Web-Based Spatial Decision Support System for Precision Agriculture: A tool for delineating dynamic management unit zones (MUZs)

地理空间分析 精准农业 计算机科学 领域(数学) 单位(环理论) 决策支持系统 过程(计算) 聚类分析 农业 数据挖掘 遥感 数据库 地理 人工智能 数学 数学教育 考古 纯数学 操作系统
作者
Simone Lanucara,Salvatore Praticò,Giovanni Pioggia,Salvatore Di Fazio,Giuseppe Modica
出处
期刊:Smart agricultural technology [Elsevier]
卷期号:8: 100444-100444
标识
DOI:10.1016/j.atech.2024.100444
摘要

Precision agriculture (PA) is a farming management concept that aims to provide agronomic, economic, and environmental benefits. One of the fields of research in PA is the delineation of Management Unit Zones (MUZs). MUZs are the sub-division of fields featuring an inter-zonal variation delineated by agronomists for on-field PA operations. To develop MUZs, three factors typically need to be considered: input multi-dimensional data, procedures to process the information, and the optimal number of zones a field should be divided into. PA uses digital technologies to collect and analyze a large amount of data, outline MUZs, monitor crops, and carry out site-specific crop management. Web-based spatial decision support systems (WB-SDSS) can provide users with tools that ease the complex procedures for PA. The objective of this study is twofold: on the one hand, we developed a free and open source (FOSS) WB-SDSS to facilitate the implementation and use of such tools for delineating MUZs and monitoring crops; on the other, a MUZs outline procedure was developed based on Sentinel-2 and Planetscope time series data, and spatio-temporal dynamic clustering model using fuzzy c-means. Our study highlighted that the WB-SDSS might be a helpful solution for harmonizing data collected from different sources, easing the implementation and use of complex geospatial procedures for PA, and delineating MUZs. We tested the system on a particularly representative farm in the Emilia Romagna region (Northern Italy), with 512 hectares of durum wheat crops. Using the WB-SDSS, we quickly delineated homogeneous zones for 27 fields in the study area during the phenological cycle of durum wheat (November 2018-June 2019).
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