Machine-learning-based regional-scale groundwater level prediction using GRACE

Three decades of depth-dependent groundwater response to climate variability and human regime in the transboundary Indus-Ganges-Brahmaputra-Meghna mega river basin aquifers

(2021) Pragnaditya Malakar et al.   ADVANCES IN WATER RESOURCES

Groundwater storage change detection from in situ and GRACE-based estimates in major river basins across India

(2020) Soumendra N. Bhanja et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset

(2020) Ian Harris et al.   Scientific Data

Combining Physically-Based Modeling and Deep Learning for Fusing GRACE Satellite Data: Can We Learn from Mismatch?

(2019) Alexander Y. Sun et al.   WATER RESOURCES RESEARCH

Global patterns and dynamics of climate–groundwater interactions

(2019) M. O. Cuthbert et al.   Nature Climate Change

Deep learning and process understanding for data-driven Earth system science

(2019) Markus Reichstein et al.   NATURE

In situ and satellite-based estimates of usable groundwater storage across India: Implications for drinking water supply and food security

(2019) Soumendra N. Bhanja et al.   ADVANCES IN WATER RESOURCES

Using Satellite‐Based Vegetation Cover as Indicator of Groundwater Storage in Natural Vegetation Areas

(2019) Soumendra N. Bhanja et al.   GEOPHYSICAL RESEARCH LETTERS

Prediction of GWL with the help of GRACE TWS for unevenly spaced time series data in India : Analysis of comparative performances of SVR, ANN and LRM

(2018) Amritendu Mukherjee et al.   JOURNAL OF HYDROLOGY

Global models underestimate large decadal declining and rising water storage trends relative to GRACE satellite data

(2018) Bridget R. Scanlon et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Emerging trends in global freshwater availability

(2018) M. Rodell et al.   NATURE

Groundwater depletion causing reduction of baseflow triggering Ganges river summer drying

(2018) Abhijit Mukherjee et al.   Scientific Reports

Monitoring groundwater fluctuations over India during Indian Summer Monsoon (ISM) and Northeast monsoon using GRACE satellite: Impact on agriculture

(2018) Anil Kumar Singh et al.   QUATERNARY INTERNATIONAL

Long-term groundwater storage variations estimated in the Songhua River Basin by using GRACE products, land surface models, and in-situ observations

(2018) Hao Chen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Benefits and pitfalls of GRACE data assimilation: A case study of terrestrial water storage depletion in India

(2017) Manuela Girotto et al.   GEOPHYSICAL RESEARCH LETTERS

Hydrogeological typologies of the Indo-Gangetic basin alluvial aquifer, South Asia

(2017) H. C. Bonsor et al.   HYDROGEOLOGY JOURNAL

Spatio-temporal variability of groundwater storage in India

(2017) Soumendra N. Bhanja et al.   JOURNAL OF HYDROLOGY

Groundwater rejuvenation in parts of India influenced by water-policy change implementation

(2017) Soumendra N. Bhanja et al.   Scientific Reports

Assessing Groundwater Depletion and Dynamics Using GRACE and InSAR: Potential and Limitations

(2016) Pascal Castellazzi et al.   Groundwater

Validation of GRACE based groundwater storage anomaly using in-situ groundwater level measurements in India

(2016) Soumendra N. Bhanja et al.   JOURNAL OF HYDROLOGY

Groundwater quality and depletion in the Indo-Gangetic Basin mapped from in situ observations

(2016) A. M. MacDonald et al.   Nature Geoscience

Multiple imputation by chained equations for systematically and sporadically missing multilevel data

(2016) Matthieu Resche-Rigon et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

Quantifying and reducing leakage errors in the JPL RL05M GRACE mascon solution

(2016) David N. Wiese et al.   WATER RESOURCES RESEARCH

Spatiotemporal evolution of water storage changes in India from the updated GRACE-derived gravity records

(2016) Dileep K. Panda et al.   WATER RESOURCES RESEARCH

Assessing Groundwater Depletion and Dynamics Using GRACE and InSAR: Potential and Limitations

(2016) Pascal Castellazzi et al.   Groundwater

Basin mass dynamic changes in China from GRACE based on a multibasin inversion method

(2016) Shuang Yi et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Soils of the Indo-Gangetic Plains: a pedogenic response to landscape stability, climatic variability and anthropogenic activity during the Holocene

(2015) Pankaj Srivastava et al.   EARTH-SCIENCE REVIEWS

Groundwater recharge and age-depth profiles of intensively exploited groundwater resources in northwest India

(2015) D. J. Lapworth et al.   GEOPHYSICAL RESEARCH LETTERS

Subregional-scale groundwater depletion detected by GRACE for both shallow and deep aquifers in North China Plain

(2015) Zhiyong Huang et al.   GEOPHYSICAL RESEARCH LETTERS

Satellites provide the big picture

(2015) J. S. Famiglietti et al.   SCIENCE

Improved methods for observing Earth's time variable mass distribution with GRACE using spherical cap mascons

(2015) Michael M. Watkins et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

mice: Multivariate Imputation by Chained Equations inR

(2015) Stef van Buuren et al.   Journal of Statistical Software

Support vector machine applications in the field of hydrology: A review

(2014) Sujay Raghavendra. N et al.   APPLIED SOFT COMPUTING

Long-term groundwater variations in Northwest India from satellite gravity measurements

(2014) Jianli Chen et al.   GLOBAL AND PLANETARY CHANGE

The global groundwater crisis

(2014) J. S. Famiglietti   Nature Climate Change

Lithosphere, crust and basement ridges across Ganga and Indus basins and seismicity along the Himalayan front, India and Western Fold Belt, Pakistan

(2013) M. Ravi Kumar et al.   JOURNAL OF ASIAN EARTH SCIENCES

Multimodel assessment of water scarcity under climate change

(2013) Jacob Schewe et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Predicting groundwater level changes using GRACE data

(2013) Alexander Y. Sun   WATER RESOURCES RESEARCH

Regional strategies for the accelerating global problem of groundwater depletion

(2012) Werner Aeschbach-Hertig et al.   Nature Geoscience

Impacts of Climate Variables on Residential Water Consumption in the Czech Republic

(2012) Lenka Slavíková et al.   WATER RESOURCES MANAGEMENT

Ground referencing GRACE satellite estimates of groundwater storage changes in the California Central Valley, USA

(2012) B. R. Scanlon et al.   WATER RESOURCES RESEARCH

Ground water and climate change

(2012) Richard G. Taylor et al.   Nature Climate Change

Satellites measure recent rates of groundwater depletion in California's Central Valley

(2011) J. S. Famiglietti et al.   GEOPHYSICAL RESEARCH LETTERS

The impact of intensive groundwater abstraction on recharge to a shallow regional aquifer system: evidence from Bangladesh

(2011) Mohammad Shamsudduha et al.   HYDROGEOLOGY JOURNAL

Multiple imputation by chained equations: what is it and how does it work?

(2011) Melissa J. Azur et al.   INTERNATIONAL JOURNAL OF METHODS IN PSYCHIATRIC RESEARCH

A comparative study of artificial neural networks and support vector machines for predicting groundwater levels in a coastal aquifer

(2010) Heesung Yoon et al.   JOURNAL OF HYDROLOGY

Spatial and Temporal Variations of Groundwater Arsenic in South and Southeast Asia

(2010) S. Fendorf et al.   SCIENCE

Climate change and groundwater: India’s opportunities for mitigation and adaptation

(2009) Tushaar Shah   Environmental Research Letters

Dwindling groundwater resources in northern India, from satellite gravity observations

(2009) V. M. Tiwari et al.   GEOPHYSICAL RESEARCH LETTERS

A comparison of performance of several artificial intelligence methods for forecasting monthly discharge time series

(2009) Wen-Chuan Wang et al.   JOURNAL OF HYDROLOGY

Satellite-based estimates of groundwater depletion in India

(2009) Matthew Rodell et al.   NATURE