 气象科学, 2001, 21(1):36-43. |
[ Yan Yuping, Wang Jiemin, Mannaiti Ma, et al. Numerical simulation of “inverse humidtiy” over desert/gobi in HEIFE area[J]. Scientia Meteorologica Sinica, 2001, 21(1):36-43. ] | |
[44] | 陈世强, 吕世华, 奥银焕, 等. 绿洲沙漠边缘逆湿的数值研究[J]. 干旱区研究, 2009, 26(2):277-281. |
[ Chen Shiqiang, Lü Shihua, Ao Yinhuan, et al. Numerical study on reverse humidity in the margin of oasis desert[J]. Arid Zone Research, 2009, 26(2):277-281. ] | |
[45] | 崔丽娜, 史玉光, 崔彩霞, 等. 塔克拉玛干沙漠腹地2009年大气水汽含量的日变化特征[J]. 干旱气象, 2010, 28(4):407-410. |
[ Cui Lina, Shi Yuguang, Cui Caixia, et al. Diurnal variation of atmospheric water vapor content in 2009 over Taklimakan Desert[J]. Arid Meteorology, 2010, 28(4):407-410. ] |
[1] | 唐太斌, 周保, 金晓媚, 魏赛拉加, 马涛, 张永艳. 黄河源区夏季地表温度变化研究[J]. 干旱区地理, 2023, 46(8): 1250-1259. |
[2] | 康利刚, 曹生奎, 曹广超, 严莉, 陈链璇, 李文斌, 赵浩然. 青海湖流域地表温度时空变化特征研究[J]. 干旱区地理, 2023, 46(7): 1084-1097. |
[3] | 杨晓玲,李岩瑛,陈静,郭丽梅,陈英,赵慧华. 河西走廊罕见强沙尘天气传输及其过程持续特征[J]. 干旱区地理, 2022, 45(5): 1415-1425. |
[4] | 贺军奇,魏燕,高万德,陈云飞,马延东,刘秀花. 毛乌素沙地东南缘植被NDVI时空变化及其对气候因子的响应[J]. 干旱区地理, 2022, 45(5): 1523-1533. |
[5] | 张博,李雪梅,秦启勇,李超,孙天瑶. 中国天山积雪垂直分布异质性研究[J]. 干旱区地理, 2022, 45(3): 754-762. |
[6] | 任立清. 艾比湖流域植被时空变化及驱动力分析[J]. 干旱区地理, 2022, 45(2): 467-477. |
[7] | 尹瀚民,古丽·加帕尔,于涛,Jeanine UMUHOZA,李旭. 哈萨克斯坦北部小麦遥感估产方法研究[J]. 干旱区地理, 2022, 45(2): 488-498. |
[8] | 王丽平,段四波,张霄羽,于艳茹. 2003-2018年中国地表温度年最大值的时空分布及变化特征[J]. 干旱区地理, 2021, 44(5): 1299-1308. |
[9] | 朱淑珍,黄法融,李兰海. 巴基斯坦干旱特征及其风险评估[J]. 干旱区地理, 2021, 44(4): 1058-1069. |
[10] | 林彤,桑建人,姚展予,舒志亮,田磊,曹宁,常倬林. 基于微波辐射计的宁夏六盘山西侧大气水汽变化特征[J]. 干旱区地理, 2021, 44(4): 923-933. |
[11] | 安彬,肖薇薇,张淑兰,朱妮,张建东. 1960—2017年黄土高原地表温度时空变化特征[J]. 干旱区地理, 2021, 44(3): 778-785. |
[12] | 田艳君,石莹,帅艳民,杨健,邵聪颖,范连连,马红红. 基于遥感时序特征的地表覆被信息提取[J]. 干旱区地理, 2021, 44(2): 450-459. |
[13] | 张晓东, 赵银鑫, 武 丹, 褚小东, 吴文忠, 张 勇, 刘乃静, 李 艳 . 基于遥感的银川市建成区城市扩展及其热环境变化分析[J]. 干旱区地理, 2020, 43(5): 1278-1288. |
[14] | 王华, 杨乾鹏, 田云杰, 郭山川, 唐鹏飞. 基于多时相Landsat影像的中亚地区植被覆盖遥感监测[J]. 干旱区地理, 2020, 43(4): 1023-1032. |
[15] | 罗瑶, 彭文甫, 董永波, 罗艳玫, 张冬梅. 基于地理探测器下的川西高原地表温度空间格局及影响因子分析——以西昌市为例[J]. 干旱区地理, 2020, 43(3): 738-749. |
|