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1.
The Gravity Recovery and Climate Experiment (GRACE) satellite mission is aimed at assessment of groundwater storage under different terrestrial conditions. The main objective of the presented study is to highlight the significance of aquifer complexity to improve the performance of GRACE in monitoring groundwater. Vidarbha region of Maharashtra, central India, was selected as the study area for analysis, since the region comprises a simple aquifer system in the western region and a complex aquifer system in the eastern region. Groundwater-level-trend analyses of the different aquifer systems and spatial and temporal variation of the terrestrial water storage anomaly were studied to understand the groundwater scenario. GRACE and its field application involve selecting four pixels from the GRACE output with different aquifer systems, where each GRACE pixel encompasses 50–90 monitoring wells. Groundwater storage anomalies (GWSA) are derived for each pixel for the period 2002 to 2015 using the Release 05 (RL05) monthly GRACE gravity models and the Global Land Data Assimilation System (GLDAS) land-surface models (GWSAGRACE) as well as the actual field data (GWSAActual). Correlation analysis between GWSAGRACE and GWSAActual was performed using linear regression. The Pearson and Spearman methods show that the performance of GRACE is good in the region with simple aquifers; however, performance is poorer in the region with multiple aquifer systems. The study highlights the importance of incorporating the sensitivity of GRACE in estimation of groundwater storage in complex aquifer systems in future studies. 相似文献
2.
Ellen Hachborn Aaron Berg Jana Levison Jaison Thomas Ambadan 《Hydrogeology Journal》2017,25(8):2391-2402
Amidst changing climates, understanding the world’s water resources is of increasing importance. In Ontario, Canada, low water conditions are currently assessed using only precipitation and watershed-based stream gauges by the Conservation Authorities in Ontario and the Ministry of Natural Resources and Forestry. Regional groundwater-storage changes in Ontario are not currently measured using satellite data by research institutes. In this study, contributions from the Gravity Recovery and Climate Experiment (GRACE) data are compared to a hydrogeological database covering southern Ontario from 2003 to 2013, to determine the suitability of GRACE total water storage estimates for monitoring groundwater storage in this location. Terrestrial water storage data from GRACE were used to determine monthly groundwater storage (GWS) anomaly values. GWS values were also determined by multiplying groundwater-level elevations (from the Provincial Groundwater Monitoring Network wells) by specific yield. Comparisons of GRACE-derived GWS to well-based GWS data determined that GRACE is sufficiently sensitive to obtain a meaningful signal in southern Ontario. Results show that GWS values produced by GRACE are useful for identifying regional changes in groundwater storage in areas with limited available hydrogeological characterization data. Results also indicate that GRACE may have an ability to forecast changes in groundwater storage, which will become useful when monitoring climate shifts in the near future. 相似文献
3.
Application assessment of GRACE and CHIRPS data in the Google Earth Engine to investigate their relation with groundwater resource changes(Northwestern region of Iran) 
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下载免费PDF全文 Mehdi Afraz Mobin Eftekhari Mohammad Akbari Elyasi Ali Haji Zahra Noghani 《地下水科学与工程》2021,9(2):102-113
In recent years, drought has become a global issue, especially in arid and semi-arid areas. It is without doubt that the identification and monitoring of the drought phenomenon can help to reduce the damages that would occur. In addition, rain is one of the factors which directly affect the water levels of underground water reservoirs. This research applied a linear gradient regression method developed on the basis of GRACE, CHIRPS, and data from monitoring wells to investigate the groundwater storage changes.These data have been analyzed on the Google Earth Engine platform. In order to conduct temporal and spatial analyses, the water levels of the aquifer were generated from the monitoring wells and zoned into five classes. Also, the amount of water storage and rain from the year 2003 to 2017 in the West Azerbaijan Province were investigated using the GRACE satellite and the CHIRPS data, respectively. The results obtained from the GRACE satellite data show that the average water level in the underground reservoirs in Iran had started to decrease since 2008 and reached its peak in 2016 with an average decrease of 16 cm in that year. The average annual decline of groundwater level in the studied time period was 5 cm. A chart developed from the CHIRPS annual rainfall data indicates that the biggest decline in rainfall occurred in 2008, and the declining trend has remained steady. Linear analyses were made on GRACE with CHIRPS results and monitoring wells data separately, from which the correlation coefficients are between 86% and 97%, showing generally high correlations. Furthermore, the results obtained from the zoning of the aquifer showed that in the period of 2004 to 2016, due to the decrease in rainfall and the excessive withdrawal of groundwater, the water levels also decreased. 相似文献
4.
塔里木河流域位于中国西北干旱区,降水稀少,生态脆弱,水资源是维系当地社会经济发展和生态健康的关键因素。文章利用GRACE重力卫星数据和GLDAS全球陆面同化系统数据识别了塔里木河流域2003~2019年地下水储量变化,并分析其时空分布规律。结果显示,2003~2019年间塔里木河流域地下水储量整体呈下降趋势,速率为-2.13 mm/a。在空间分布上,由北向南,地下水储量的下降降幅逐渐减少,天山南坡中段地区地下水亏损最大,而塔里木河下游地下水储量稳步回升,与近十多年的应急生态输水有关。此外,塔里木河流域地下水储量变化与年降水量存在比较一致的年际变化特征。2004、2006~2009年降水量偏少,地下水储量显著减少,降水量多的年份,地下水储量出现回升。基于GRACE和GLDAS的地下水储量分析方法对于对监测缺乏地下水站网的塔里木河流域地下水资源具有较大应用潜力。 相似文献
5.
地下水的赋存和埋深是地下水资源勘察的重要内容。遥感技术具有数据获取快、综合成本低、观测尺度大等诸多优势。基于遥感的地下水资源评估技术一直受到研究人员的关注,也是遥感应用研究中的热点和难点。回顾总结了遥感技术在评估地下水赋存和埋深领域的应用与研究进展,根据不同评估技术的特点将其划分为单因子模型评估法、多因子综合模型评估法、重力卫星数据评估法3种。得出以下结论: ①地下水遥感评估技术经过多年发展,模型方法更加多样,精确度不断提高,可以作为传统地下水资源勘察的重要辅助手段; ②遥感评估地下水赋存的研究发展迅速,但针对地下水埋深信息的评估研究进展相对缓慢; ③高时空分辨率遥感技术和机器学习技术的结合运用、无人机遥感技术的应用是地下水资源遥感评估技术的未来发展方向。 相似文献
6.
地下水的赋存和埋深是地下水资源勘察的重要内容。遥感技术具有数据获取快、综合成本低、观测尺度大等诸多优势。基于遥感的地下水资源评估技术一直受到研究人员的关注,也是遥感应用研究中的热点和难点。回顾总结了遥感技术在评估地下水赋存和埋深领域的应用与研究进展,根据不同评估技术的特点将其划分为单因子模型评估法、多因子综合模型评估法、重力卫星数据评估法3种。得出以下结论①地下水遥感评估技术经过多年发展,模型方法更加多样,精确度不断提高,可以作为传统地下水资源勘察的重要辅助手段;②遥感评估地下水赋存的研究发展迅速,但针对地下水埋深信息的评估研究进展相对缓慢;③高时空分辨率遥感技术和机器学习技术的结合运用、无人机遥感技术的应用是地下水资源遥感评估技术的未来发展方向。 相似文献
7.
Gravity Recovery and Climate Experiment (GRACE) derived groundwater storage (GWS) data are compared with in-situ groundwater levels from five groundwater basins in Jordan, using newly gridded GRACE GRCTellus land data. It is shown that (1) the time series for GRACE-derived GWS data and in-situ groundwater-level measurements can be correlated, with R 2 from 0.55 to 0.74, (2) the correlation can be widely ascribed to the seasonal and trend component, since the detrended and deseasonalized time series show no significant correlation for most cases, implying that anomalous signals that deviate from the trend or seasonal behaviour are overlaid by noise, (3) estimates for water losses in Jordan based on the trend of GRACE data from 2003 to 2013 could be up to four times higher than previously assumed using estimated recharge and abstraction rates, and (4) a significant time-lagged cross correlation of the monthly changes in GRACE-derived groundwater storage and precipitation data was found, suggesting that the conventional method for deriving GWS from GRACE data probably does not account for the typical conditions in the study basins. Furthermore, a new method for deriving plausible specific yields from GRACE data and groundwater levels is demonstrated. 相似文献
8.
Estimating groundwater storage changes in the Mississippi River basin (USA) using GRACE 总被引：7，自引：0，他引：7
Matthew Rodell Jianli Chen Hiroko Kato James S. Famiglietti Joe Nigro Clark R. Wilson 《Hydrogeology Journal》2007,15(1):159-166
Based on satellite observations of Earth’s time variable gravity field from the Gravity Recovery and Climate Experiment (GRACE), it is possible to derive variations in terrestrial water storage, which includes groundwater, soil moisture, and snow. Given auxiliary information on the latter two, one can estimate groundwater storage variations. GRACE may be the only hope for groundwater depletion assessments in data-poor regions of the world. In this study, soil moisture and snow were simulated by the Global Land Data Assimilation System (GLDAS) and used to isolate groundwater storage anomalies from GRACE water storage data for the Mississippi River basin and its four major sub-basins. Results were evaluated using water level records from 58 wells set in the unconfined aquifers of the basin. Uncertainty in the technique was also assessed. The GRACE-GLDAS estimates compared favorably with the well based time series for the Mississippi River basin and the two sub-basins that are larger than 900,000 km2. The technique performed poorly for the two sub-basins that have areas of approximately 500,000 km2. Continuing enhancement of the GRACE processing methods is likely to improve the skill of the technique in the future, while also increasing the temporal resolution. 相似文献
9.
黄河流域是我国目前主要的煤炭经济可采量和产能聚集地。了解和掌握黄河流域水资源及其变化不仅是推进黄河流域水资源节约集约利用的前提,更是开展黄河流域煤炭矿区生态保护与高质量发展的基础。相较于传统地面水资源监测手段受限于监测点分布和数目的影响,GRACE重力卫星为中长尺度陆地水储量时空变化研究提供一种新的途径。利用GRACE重力卫星数据,开展2002年4月到2017年6月黄河流域水储量的时空变化规律研究。利用纬圈长度加权平均,计算黄河上中下游水储量变化均值,发现黄河不同流段表现不同的变化趋势,且反映出2003年黄河流域水资源变化受到洪水等因素影响。进一步通过箱形图分析黄河流域上中下游水储量的月平均变化规律,反映出该流域“冬干春旱,夏秋多雨”的气候特点与水储量变化的密切关系。采用时间序列分解方法分析整个黄河流域水储量变化的趋势、年周期及半年周期等特征。结果表明,黄河流域水储量变化存在随经度由西向东递减趋势越来越明显的现象,其中黄河上游源头附近区域的水储量变化呈微弱的增长趋势;黄河流域水储量变化年周期和半年周期振幅存在明显区域差异,这与高山融雪、降水量的季节性差别及区域气候环境密切相关。了解和掌握上述黄河流域水储量时空变化,可为流域矿区的生态保护与可持续发展提供基础数据与参考。 相似文献
10.
Most studies using GRACE (Gravity Recovery and Climate Experiment) data for examining water storage anomalies have rich hydrogeological databases. Here, GRACE data are analyzed for southern Mali, Africa, a region with sparse hydrogeological data. GRACE data (2002?C2008) did not overlap with observed groundwater-level data (1982?C2002). Terrestrial water storage from GRACE was corrected for soil moisture using the Global Land Data Assimilation System (GLDAS) model to obtain monthly groundwater storage anomalies and annual net recharge. Historical storage anomalies and net recharge were determined using the water-table fluctuation method for available observation wells. Average annual net recharge averaged 149.1?mm (or 16.4% of annual rainfall) and 149.7?mm (14.8%) from historical water level and GRACE data, respectively. Monthly storage anomaly lows and peaks were observed in May and September, respectively, but have a shift in peak to November using the corrected GRACE data, suggesting that the GLDAS model may poorly predict the timing of soil-water storage in this region. Notwithstanding problems with the GLDAS model, the soil moisture-corrected GRACE data accurately predict the relative timing and magnitude of groundwater-storage changes, suggesting that GRACE data are valuable for identifying long-term regional changes in groundwater storage in areas with sparse hydrogeological data. 相似文献
11.
预警等级及阈值的科学确定对地下水污染风险预警系统的建立起着至关重要的作用。当前我国地下水污染风险预警相关研究尚处在探索阶段,未形成科学完备的理论与方法体系。文章基于国内外已有研究报道,较系统地梳理了地下水污染风险预警相关研究,归纳总结了预警等级及阈值确定方法的研究现状,并对进一步研究做了展望。目前阈值主要的划定方法有相关标准法、临界值法、综合评判法等。相关标准法适用于大尺度宏观区域,临界值法在基础资料较完善的研究区域具有较强的针对性和准确性,而综合评判法能够处理多个变量因素,能对定性因素做出量化评价,适用于变量、定性因素较多的研究区域,为不同条件研究区地下水污染风险预警等级划分及阈值划定方法的选择提供了理论依据。最后指出在完善我国地下水污染风险预警体系理论方法的工作中,应当进一步关注:（1）多学科研究成果的交叉渗透,借助多方法交互应用;（2）加强与地下水污染相关的水文地质调查与监测工作,不断提高地下水污染调查研究程度;（3）综合分析地质、污染源、地下水价值及动态等地下水污染影响因素,以提高预警结果科学性。 相似文献
12.
利用GRACE重力卫星数据反演黑河流域地下水变化 总被引：9，自引：0，他引：9
干旱区地表水资源有限, 地下水资源被超采利用, 黑河流域是西北干旱区典型内陆河流域, 有同样的地下水资源利用问题. 然而由于监测地下水变化的测井数目有限且分布不均, 难以从流域尺度上把握地下水资源的时空变化. 利用GRACE重力测量卫星数据反演黑河流域2003-2008年间的地下水时空变化, 为合理分配利用水资源提供科学依据, 为掌握无资料区域地下水水资源及其变化趋势提供了计算方法. 为验证GRACE反演结果的可靠性, 首先将计算出的黑河中上游地下水的变化, 与该区域实测地下水变化数据进行对比分析, 结果显示二者之间相关性较好, 在一定程度上表明GRACE数据具备反演整个黑河流域水储量变化及其各个组分的能力. 此后, 利用GRACE数据反演了全黑河流域的地下水变化, 对其时空变化进行了分析和讨论. 结果表明: 黑河流域2003-2004年间地下水减少的幅度越来越少, 2005年夏季期间地下水资源量增加量最多, 自此地下水增加幅度逐渐减少, 至2008年趋于平衡. 空间上流域局部变化波动较大, 2003-2004年间黑河上游地下水资源量处于减少状态, 2005年相对于6 a地下水平均含量有轻微增加趋势, 2006年处于6 a平均值状态, 2007-2008年有稍微上升趋势; 中游在2005年有略微的上升, 之后3 a下降; 下游地下水含量在6 a中整体呈上升趋势. 相似文献
13.
Terrestrial water storage (TWS), a sum total of water stored on or beneath the earth’s surface, transits in response to hydroclimatic processes such as precipitation, evapo-transpiration, runoff etc. and serves an indicator of hydrological condition of a region. We analyse spatio-temporal variance of water storage in Krishna Basin, India, derived from in-situ groundwater data and Gravity Recovery and Climate Experiment (GRACE) satellite data in order to determine physical causes of variations, and compare the variance with climatic factors such as Cumulative Rainfall Departure (CRD) and drought index i.e. Standardized Precipitation Index (SPI). GRACE satellite based TWS is found to reflect insitu groundwater changes and also shows a relationship with drought patterns as indicated by a good correlation with SPI. The largest part of TWS represents seasonal flux, and at an interannual scale, TWS depicts spatio-temporal variability in response to drought index viz. SPI. We infer that the groundwater storage derived from GRACE time-variable gravity solutions can be utilised to complement in-situ observations at basin scale and it reflects climatic forcing quite well. 相似文献
14.
Ahmed M. Yosri Mohamed A. Abd-Elmegeed Ahmed E. Hassan 《Arabian Journal of Geosciences》2016,9(10):567
Gravity Recovery and Climate Experiment (GRACE) level two (L2) data is used in estimating the groundwater storage changes (GWSC) in the Nubian Sandstone Aquifer System (NSAS). This set of data consists of spherical harmonics coefficients with specific degree and order. The GRACE data is de-correlated using a sixth degree polynomial in order to reduce the effect of the noise error resulting from the correlation between the spherical harmonics coefficients with the same degree parity. The GRACE estimates of GWSC are smoothed using Gaussian filter with half width of 1000 km. This half width is chosen in order to maximize the correlation between the GRACE estimates of GWSC and previous modeling results of the NSAS. The loss in groundwater storage occurring in each of the four countries sharing the NSAS is calculated to assess the sustainability of using the NSAS as a water resource in each country. The overarching finding in this study is that NSAS is losing its groundwater storage at a very high rate. Also, it is found that Egypt is the fastest in losing its groundwater storage from the NSAS. This loss of groundwater storage in Egypt may not necessarily be resulting from in-country extractions because of the trans-boundary nature of this aquifer. The GRACE-based estimates are found to be close to available data and previous modeling results of the NSAS. 相似文献
15.
Wei Changshou Du Zhixing Zhou Maosheng Zhang Minggang Sun Yuchao Liu Yuzhen 《Hydrogeology Journal》2023,31(4):967-983
The combination of GRACE and hydrological models is widely used for quantification and time-varying analysis of groundwater storage, and several signal-processing tools have been adopted in recent years. However, the popular empirical models constrained by a priori functions, such as least squares fitting, cannot comprehensively reveal the transient variation of nonlinear or nonstationary signal sequences. An emerging self-adaptive signal-processing tool named extreme-point symmetric mode decomposition (ESMD), used with independent component analysis (ICA), has been applied to investigate spatiotemporal characteristics of GRACE-derived groundwater storage (GWS) change in the Murray-Darling Basin, Australia. Although ESMD is firstly applied to GRACE signal analysis, the result is effective and credible. ESMD can explore finer periodic components than the least-squares fitting, and the adaptive ESMD method can more sensitively estimate transient trend change and anomalies in nonlinear or nonstationary signals compared with a priori models. These findings coincide well with hydrometeorological conditions, such as “the Millennium Drought” in Australia’s mainland and the 2010–2012 La Niña event. ICA can also separate the relative independent components of groundwater storage change and qualitatively investigate the spatial weights with corresponding time coefficients. The results suggest that rainfall may be the main input source or influencing factor of groundwater circulation. Contrasting long-term trends between the northern and southern parts of the basin are attributed to the diverse physical mechanism of discharge and recharge related to spatial distribution of surface-water bodies. Although with distinct working principles, the cooperative application of ESMD and ICA can provide cross-supported and complementary conclusions from different perspectives.
相似文献16.
17.
Groundwater is an important part of the global hydrological cycle. Sustainable utilization of groundwater is related to regional ecological security and food security, especially in arid and semi-arid environments. This paper reviewed the important achievements of the research on groundwater sustainability in arid and semi-arid environments during the past 30 years, and summarized the research progress in groundwater sustainability of arid and semi-arid environments from the conception evolution of groundwater sustainability, evaluation methods, influencing factors, sustainable management, and research frontiers. Our analysis suggests that groundwater in water limited environments around the world has shown unsustainable characteristics both in terms of quantity and quality. However, the existing research focuses more on the quantitative characteristics than the quality characteristics of groundwater, and thus the seriousness of the decline in groundwater sustainability is potentially underestimated. It is pointed out that more research efforts need to be done in the future in balancing the groundwater resources for human and nature, clarifying the impacts of human disturbance and climate change on groundwater sustainability, and strengthening groundwater sustainability through transboundary watershed management. We argued that the difficulty remains how to quantify the sustainable yield of a groundwater basin, and how to assess the groundwater sustainability. Further investigations are required in improving the theoretical framework of groundwater sustainability, modeling the impacts of the various alternative groundwater development scenarios, developing more flexible and efficient indicator frameworks for sustainability evaluation of groundwater system, and deploying more sophisticated groundwater monitoring network for real-time data acquisition. Finally, awareness should also be raised towards ground water sustainability both at the legal level and in the sphere of political action. 相似文献
18.
Yajie Zhang Yao Li Jing Ge Gaopeng Li Zhisheng Yu Haishan Niu 《Environmental Earth Sciences》2018,77(12):462
Drought monitoring is a key topic in environmental monitoring and assessment although there is still a need to determine the correlation between drought monitoring indices and remote sensing products. We analyzed the correlation between the self-calibrating Palmer Drought Severity Index (sc_PDSI), the Standardized Precipitation Index and the Standardized Precipitation Evapotranspiration Index (SPEI) and terrestrial water storage monitored through the Gravity Recovery and Climate Experiment (GRACE) on a monthly timescale from 2002 to 2015 in China. As a consequence of anomalies in the soil water budget, the highly significant correlation between the sc_PDSI and the GRACE satellite-observed terrestrial water storage suggested that these two datasets are the most suitable for use in monitoring droughts. In comparing the three drought indices, the sc_PDSI was introduced as a means of drought monitoring in the Yangtze, Pearl, Huaihe, Southeast and Songhua River Basins, whereas the SPEI was found to be more applicable to other major river basins, such as the Inland River Basin. These diverse spatial behaviors are caused by the differences between the hydrological droughts characterized by these three drought indices. 相似文献
19.
浅谈岩溶塌陷的影响因素与模型研究 总被引：10，自引：9，他引：1
文章分析了国内外岩溶塌陷形成机理的研究现状,指出岩溶塌陷机制的多样性以及成因的复杂性;介绍了岩溶塌陷的三个基本条件,以及分析了岩溶发育、地下水位降低、地下水补给、岩土性状、地质构造、人类活动等重要因素对岩溶塌陷的影响机理;介绍了岩溶塌陷的相关数学模型研究的理论和方法,以及相关物理模型现阶段进展。展望岩溶塌陷的进一步研究方向,应着眼于结合多领域综合分析,完善定量研究体系和模型试验的功能。如今岩溶地区地下资源开采日益增多,通过对岩溶塌陷的形成机理和预测技术的基础性研究,深度了解岩溶塌陷的特征规律,既是社会发展需求,也具有推进相关领域学术研究的意义。 相似文献
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通过对我国大型水库蓄水的时空特征进行深入分析, 统计得到近60年来大型水库蓄水累积的库容量已达到697km3, 占全国所有水库库容量的83.3%及全球库容量的6.5%;而2000年以来的大型水库数量及蓄水量的变化有明显的加速, 库容量的变化率为16.7km3/a, 远高于1950年到2000年的4.9km3/a的增长率; 同时借助卫星重力(Gravity Recovery and Climate Experiment, GRACE)观测手段, 对2000年以后主要分布在长江流域以南地区的水库进行水储量估算, 结果显示GRACE仅能估算得到63%的水库变化量, 两者之间的差异可能反映了该地区地下水的长期变化. 结合大型水库的分布位置与库容量, 基于海平面变化方程计算得到了中国近海相对海平面的空间变化. 水库蓄水导致的渤海与东南沿海海域的相对海平面上升明显, 最大上升高度约为8mm; 而2000年以后的水库对海平面的影响主要集中在东南沿海, 其中南海海域较为突出, 上升高度约为2~3mm, 在此期间蓄水造成的近海不同验潮站位置的海平面增长速度在0.02~0.11mm/a之间变化. 相似文献