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A Reference Process for Management Zones Delineation in Precision Agriculture

机译:精准农业管理区划定的参考过程

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Management zone delineation in precision agriculture requires many steps. Because of the diversity of tools for each step, the correct selection of methods and tools is a complex task. In this context, the aim of this work is to propose a reference model process for management zone delineation in precision agriculture to describe the subprocesses, activities, flows and decisions required for the proper management zone delineation in an understandable language by everyone involved in the process, that can be used as a guide for the process of management zone delineation. Business Process Model and Notation (BPMN) was used to formalize the reference model for management zone delineation, being a standardized graphical notation understandable by everyone involved in the process. The model is composed of the five subprocesses: data collection, data selection, data filtering, clustering and maps evaluation. In addition, the model presents activities, flows and gateways for each subprocess, presenting concepts, prerequisites, limitations of the applicable methods for each activity and possible variations to the implementation of the activities, increasing the options available for management zone delineation. A case study was developed to demonstrate the applicability of the model proposed. The agricultural field used had different data sampling grids, data acquisition errors and strong correlation between pairs of attributes. The model was instrumental to overcome those issues guiding the application of adequate techniques and methods, resulting in a set of management zone maps from which to choose the most appropriate for precision agriculture objectives. The BPMN used showed to be adequate to represent subprocesses, activities, flows and gateways of the process for management zone delineation.
机译:精确农业中管理区的划分需要很多步骤。由于每个步骤工具的多样性,正确选择方法和工具是一项复杂的任务。在这种情况下,这项工作的目的是为精密农业中的管理区划界提出一个参考模型过程,以过程中的每个人都可以理解的语言描述适当的管理区划界所需的子过程,活动,流程和决策。 ,可以用作管理区域划分过程的指南。业务流程模型和表示法(BPMN)用于规范化管理区域划分的参考模型,这是过程中涉及的每个人都可以理解的标准化图形表示法。该模型由五个子过程组成:数据收集,数据选择,数据过滤,聚类和地图评估。此外,该模型还介绍了每个子流程的活动,流程和网关,并介绍了概念,前提条件,每种活动适用方法的局限性以及活动实施的可能变化,从而增加了管理区域划分的可用选项。进行了案例研究,以证明所提出模型的适用性。所使用的农田具有不同的数据采样网格,数据采集错误以及属性对之间的强相关性。该模型有助于克服那些指导适当技术和方法应用的问题,从而产生了一套管理区图,从中可以选择最适合精确农业目标的管理区图。所显示的BPMN足以代表管理区域划分的子流程,活动,流程和流程的网关。

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