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Delineation and Scale Effect of Precision Agriculture Management Zones Using Yield Monitor Data Over Four Years

LI Xiang PAN Yu-chun GE Zhong-qiang ZHAO Chun-jiang

农业科学学报(英文)2007,Vol.6Issue(2):180-188,9.
农业科学学报(英文)2007,Vol.6Issue(2):180-188,9.

Delineation and Scale Effect of Precision Agriculture Management Zones Using Yield Monitor Data Over Four Years

Delineation and Scale Effect of Precision Agriculture Management Zones Using Yield Monitor Data Over Four Years

LI Xiang 1PAN Yu-chun 2GE Zhong-qiang 1ZHAO Chun-jiang3

作者信息

  • 1. National Engineering Research Center for Information Technology in Agriculture,Beijing 100089,P.R.China
  • 2. Henan Information Industry Department,Zhengzhou 450008,P.R.China
  • 3. Resource and Environment College,Beijing Forestry University,Beijing 100083,P.R.China
  • 折叠

摘要

Abstract

In this study, precision agriculture management zones were delineated using yield data over four years from the combine harvester equipped with yield monitor and DGPS receiver. Relative yields measured during each year were interpolated to 4 m2 grid size using ordinary kriging. The resultant interpolated yield maps were averaged across years to create a map of the mean relative yield, which was then used for cluster analysis. The mean yield map of post-classification was processed by applying majority filtering with window sizes that were equivalent to the grid sizes of 12, 20, 28, 36, 44, 52 and 60 m. The scale effect of management zones was evaluated using relative variance reduction, test of significant differences of the means of yield zones, spatial fragmentation, and spatial agreement. The results showed that the post-classification majority filtering (PCMF) eliminated lots of isolated cells or patches caused by random variation while preserving yield means, high variance reduction, general yield patterns, and high spatial agreement. The zoned result can be used as yield goal map for preplant or in-season fertilizer recommendation in precision agriculture.

关键词

precision agriculture/management zone/PCMF/scale effect

Key words

precision agriculture/management zone/PCMF/scale effect

分类

管理科学

引用本文复制引用

LI Xiang,PAN Yu-chun,GE Zhong-qiang,ZHAO Chun-jiang..Delineation and Scale Effect of Precision Agriculture Management Zones Using Yield Monitor Data Over Four Years[J].农业科学学报(英文),2007,6(2):180-188,9.

基金项目

The study was funded by the National Natural Science Foundation of China (40471093, 40591118), and Beijing Natural Science Foundation (4061002). (40471093, 40591118)

农业科学学报(英文)

2095-3119

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