REMOTE SENSING TO UAV-BASED DIGITAL FARMLAND

被引:0
|
作者
Falco, Nicola [1 ]
Wainwright, Haruko [1 ]
Ulrich, Craig [1 ]
Dafflon, Baptiste [1 ]
Hubbard, Susan S. [1 ]
Williamson, Malcolm [2 ]
Cothren, Jackson D. [2 ]
Ham, Richard G. [2 ]
McEntire, Jay A. [3 ]
McEntire, McClain [3 ]
机构
[1] Lawrence Berkeley Natl Lab, Berkeley, CA 94720 USA
[2] Univ Arkansas, Fayetteville, AR 72701 USA
[3] M2 Capital Partners LLC, Austin, TX 78701 USA
关键词
Unmanned aerial vehicle (UAV); phenotyping; precision agriculture; image processing; remote sensing; PRECISION AGRICULTURE; FOOD;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This study presents preliminary observations of the first year of a crop monitoring experiment occurred in two soybean agriculture fields in the Arkansas delta. The project focuses on developing image processing and data integration techniques for UAV-based images to optimize advanced farm management such as soil microbial amendments. In particular, we present an effective algorithm that can use high-resolution UAV images efficiently to estimate sprout density and plant vigor/health throughout the growing season. Such plant characterization is extremely important for the identification of anomalous areas and provide easily interpretable information for a better decision making. We also present an integrative analysis of UAV-data with geophysical data and harvesting data, which shows high correlation between persistent spatial pattern of soil, plant phenology/growth, and crop yield.
引用
收藏
页码:5936 / 5939
页数:4
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