Geospatial analysis of groundwater depth for manual well drilling suitability in the Zinder Region, Niger

DOI

Manual and low-tech well drilling techniques have potential to assist in reaching the United Nations' millennium development goal for water in sub-Saharan Africa. This study used publicly available geospatial data in a regression tree analysis to predict groundwater depth in the Zinder region of Niger to identify suitable areas for manual well drilling. Regression trees were developed and tested on a database for 3681 wells in the Zinder region. A tree with 17 terminal leaves provided a range of ground water depth estimates that were appropriate for manual drilling, though much of the tree's complexity was associated with depths that were beyond manual methods. A natural log transformation of groundwater depth was tested to see if rescaling dataset variance would result in finer distinctions for regions of shallow groundwater. The RMSE for a log-transformed tree with only 10 terminal leaves was almost half that of the untransformed 17 leaf tree for groundwater depths less than 10 m. This analysis indicated important groundwater relationships for commonly available maps of geology, soils, elevation, and enhanced vegetation index from the MODIS satellite imaging system.

Supplement to: Thomas, S A; McGwire, Kenneth C; Thomas, J; Kratt, C; Lutz, A; McKay, W A; Trammell, E Jamie (2012): Geospatial and regression tree analysis to map groundwater depth for manual well drilling suitability in the Zinder Region of Niger. Journal of Hydrology, 446-447, 35-47

Identifier
DOI https://doi.org/10.1594/PANGAEA.778418
Related Identifier https://doi.org/10.1016/j.jhydrol.2012.04.023
Metadata Access https://ws.pangaea.de/oai/provider?verb=GetRecord&metadataPrefix=datacite4&identifier=oai:pangaea.de:doi:10.1594/PANGAEA.778418
Provenance
Creator Thomas, S A; McGwire, Kenneth C; Thomas, J; Kratt, C; Lutz, A; McKay, W A; Trammell, E Jamie ORCID logo
Publisher PANGAEA
Publication Year 2012
Rights Creative Commons Attribution 3.0 Unported; https://creativecommons.org/licenses/by/3.0/
OpenAccess true
Representation
Resource Type Supplementary Dataset; Dataset
Format text/tab-separated-values
Size 58896 data points
Discipline Earth System Research
Spatial Coverage (8.255W, 12.815S, 10.292E, 14.996N); Niger, Zinder Region
Temporal Coverage Begin 1980-01-01T00:00:00Z
Temporal Coverage End 2009-01-01T00:00:00Z