Automatic delineation algorithm for site-specific management zones based on satellite remote sensing data

被引:0
|
作者
Claudia Georgi
Daniel Spengler
Sibylle Itzerott
Birgit Kleinschmit
机构
[1] GFZ German Research Centre for Geosciences Potsdam,Department of Landscape Architecture and Environmental Planning
[2] Geodesy & Remote Sensing,undefined
[3] Technische Universität Berlin,undefined
来源
Precision Agriculture | 2018年 / 19卷
关键词
Remote sensing; NDVI; RapidEye; Segmentation; Crop patterns;
D O I
暂无
中图分类号
学科分类号
摘要
In light of the increasing demand for food production, climate change challenges for agriculture, and economic pressure, precision farming is an ever-growing market. The development and distribution of remote sensing applications is also growing. The availability of extensive spatial and temporal data—enhanced by satellite remote sensing and open-source policies—provides an attractive opportunity to collect, analyze and use agricultural data at the farm scale and beyond. The division of individual fields into zones of differing yield potential (management zones (MZ)) is the basis of most offline and map-overlay precision farming applications. In the process of delineation, manual labor is often required for the acquisition of suitable images and additional information on crop type. The authors therefore developed an automatic segmentation algorithm using multi-spectral satellite data, which is able to map stable crop growing patterns, reflecting areas of relative yield expectations within a field. The algorithm, using RapidEye data, is a quick and probably low-cost opportunity to divide agricultural fields into MZ, especially when yield data is insufficient or non-existent. With the increasing availability of satellite images, this method can address numerous users in agriculture and lower the threshold of implementing precision farming practices by providing a preliminary spatial field assessment.
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收藏
页码:684 / 707
页数:23
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