GSTDTAP  > 气候变化
DOI10.1029/2019GL083015
Using Satellite-Based Vegetation Cover as Indicator of Groundwater Storage in Natural Vegetation Areas
Bhanja, Soumendra N.1,2; Malakar, Pragnaditya1; Mukherjee, Abhijit1; Rodell, Matthew3; Mitra, Pabitra4; Sarkar, Sudeshna4
2019-07-28
发表期刊GEOPHYSICAL RESEARCH LETTERS
ISSN0094-8276
EISSN1944-8007
出版年2019
卷号46期号:14页码:8082-8092
文章类型Article
语种英语
国家India; Canada; USA
英文摘要

Normalized Difference Vegetation Index (NDVI) is widely used as an efficient indicator of vegetation cover. Here we assess the possibility of using NDVI as an indicator of groundwater storage. We used groundwater level (GWL) obtained from in situ groundwater observation wells (n > 15,000) in India in 2005-2013. Good correlation (r > 0.6) is observed between NDVI and GWL in natural vegetation-covered areas, that is, forest lands, shrubs, and grasslands. We apply artificial neural network and support vector machine approaches to investigate the relationship between GWL and NDVI using both of the parameters as input. Artificial neural network- and support vector machine-simulated GWL matches very well with observed GWL, particularly in naturally vegetated areas. Thus, we interpret that NDVI may be used as a suitable indicator of groundwater storage conditions in certain areas where the water table is shallow and the vegetation is natural and where in situ groundwater observations are not available.


英文关键词Groundwater level prediction NDVI ANN SVM India
领域气候变化
收录类别SCI-E
WOS记录号WOS:000481818900025
WOS关键词ARTIFICIAL NEURAL-NETWORK ; SUPPORT VECTOR MACHINE ; IN-SITU ; WATER MANAGEMENT ; GRACE ; RAINFALL ; DEPLETION ; VARIABILITY ; PREDICTION ; MODELS
WOS类目Geosciences, Multidisciplinary
WOS研究方向Geology
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/185288
专题气候变化
作者单位1.Indian Inst Technol Kharagpur, Dept Geol & Geophys, Kharagpur, W Bengal, India;
2.Athabasca Univ, Fac Sci & Technol, Athabasca, AB, Canada;
3.NASA, Goddard Space Flight Ctr, Hydrol Sci Lab, Greenbelt, MD USA;
4.Indian Inst Technol Kharagpur, Dept Comp Sci & Engn, Khar, Kharagpur, W Bengal, India
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GB/T 7714
Bhanja, Soumendra N.,Malakar, Pragnaditya,Mukherjee, Abhijit,et al. Using Satellite-Based Vegetation Cover as Indicator of Groundwater Storage in Natural Vegetation Areas[J]. GEOPHYSICAL RESEARCH LETTERS,2019,46(14):8082-8092.
APA Bhanja, Soumendra N.,Malakar, Pragnaditya,Mukherjee, Abhijit,Rodell, Matthew,Mitra, Pabitra,&Sarkar, Sudeshna.(2019).Using Satellite-Based Vegetation Cover as Indicator of Groundwater Storage in Natural Vegetation Areas.GEOPHYSICAL RESEARCH LETTERS,46(14),8082-8092.
MLA Bhanja, Soumendra N.,et al."Using Satellite-Based Vegetation Cover as Indicator of Groundwater Storage in Natural Vegetation Areas".GEOPHYSICAL RESEARCH LETTERS 46.14(2019):8082-8092.
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