Sustainable Groundwater Development and Management in a Tropical Savanna Region of Eastern India
Loading...
Date
item.page.authors
Journal Title
Journal ISSN
Volume Title
Publisher
Abstract
Regional sustainability and spatio-temporal variability of groundwater level (GWL) in
newlinetropical savanna climatic region with heavily stressed aquifers needs future projection
newlineskills by taking hydrological, geological, and climatic (HGC) controls into
newlineconsideration. This study analyzed the spatio-temporal variability of quarterly GWL
newlineand the regulating HGC controls it during the 1995-2015 period over a data-scarce
newlinetropical savanna region in India. Using data mining techniques, the study evaluated
newlineland use land cover (LULC), geomorphology, lithology, topography, and rainfall as
newlineHGC controls for GWL variability. The analysis revealed that this region has high
newlineintra-annual spatial variability characterized by higher GWL variability in the drier
newlineperiod of the year than wet period. The temporal analysis of GWL demarcated the
newlinedistinct regions with highly significant rising and declining trends with magnitude
newlineranging from -0.51 to 0.42 m/year. It was discovered that the LULC could explain the
newlineobserved GWL variability with the highest degree as compared to the other
newlineconsidered HGC controls. Subsequently, through principal component analysis (PCA)
newlinesix representative components covering more than 90% of the variance in 2002 LULC
newlinedataset were used for training the random forest (RF) learning algorithm to develop
newlinefour prediction models corresponding to four temporal quarters. The PCA-RF based
newlinetrained prediction models showed adequate accuracy during testing using the 2005,
newline2010, and 2015 LULC datasets. The developed models were further used to make
newlineshort- and long-term GWL predictions in the study region. The developed models can
newlinecontribute to regional-scale groundwater planning and management. The results
newlineobtained on the dominancy of HGC controls can contribute to subsequent mapping
newlineand modeling analysis at finer resolutions.
newlineAs a basin-scale study, an integrated approach for concurrent delineation of
newlinegroundwater storage and recharge potential zones using remote sensing, geographical
newlineinformation systems (GIS), and analytical