• DocumentCode
    2724
  • Title

    A Reference Process for Management Zones Delineation in Precision Agriculture

  • Author

    Santos, R.T. ; Saraiva, A.M.

  • Author_Institution
    Univ. Fed. de Mato Grosso (UFMT), Cuiaba, Brazil
  • Volume
    13
  • Issue
    3
  • fYear
    2015
  • fDate
    Mar-15
  • Firstpage
    727
  • Lastpage
    738
  • Abstract
    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.
  • Keywords
    agricultural engineering; data acquisition; information filtering; pattern clustering; precision engineering; BPMN; agricultural field; business process model-and-notation; data acquisition errors; data clustering; data collection; data filtering; data sampling grids; data selection; management zone delineation; management zone maps; map evaluation; precision agriculture; reference model process; reference process; standardized graphical notation; Abstracts; Agriculture; Business; Context; Context modeling; Data models; Logic gates; Management Zones; Precision Agriculture; Reference Model;
  • fLanguage
    English
  • Journal_Title
    Latin America Transactions, IEEE (Revista IEEE America Latina)
  • Publisher
    ieee
  • ISSN
    1548-0992
  • Type

    jour

  • DOI
    10.1109/TLA.2015.7069098
  • Filename
    7069098