Using Discriminant Analysis and GIS to Delineate Subsurface Drainage Patterns

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2004-01-01
Authors
Bakhsh, Allah
Kanwar, Ramesh
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Kanwar, Rameshwar
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Agricultural and Biosystems Engineering

Since 1905, the Department of Agricultural Engineering, now the Department of Agricultural and Biosystems Engineering (ABE), has been a leader in providing engineering solutions to agricultural problems in the United States and the world. The department’s original mission was to mechanize agriculture. That mission has evolved to encompass a global view of the entire food production system–the wise management of natural resources in the production, processing, storage, handling, and use of food fiber and other biological products.

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In 1905 Agricultural Engineering was recognized as a subdivision of the Department of Agronomy, and in 1907 it was recognized as a unique department. It was renamed the Department of Agricultural and Biosystems Engineering in 1990. The department merged with the Department of Industrial Education and Technology in 2004.

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1905–present

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  • Department of Agricultural Engineering (1907–1990)

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Agricultural and Biosystems Engineering
Abstract

The contamination of soil and water resources from nutrients, transported in subsurface drainage water having different drainage patterns, has important repercussions on the ecological environment and human health. This study was designed to delineate subsurface drainage patterns using cluster analysis based on six years (1993 to 1998) of field measured data on subsurface drainage flows from thirty-six 0.4 ha field experimental plots. These drainage patterns then were related spatially to the soil and topographic attributes using discriminant analysis and the map overlay capability of Geographic Information Systems (GIS) to develop cause-effect relationships. The experimental field plots, under various tillage and nitrogen management treatments, were located on glacial till derived soils at Iowa State University’s Northeastern Research Center near Nashua, Iowa. The field-measured subsurface drainage volumes were normalized to make comparisons over all plots and years, and the normalized data were used in the subsequent statistical and GIS analyses. After performing cluster analysis, the output was generated as GIS data layers showing low, medium, and high drainage areas. Stepwise discriminant analysis identified elevation, slope, and average normalized yield as the factors contributing significantly (P < 0.10) to the formation of subsurface drainage zones. GIS data layers of the factors, identified during discriminant analysis, were overlaid on the drainage patterns to study the spatial relationships. Map overlay analysis showed that high drainage areas were consistently found at low elevation levels in the vicinity of Floyd soils over the 6-year study period. The combined use of discriminant analysis and GIS was found to be effective in delineating subsurface drainage zones so that appropriate management practices can be applied to mitigate the environmental effects resulting from medium and higher subsurface drainage effluents.

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This article was published in Transactions of the ASAE. Vol. 47(3): 689-699, doi:10.13031/2013.16101. Posted with permission.

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Thu Jan 01 00:00:00 UTC 2004
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