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Journal of Applied Remote Sensing • Open Access

Seasonal cultivated and fallow cropland mapping using MODIS-based automated cropland classification algorithm
Author(s): Zhuoting Wu; Prasad S. Thenkabail; Rick Mueller; Audra Zakzeski; Forrest Melton; Lee Johnson; Carolyn Rosevelt; John Dwyer; Jeanine Jones; James P. Verdin

Paper Abstract

Increasing drought occurrences and growing populations demand accurate, routine, and consistent cultivated and fallow cropland products to enable water and food security analysis. The overarching goal of this research was to develop and test automated cropland classification algorithm (ACCA) that provide accurate, consistent, and repeatable information on seasonal cultivated as well as seasonal fallow cropland extents and areas based on the Moderate Resolution Imaging Spectroradiometer remote sensing data. Seasonal ACCA development process involves writing series of iterative decision tree codes to separate cultivated and fallow croplands from noncroplands, aiming to accurately mirror reliable reference data sources. A pixel-by-pixel accuracy assessment when compared with the U.S. Department of Agriculture (USDA) cropland data showed, on average, a producer’s accuracy of 93% and a user’s accuracy of 85% across all months. Further, ACCA-derived cropland maps agreed well with the USDA Farm Service Agency crop acreage-reported data for both cultivated and fallow croplands with R -square values over 0.7 and field surveys with an accuracy of ≥95% for cultivated croplands and ≥76% for fallow croplands. Our results demonstrated the ability of ACCA to generate cropland products, such as cultivated and fallow cropland extents and areas, accurately, automatically, and repeatedly throughout the growing season.

Paper Details

Date Published: 29 January 2014
PDF: 18 pages
J. Appl. Remote Sens. 8(1) 083685 doi: 10.1117/1.JRS.8.083685
Published in: Journal of Applied Remote Sensing Volume 8, Issue 1
Show Author Affiliations
Zhuoting Wu, U.S. Geological Survey (United States)
Prasad S. Thenkabail, U.S. Geological Survey (United States)
Rick Mueller, U.S. Dept. of Agriculture (United States)
Audra Zakzeski, U.S. Dept. of Agriculture (United States)
Forrest Melton, California State Univ., Monterey Bay (United States)
Lee Johnson, NASA Ames Research Ctr. (United States)
Carolyn Rosevelt, California State Univ., Monterey Bay (United States)
John Dwyer, U.S. Geological Survey (United States)
Jeanine Jones, California Dept. of Water Resources (United States)
James P. Verdin, U.S. Geological Survey (United States)


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