地球科学进展

地球科学进展 ›› 2020, Vol. 35 ›› Issue (6): 643 -656. doi: 10.11867/j.issn.1001-8166.2020.049

研究简报 上一篇    

基于 GRACE卫星数据的中国地下水储量监测进展
涂梦昭 1, 2( ),刘志锋 1, 2,何春阳 1, 2( ),任强 1, 2,卢文路 1, 2   
  1. 1.北京师范大学地表过程与资源生态国家重点实验室人与环境系统可持续研究中心，北京 100875
    2.北京师范大学地理科学学部自然资源学院土地资源与区域发展研究中心，北京 100875
  • 收稿日期:2020-01-13 修回日期:2020-05-13 出版日期:2020-06-10
  • 通讯作者: 何春阳 E-mail:tumengzhao@mail.bnu.edu.cn;hcy@bnu.edu.cn
  • 基金资助:
    国家自然科学基金面上项目“内陆河流域城市景观过程对涉水生态系统服务远近程影响机理和模型模拟研究”(41971270);“基于生态系统服务供需流的绿洲城市景观过程模拟研究”(41871185)

Research Progress of Groundwater Storage Changes Monitoring in China Based on GRACE Satellite Data

Mengzhao Tu 1, 2( ),Zhifeng Liu 1, 2,Chunyang He 1, 2( ),Qiang Ren 1, 2,Wenlu Lu 1, 2   

  1. 1.Center for Human-Environment System Sustainability, State Key Laboratory of Earth Surface Processes and Resource Ecology, Beijing Normal University, Beijing 100875, China
    2.School of Natural Resources, Faculty of Geographical Science, Beijing Normal University, Beijing 100875, China
  • Received:2020-01-13 Revised:2020-05-13 Online:2020-06-10 Published:2020-07-06
  • Contact: Chunyang He E-mail:tumengzhao@mail.bnu.edu.cn;hcy@bnu.edu.cn
  • Supported by:
    the National Natural Science Foundation of China “Understanding the local and distant impacts of urban landscape dynamics on water-related ecosystem services in the inland river basin, China”(41971270);“The simulation of urban expansion in Oases based on supplies, demands, and flows of ecosystem services”(41871185);First author： Tu Mengzhao （1995-）, female, Nanchang City, Jiangxi Province, Master student. Research areas include urbanization and landscape sustainability science. E-mail：tumengzhao@mail.bnu.edu.cn
全文 ( 90 ) 下载PDF ( 3245 )

GRACE卫星数据是监测地下水储量变化的一个新兴工具，及时了解其在中国的应用状况非常重要。在运用文献计量分析方法，定量分析相关研究趋势和特点的基础上，详细阐述了基于GRACE卫星数据的地下水监测基本原理、监测方法和不确定性，并总结了中国地下水储量变化监测的范围、精度和结果。研究发现，基于GRACE卫星的中国地下水储量变化监测研究逐渐受到重视，相关的中英文论文数量与被引频次均呈上升趋势。常用的监测方法主要包括基于水量平衡原理估算地下水储量变化、利用GRACE卫星数据校准水文模型。基于GRACE数据的中国地下水储量变化监测热点是华北平原。监测结果与实测地下水数据吻合良好，二者相关系数均高于0.6。目前，基于GRACE卫星数据的中国地下水储量监测仍存在空间分辨率低、不确定性大等挑战。未来应该结合GPS数据、合成孔径雷达干涉测量和地下水储量实测数据进行综合分析，以提高监测精度和可靠性。

关键词: GRACE, 重力卫星, 地下水储量变化, 区域可持续性

The data acquired by Gravity Recovery and Climate Experiment (GRACE) satellite provides a new way for monitoring groundwater storage changes in China. It is vital to understand its applications in China. This paper systematically reviewed the research progress of groundwater storage monitoring in China based on GRACE data. First, we used the bibliometric analysis and quantitative analysis to clarify trends and characteristics of related studies. Then, we elaborated on the basic principles, methods and uncertainties of groundwater monitoring based on GRACE data. Furthermore, we reviewed the research progress from the aspects of spatial range, accuracies and findings. It was found that the groundwater storage monitoring in China based on GRACE data has gradually received more attention, and the numbers of relevant publications and total citations in both Chinese and English showed an increasing trend. The methods mainly include the principle of water balance and calibration of hydrological models using GRACE satellite data. Most of the relevant studies focused on the North China Plain. The monitoring results are in good agreement with the measured groundwater data, and their correlation coefficients are higher than 0.6. We suggested that the challenges such as low spatial resolution of GRACE data and the uncertainties in monitoring should be considered. In the future, global positioning system, interferometric synthetic aperture radar and groundwater level observation data can be integrated to improve the reliability of groundwater storage monitoring in China.

Key words: GRACE, Earth gravity satellites, Groundwater storage changes, Regional sustainability

中图分类号: 

图1 基于GRACE卫星监测中国地下水储量变化的论文数量和被引频次
Fig.1 Numbers of published papers and total citations for groundwater storage changes monitoring using GRACE data in China
图2 基于GRACE卫星监测中国地下水储量变化的期刊论文数量
Fig.2 Number of papers in different journals for groundwater storage changes monitoring using GRACE data in China
表1 基于 GRACE卫星监测中国地下水储量变化的高被引英文论文
Table 1 Highly cited English papers for groundwater storage changes monitoring using GRACE data in China
作者 发表年份 论文题目 期刊 引用量/次
Feng W, Zhong M, Lemoine J M，等[ 21 ] 2013 Evaluation of groundwater depletion in North China using the Gravity Recovery and Climate Experiment (GRACE) data and ground-based measurements Water Resources Research 210
Huang Z, Pan Y, Gong H，等[ 22 ] 2015 Subregional-scale groundwater depletion detected by GRACE for both shallow and deep aquifers in North China Plain Geophysical Research Letters 58
Chen J, Famigliett J S, Scanlon B R，等[ 23 ] 2016 Groundwater Storage Changes: Present Status from GRACE Observations Surveys in Geophysics 38
Tang Q, Zhang X, Tang Y[ 24 ] 2013 Anthropogenic impacts on mass change in North China Geophysical Research Letters 28
Pan Y, Zhang C, Gong H，等[ 25 ] 2017 Detection of human-induced evapotranspiration using GRACE satellite observations in the Haihe River basin of China Geophysical Research Letters 21
表2 基于 GRACE卫星监测中国地下水储量变化的高被引中文论文
Table 2 Highly cited Chinese papers for groundwater storage changes monitoring using GRACE data in China
作者 发表年份 论文题目 期刊 引用量/次
钟敏，段建宾，许厚泽，等[ 26 ] 2009 利用卫星重力观测研究近5年中国陆地水量中长空间尺度的变化趋势 科学通报 40
苏晓莉，平劲松，叶其欣[ 27 ] 2012 GRACE卫星重力观测揭示华北地区陆地水量变化 中国科学:地球科学 29
罗志才，李琼，钟波[ 28 ] 2012 利用GRACE时变重力场反演黑河流域水储量变化 测绘学报 20
曹艳萍，南卓铜，胡兴林[ 29 ] 2012 利用GRACE重力卫星数据反演黑河流域地下水变化 冰川冻土 18
卢飞，游为，范东明，等[ 30 ] 2015 由GRACE RL05数据反演近10年中国大陆水储量及海水质量变化 测绘学报 11
图3 基于GRACE卫星监测中国地下水储量变化研究的主题脉络关系分析
Fig.3 Analysis of research subject for groundwater storage changes monitoring using GRACE data in China
图4 GRACE卫星监测重力异常原理
Fig.4 The schematic of GRACE satellite for monitoring gravity anomaly
表3 GRACE数据产品
Table 3 GRACE products
数据产品 说明
Level-0 对卫星数据接收、记录、分解后得到的自动测量记录结果数据
Level-1A 原始数据经过校准和时间标记，进行非破坏性处理后的数据
Level-1B Level-1A数据经过扩展和不可逆转的处理，转换为编辑和清理后的1~5 s速率Level-1B数据产品，包括了卫星间距离、距离速率、距离加速度、每颗卫星的非重力加速度和轨道等，该数据用于计算以大地水准面高度或等效水高度表示的月重力场模型
Level-2 Level-2级产品是在Level-1B的基础上，将几个月的数据组合起来产生平均或静态重力场的估计值
Level-3 在Level-2基础上采用地球物理校正生成了Level-3数据
表4 基于 GRACE卫星数据监测中国地下水储量变化时的不确定性分析
Table 4 Uncertainty analysis for groundwater storage changes monitoring using GRACE data in China
来源 不确定性 解决方案 代表性 参考文献
GRACE数据 GRACE低阶C20项精度较低 替换为卫星激光测距仪观测的C20项 [ 26 ]
部分月份精度较低 GRACE数据月趋势项和平均值剔除 [ 53 ]
滑动平均法消除季节内的随机波动 [ 54 ]
部分月份数据缺失 线性插值法 [ 55 ]
平均值替代 [ 56 ]
GRACE后处理 GRACE高阶项存在误差 组合滤波法 [ 57 ]
高斯滤波法 [ 58 ]
GRACE高阶系数截断与滤波处理造成泄露误差 尺度因子衡量信号衰减程度 [ 11 ]
正演模拟法减小泄漏信号误差 [ 59 ]
空间约束法恢复信号 [ 49 ]
其他水层数据 水文模型不确定性 取多种水文模型均值 [ 49 ]
土壤水层深度不确定性 取不同模型的土壤含水量均值 [ 55 ]
地表水层水储量计算值与实际值差异较大 采用区域概化和空间插值的方法计算地表水变化 [ 48 ]
表5 基于 GRACE数据的中国地下水储量变化
Table 5 The GRACE data-based groundwater storage changes in China
流域 研究区

面积

/104 km2

 研究时段 GRACE数据产品

地下水等效水厚度变化率

/(mm/a）

 精度评价 参考文献
海河流域 华北平原 5.4 2003—2013年 CSR-RL05 山前平原（浅层）：-46.5±6.8； R2=0.91 [ 22 ]
8.6 中东部平原（承压）：-16.9±1.9 R2=0.75
14.0 2005—2013年 CSR-RL05 17.7±1.1 R=0.84 [ 52 ]
/ 2003—2014年 CSR-RL05 -14.1±0.1 R=0.64 [ 47 ]
黄河流域 黄土高原 68.0 2005—2014年 CSR-RL05 -6.5±0.7 R=0.72 [ 63 ]
河西走廊—阿拉善内流区 甘肃北山地区 6.0 2003—2012年 GFZ-RL05 -2.6 R=0.61 [ 64 ]
河西走廊 49.4 2002—2010年 CSR-RL05 -1.0 R=0.70 [ 65 ]
图5 基于GRACE 卫星监测地下水储量变化的未来展望
Fig.5 Future perspectives for groundwater storage changes monitoring based on GRACE satellite
1 Rodell M, Velicogna I, Famiglietti J S. Satellite-based estimates of groundwater depletion in India[J]. Nature, 2009, 460(7 258): 999-1 002.
2 Famiglietti J S. The global groundwater crisis[J]. Nature Climate Change, 2014, 4(11): 945-948.
3 Wada Y, van Beek L P H, Weiland F C S, et al. Past and future contribution of global groundwater depletion to sea-level rise[J]. Geophysical Research Letters, 2012, 39(9). DOI:10.1029/2012gl051230.
doi: 10.1029/2012gl051230    
4 Shah T, Molden D J, Sakthivadivel R, et al. The global groundwater situation: Overview of opportunities and challenges[J]. IWMI Books, 2000, 36(43): 4 142-4 150.
5 Qiu J. China faces up to groundwater crisis[J]. Nature, 2010, 466(7 304): 308.
6 Yi S, Wang Q, Sun W. Basin mass dynamic changes in China from GRACE based on a multibasin inversion method[J]. Journal of Geophysical Research-Solid Earth, 2016, 121(5): 3 782-3 803.
7 Chen Rensheng, Kang Ersi, Yang Jianping, et al. Seasonal groundwater level variance in midstream of Heihe Mainstream Basin [J]. Journal of Arid Land Resources and Environment, 2003,17(5):36-43.
陈仁升, 康尔泗, 杨建平, 等. 黑河干流中游地区季平均地下水位变化分析[J]. 干旱区资源与环境，2003,17(5):36-43.
8 Liu J, Cao G, Zheng C. Sustainability of groundwater resources in the North China Plain[M]//Jones J A A. Sustaining Groundwater Resources. New York: Springer, 2010.
9 Ren Yongqiang, Pan Yun, Gong Huili. Haihe Basin groundwater reserves space trend analysis[J]. Journal of Capital Normal University(Natural Sciences Edition), 2014, 35(2): 89-98.
任永强, 潘云, 宫辉力. 海河流域地下水储量空间变化趋势分析[J]. 首都师范大学学报：自然科学版， 2014， 35(2)： 89-98.
10 Shen H, Leblanc M, Tweed S, et al. Groundwater depletion in the Hai River Basin, China, from in situ and GRACE observations[J]. Hydrological Sciences Journal, 2015, 60(4): 671-687.
11 Li Wanqiu, Wang Wei, Zhang Chuanyin, et al. Monitoring groundwater storage variations in the Guanzhong area using GRACE satellite gravity data[J]. Chinese Journal of Geophysics, 2018, 61(6): 2 237-2 245.
李婉秋, 王伟, 章传银, 等. 利用GRACE卫星重力数据监测关中地区地下水储量变化[J]. 地球物理学报, 2018, 61(6): 2 237-2 245.
12 Rodell M, Chen J L, Kato H, et al. Estimating groundwater storage changes in the Mississippi River basin (USA) using GRACE[J]. Hydrogeology Journal, 2007, 15(1): 159-166.
13 Rodell M, Famiglietti J S. The potential for satellite-based monitoring of groundwater storage changes using GRACE: The High Plains aquifer, Central US[J]. Journal of Hydrology, 2002, 263(1/4): 245-256.
14 Ramillien G, Famiglietti J S, Wahr J. Detection of continental hydrology and glaciology signals from GRACE: A review[J]. Surveys in Geophysics， 2008, 29(4/5): 361-374.
15 Jiang D, Wang J, Huang Y, et al. The review of GRACE data applications in terrestrial hydrology monitoring[J]. Advances in Meteorology, 2014, 12: 758-767.
16 Lo M H, Famiglietti J S, Reager J T,et al. GRACE-Based estimates of global groundwater depletion[M]//Tang Q, Oki T. Terrestrial Water Cycle and Climate Change: Natural and Human-Induced Impacts (Vol. 221, pp. 137-146). Washington: Amer Geophysical Union, 2016.
17 Hu Litang, Sun Kangning, Yin Wenjie. Review on the application of GRACE satellite in regional groundwater management[J]. Journal of Earth Sciences and Environment, 2016, 38(2): 258-266.
胡立堂, 孙康宁, 尹文杰. GRACE卫星在区域地下水管理中的应用潜力综述[J]. 地球科学与环境学报, 2016, 38(2): 258-266.
18 Zheng Qiuyue, Chen Shi. Review on the recent developments of terrestrial water storage variations using GRACE satellite-based datum[J]. Progress in Geophysics, 2015, 134(6): 177-189.
郑秋月, 陈石. 应用GRACE卫星重力数据计算陆地水变化的相关进展评述[J]. 地球物理学进展, 2015, 134(6): 177-189.
19 Feng W, Shum C K, Zhong M, et al. Groundwater storage changes in China from satellite gravity: An overview[J]. Remote Sensing, 2018, 10(5). DOI:10.3390/rs10050674.
doi: 10.3390/rs10050674    
20 Frappart F, Ramillien G. Monitoring groundwater storage changes using the Gravity Recovery and Climate Experiment (GRACE) satellite mission: A review[J]. Remote Sensing, 2018, 10(6). DOI:10.3390/rs10060829.
doi: 10.3390/rs10060829    
21 Feng W, Zhong M, Lemoine J M, et al. Evaluation of groundwater depletion in North China using the Gravity Recovery and Climate Experiment (GRACE) data and ground-based measurements[J]. Water Resources Research, 2013, 49(4):2 110-2 118.
22 Huang Z, Pan Y, Gong H, et al. Subregional-scale groundwater depletion detected by GRACE for both shallow and deep aquifers in North China Plain[J]. Geophysical Research Letters, 2015, 42(6): 1 791-1 799.
23 Chen J, Famigliett J S, Scanlon B R, et al. Groundwater storage changes: Present status from GRACE observations[J]. Surveys in Geophysics, 2016, 37: 397-417.
24 Tang Q, Zhang X, Tang Y. Anthropogenic impacts on mass change in North China[J]. Geophysical Research Letters, 2013, 40. DOI:10.1002/grl.50790.
doi: 10.1002/grl.50790    
25 Pan Y, Zhang C, Gong H, et al. Detection of human-induced evapotranspiration using GRACE satellite observations in the Haihe River basin of China[J]. Geophysical Research Letters, 2017,44(1): 190-199.
26 Zhong Min, Duan Jianbin, Xu Houze, et al. Trend of China land water storage redistribution at medi-and large-spatial scales in recent five years by satellite gravity observations[J]. Chinese Science Bulletin, 2009, 54(9): 1 290-1 294.
钟敏，段建宾，许厚泽, 等. 利用卫星重力观测研究近5年中国陆地水量中长空间尺度的变化趋势[J]. 科学通报, 2009, 54(9): 1 290-1 294.
27 Su Xiaoli, Ping Jinsong, Ye Qixin. Terrestrial water variations in the North China Plain revealed by the GRACE mission[J]. Scientia Sinica Terrae, 2012, 42(6): 917-922.
苏晓莉, 平劲松, 叶其欣. GRACE卫星重力观测揭示华北地区陆地水量变化[J]. 中国科学:地球科学, 2012, 42(6): 917-922.
28 Luo Zhicai, Li Qiong, Zhong Bo. Water storage variations in Heihe River Basin recovered from GRACE temporal gravity field[J]. Acta Geodaetica et Cartographica Sinica, 2012, 41(5): 676-681.
罗志才, 李琼, 钟波. 利用GRACE时变重力场反演黑河流域水储量变化[J]. 测绘学报, 2012, 41(5): 676-681.
29 Cao Yanping, Zhuotong Nan, Hu Xinglin. Changes of groundwater storage in the Heihe River Basin derived from GRACE gravity satellite data[J]. Journal of Glaciology and Geocryology, 2012, 34(3): 680-689.
曹艳萍, 南卓铜, 胡兴林. 利用GRACE重力卫星数据反演黑河流域地下水变化[J]. 冰川冻土, 2012, 34(3): 680-689.
30 Lu Fei, You Wei, Fan Dongming, et al. Chinese continental water storage and ocean water mass variations analysis in recent ten years based on GEACE RL05 data[J]. Acta Geodaetica et Cartographica Sinica, 2015， 44(2):160-167.
卢飞, 游为, 范东明, 等. 由GRACE RL05数据反演近10年中国大陆水储量及海水质量变化[J]. 测绘学报, 2015，44(2):160-167.
31 Tapley B D, Bettadpur S, Watkins M, et al. The gravity recovery and climate experiment: Mission overview and early results[J]. Geophysical Research Letters, 2004, 31(9). DOI:10.1029/2004GL019920.
doi: 10.1029/2004GL019920    
32 Swenson S, Wahr J, Milly P C D. Estimated accuracies of regional water storage variations inferred from the Gravity Recovery and Climate Experiment (GRACE)[J]. Water Resources Research, 2003, 39(8). DOI:10.1029/2002WR001808.
doi: 10.1029/2002WR001808    
33 Sun Zhangli. Drought and Flood Disaster Study Based on GRACE Data Over the Yangtze River Basin[D]. Beijing: Beijing Normal University,2018.
孙章丽. 基于GRACE卫星数据的长江流域旱涝灾害研究[D]. 北京: 北京师范大学, 2018.
34 Adam D. Gravity measurement: Amazing GRACE[J]. Nature, 2002, 416(6 876): 10-11.
35 Zheng Wei, Xu Houze, Zhong Min, et al. Effective processing of measured data from GRACE key payloads and accurate determination of Earth's gravitational field[J]. Chinese Journal of Geophysics, 2009, 52(8): 1 966-1 975.
郑伟, 许厚泽, 钟敏, 等.卫星关键载荷实测数据的有效处理和地球重力场的精确解算[J]. 地球物理学报, 2009, 52(8): 1 966-1 975.
36 Strassberg G, Scanlon B R, Rodell M. Comparison of seasonal terrestrial water storage variations from GRACE with groundwater-level measurements from the High Plains Aquifer (USA)[J]. Geophysical Research Letters, 2007, 34(14). DOI:10.1029/2007gl030139.
doi: 10.1029/2007gl030139    
37 Yeh P J F, Swenson S C, Famiglietti J S, et al. Remote sensing of groundwater storage changes in Illinois using the Gravity Recovery and Climate Experiment (GRACE)[J]. Water Resources Research, 2006, 42(12). DOI:10.1029/2006WR005374.
doi: 10.1029/2006WR005374    
38 Long D, Scanlon B R, Longuevergne L, et al. GRACE satellite monitoring of large depletion in water storage in response to the 2011 drought in Texas[J]. Geophysical Research Letters, 2013, 40(13): 3 395-3 401.
39 Long D, Longuevergne L, Scanlon B R. Global analysis of approaches for deriving total water storage changes from grace satellites[J]. Water Resources Research, 2015, 51(4): 2 574-2 594.
40 Long D, Chen X, Scanlon B R, et al. Have GRACE satellites overestimated groundwater depletion in the northwest India aquifer?[J]. Scientific Reports, 2016, 6(1): 24 398. DOI:10.1038/srep24398.
doi: 10.1038/srep24398    
41 Rodell M, Chen J L, Kato H, et al. Estimating groundwater storage changes in the Mississippi River Basin (USA) using GRACE[J]. Hydrogeology Journal, 2007, 15(1): 159-166.
42 Castle S L, Thomas B F, Reager J T, et al. Groundwater depletion during drought threatens future water security of the Colorado River Basin[J]. Geophysical Research Letters, 2014, 41(16): 5 904-5 911.
43 Zhong Y, Zhong M, Feng W, et al. Groundwater depletion in the west Liaohe river basin, China and its implications revealed by grace and in situ measurements[J]. Remote Sensing, 2018, 10(4): 493. DOI: 10.3390/rs10040493.
doi: 10.3390/rs10040493    
44 Lin M, Biswas A, Bennett E M. Identifying hotspots and representative monitoring area of groundwater changes with time stability analysis[J]. Science of the Total Environment, 2019, 667: 419-426.
45 Sun A Y, Green R, Swenson S, et al. Toward calibration of regional groundwater models using GRACE data[J]. Journal of Hydrology, 2012, 422: 1-9.
46 Hu L, Jiao J. Calibration of a large-scale groundwater flow model using GRACE data: A case study in the Qaidam Basin, China[J]. Hydrogeology Journal, 2015, 23(7): 1 305-1 317.
47 Tangdamrongsub N, Han S C, Tian S Y, et al. Evaluation of groundwater storage variations estimated from GRACE data assimilation and state-of-the-art land surface models in Australia and the North China Plain[J]. Remote Sensing, 2018, 10(3). DOI:10.3390/rs10030483.
doi: 10.3390/rs10030483    
48 Zhou Zhicai, Wang Weiping, Li Bingyao. Research on groundwater reserve variation regulations in Huaihe Basin based on GRACE temporal gravity field[J]. Water Resources and Power, 2017, 35(10):37-41.
周志才, 王卫平, 李冰瑶. 基于GRACE卫星时变重力场的淮河流域地下水储量变化规律研究[J]. 水电能源科学, 2017, 35(10):37-41.
49 Feng Wei, Wang Changqing, Mu Dapeng, et al. Groundwater storage variations in the North China Plain from GRACE with spatial constraints[J]. Chinese Journal of Geophysics, 2017, 60(5): 1 630-1 642.
冯伟, 王长青, 穆大鹏, 等. 基于GRACE的空间约束方法监测华北平原地下水储量变化[J]. 地球物理学报, 2017, 60(5): 1 630-1 642.
50 Huo A, Peng J, Chen X, et al. Groundwater storage and depletion trends in the Loess areas of China[J]. Environmental Earth Sciences, 2016, 75(16). DOI:10.1007/s12665-016-5951-4.
doi: 10.1007/s12665-016-5951-4    
51 Ran Quan, Pan Yun, Wang Yiru, et al. Estimation of annual groundwater exploitation in Haihe River Basin by use of GRACE satellite data[J]. Advances in Science and Technology of Water Resources, 2013, (2):42-46.
冉全, 潘云, 王一如, 等. GRACE卫星数据在海河流域地下水年开采量估算中的应用[J]. 水利水电科技进展, 2013, (2):42-46.
52 Gong H, Pan Y, Zheng L, et al. Long-term groundwater storage changes and land subsidence development in the North China Plain (1971-2015)[J]. Hydrogeology Journal, 2018, 26(5): 1 417-1 427.
53 Li Jie, Fan Dongming, You Wei. Using GRACE to monitor regional drought in China and its influencing factors[J]. Journal od Geodesy and Geodynamics, 2019, 39(6): 587-595.
李杰, 范东明, 游为. 利用GRACE监测中国区域干旱及其影响因素分析[J]. 大地测量与地球动力学, 2019, 39(6): 587-595.
54 Sun Qian, Baidourela A. Mathematical fitting of influencing factors and measured groundwater level: Take Keriya River Basin in Hetian area as an example[J]. Progress in Geography, 2018, 37(7): 50-60.
孙倩, 阿丽亚·拜都热拉. 基于GRACE卫星和GLDAS系统的地下水水位估算模型——以和田地区克里雅河流域为例[J]. 地理科学进展, 2018, 37(7): 50-60.
55 Hao Z, Zhao H, Zhang C, et al. Correlation analysis between groundwater decline trend and human-induced factors in Bashang region[J]. Water, 2019, 11(3): 473.
56 Shu Qiuyan, Pan Yun, Gong Huili, et al. Spatiotemporal analysis of GRACE-based groundwater storage variation in North China Plain[J]. Remote Sensing for Land and Resources，2018, 30(2):132-137.
束秋妍, 潘云, 宫辉力, 等. 基于GRACE的华北平原地下水储量时空变化分析[J].国土资源遥感, 2018, 30(2):132-137.
57 Guo J, Zhou L, Yao C, et al. Surface subsidence analysis by multi-temporal InSAR and GRACE: A case study in Beijing[J]. Sensors, 2016, 16(9). DOI:10.3390/s16091495.
doi: 10.3390/s16091495    
58 Zhou Yadong, He Baoyin, Kou Jiefeng, et al. A preliminary study on the influence of declining groundwater level on the planetary boundary layer height in North China Plain[J]. Journal of Huazhong Normal University(Natural Sciences), 2018, 52(4):589-598.
周亚东, 何报寅, 寇杰锋, 等. 华北平原地下水水位持续下降对大气边界层高度影响的初步研究[J]. 华中师范大学学报:自然科学版, 2018, 52(4):589-598.
59 Chen J, Wilson C R, Li J, et al. Reducing leakage error in GRACE-observed long-term ice mass change: A case study in West Antarctica[J]. Journal of Geodesy, 2015, 89(9): 925-940.
60 Hu Z, Zhou Q, Chen X, et al. Groundwater depletion estimated from GRACE: A challenge of sustainable development in an arid region of central Asia[J]. Remote Sensing, 2019, 11: 1908. DOI:10.3390/rs11161908.
doi: 10.3390/rs11161908    
61 Wu Yunlong, Li Hui, Zou Zhengbo, et al., Investigation of water storage variation in the Heihe River using the Forward-Modeling method[J]. Chinese Journal of Geophysics, 2015, 58(10): 3 507-3 516.
吴云龙, 李辉, 邹正波,等. 基于Forward-Modeling方法的黑河流域水储量变化特征研究[J]．地球物理学报, 2015, 58(10): 3 507-3 516.
62 Jiao J, Zhang X, Wang X. Satellite-based estimates of groundwater depletion in the Badain Jaran Desert, China[J]. Scientific Reports, 2015, 5. DOI:10.1038/srep08960.
doi: 10.1038/srep08960    
63 Xie X, Xu C, Wen Y, et al. Monitoring groundwater storage changes in the Loess Plateau using GRACE satellite gravity data, hydrological models and coal mining data[J]. Remote Sensing, 2018, 10(4): 605.
64 Yin Wenjie, Hu Litang, Wang Jingrui. Changes of groundwater storage variation based on GRACE data at the Beishan area, Gansu Province[J]. Hydrogeology and Engineering Geology, 2015, 42(4): 29-34.
尹文杰, 胡立堂, 王景瑞. 基于GRACE重力卫星的甘肃北山地区地下水储量变化规律研究[J]. 水文地质工程地质, 2015, 42(4): 29-34.
65 Tangdamrongsub N, Steele-Dunne S C, Gunter B C, et al. Improving estimates of water resources in a semi-arid region, by assimilating GRACE data into the PCR-GLOBWB, hydrological model[J]. Hydrology and Earth System Sciences, 2017, 21(4): 2 053-2 074.
66 Chen J, Famiglietti J S, Scanlon B R, et al. Groundwater storage changes: Present status from GRACE observations[J]. Surveys in Geophysics, 2016, 37(2): 397-417.
67 Castellazzi P, Longuevergne L, Martel R, et al. Quantitative mapping of groundwater depletion at the water management scale using a combined GRACE/InSAR approach[J]. Remote Sensing of Environment, 2018, 205: 408-418.
68 Zhang Tieqin, He Qisheng, Jing Chenlin, et al. Dynamic monitoring of groundwater in the plain area of Beijing based on InSAR[J]. Science Technology and Engineering, 2019, 19(12): 16-22.
张铁勤, 何祺胜, 荆琛琳, 等. 基于InSAR的北京市平原区地下水动态监测[J]. 科学技术与工程, 2019, 19(12): 16-22.
[1] 陈俊勇. 重力卫星五年运行对求定地球重力场模型的进展和展望[J]. 地球科学进展, 2006, 21(7): 661-666.
阅读次数
全文


摘要

网站版权所有 © 《地球科学进展》编辑部
地址：甘肃省兰州市天水中路8号
QQ：114723517
电话：0931-8762293　E-mail：adearth@lzb.ac.cn
陇ICP备2021001824号-5　 甘公网安备62010202000687