IDEAS home Printed from https://ideas.repec.org/a/gam/jagris/v8y2018i6p73-d149647.html
   My bibliography  Save this article

GeoFIS: An Open Source, Decision-Support Tool for Precision Agriculture Data

Author

Listed:
  • Corentin Leroux

    (ITAP (Information–Technologies-environmental Analysis-agricultural Processes, French denomination), Montpellier SupAgro, Irstea, University of Montpellier, 34000 Montpellier, France
    SMAG, 34960 Montpellier, France)

  • Hazaël Jones

    (ITAP (Information–Technologies-environmental Analysis-agricultural Processes, French denomination), Montpellier SupAgro, Irstea, University of Montpellier, 34000 Montpellier, France)

  • Léo Pichon

    (ITAP (Information–Technologies-environmental Analysis-agricultural Processes, French denomination), Montpellier SupAgro, Irstea, University of Montpellier, 34000 Montpellier, France)

  • Serge Guillaume

    (ITAP (Information–Technologies-environmental Analysis-agricultural Processes, French denomination), Montpellier SupAgro, Irstea, University of Montpellier, 34000 Montpellier, France)

  • Julien Lamour

    (ITAP (Information–Technologies-environmental Analysis-agricultural Processes, French denomination), Montpellier SupAgro, Irstea, University of Montpellier, 34000 Montpellier, France
    Compagnie Fruitière, 13000 Marseille, France)

  • James Taylor

    (ITAP (Information–Technologies-environmental Analysis-agricultural Processes, French denomination), Montpellier SupAgro, Irstea, University of Montpellier, 34000 Montpellier, France)

  • Olivier Naud

    (ITAP (Information–Technologies-environmental Analysis-agricultural Processes, French denomination), Montpellier SupAgro, Irstea, University of Montpellier, 34000 Montpellier, France)

  • Thomas Crestey

    (ITAP (Information–Technologies-environmental Analysis-agricultural Processes, French denomination), Montpellier SupAgro, Irstea, University of Montpellier, 34000 Montpellier, France)

  • Jean-Luc Lablee

    (ITAP (Information–Technologies-environmental Analysis-agricultural Processes, French denomination), Montpellier SupAgro, Irstea, University of Montpellier, 34000 Montpellier, France)

  • Bruno Tisseyre

    (ITAP (Information–Technologies-environmental Analysis-agricultural Processes, French denomination), Montpellier SupAgro, Irstea, University of Montpellier, 34000 Montpellier, France)

Abstract

The world we live in is an increasingly spatial and temporal data-rich environment, and agriculture is no exception. However, data needs to be processed in order to first get information and then make informed management decisions. The concepts of ‘Precision Agriculture’ and ‘Smart Agriculture’ are and will be fully effective when methods and tools are available to practitioners to support this transformation. An open-source software called GeoFIS has been designed with this objective. It was designed to cover the whole process from spatial data to spatial information and decision support. The purpose of this paper is to evaluate the abilities of GeoFIS along with its embedded algorithms to address the main features required by farmers, advisors, or spatial analysts when dealing with precision agriculture data. Three case studies are investigated in the paper: (i) mapping of the spatial variability in the data, (ii) evaluation and cross-comparison of the opportunity for site-specific management in multiple fields, and (iii) delineation of within-field zones for variable-rate applications when these latter are considered opportune. These case studies were applied to three contrasting crop types, banana, wheat and vineyards. These were chosen to highlight the diversity of applications and data characteristics that might be handled with GeoFIS. For each case-study, up-to-date algorithms arising from research studies and implemented in GeoFIS were used to process these precision agriculture data. Areas for future development and possible relations with existing geographic information systems (GIS) software is also discussed.

Suggested Citation

  • Corentin Leroux & Hazaël Jones & Léo Pichon & Serge Guillaume & Julien Lamour & James Taylor & Olivier Naud & Thomas Crestey & Jean-Luc Lablee & Bruno Tisseyre, 2018. "GeoFIS: An Open Source, Decision-Support Tool for Precision Agriculture Data," Agriculture, MDPI, vol. 8(6), pages 1-21, May.
    • Handle: RePEc:gam:jagris:v:8:y:2018:i:6:p:73-:d:149647
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2077-0472/8/6/73/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2077-0472/8/6/73/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Pringle, M. J. & McBratney, A. B. & Whelan, B. M. & Taylor, J. A., 2003. "A preliminary approach to assessing the opportunity for site-specific crop management in a field, using yield monitor data," Agricultural Systems, Elsevier, vol. 76(1), pages 273-292, April.
    2. P. Roudier & Bruno Tisseyre & H. Poilvé & J.-M. Roger, 2008. "Management zone delineation using a modified watershed algorithm," Post-Print hal-00453898, HAL.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Vassilis Aschonitis & Christos G. Karydas & Miltos Iatrou & Spiros Mourelatos & Irini Metaxa & Panagiotis Tziachris & George Iatrou, 2019. "An Integrated Approach to Assessing the Soil Quality and Nutritional Status of Large and Long-Term Cultivated Rice Agro-Ecosystems," Agriculture, MDPI, vol. 9(4), pages 1-25, April.
    2. Mario San Emeterio de la Parte & Sara Lana Serrano & Marta Muriel Elduayen & José-Fernán Martínez-Ortega, 2023. "Spatio-Temporal Semantic Data Model for Precision Agriculture IoT Networks," Agriculture, MDPI, vol. 13(2), pages 1-28, February.
    3. Srinivasagan N. Subhashree & C. Igathinathane & Adnan Akyuz & Md. Borhan & John Hendrickson & David Archer & Mark Liebig & David Toledo & Kevin Sedivec & Scott Kronberg & Jonathan Halvorson, 2023. "Tools for Predicting Forage Growth in Rangelands and Economic Analyses—A Systematic Review," Agriculture, MDPI, vol. 13(2), pages 1-30, February.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Víctor M. Albornoz & Lia C. Araneda & Rodrigo Ortega, 2022. "Planning and scheduling of selective harvest with management zones delineation," Annals of Operations Research, Springer, vol. 316(2), pages 873-890, September.
    2. Víctor M. Albornoz & Gabriel E. Zamora, 2021. "Decomposition-based heuristic for the zoning and crop planning problem with adjacency constraints," TOP: An Official Journal of the Spanish Society of Statistics and Operations Research, Springer;Sociedad de Estadística e Investigación Operativa, vol. 29(1), pages 248-265, April.
    3. Schimmelpfennig, David & Ebel, Robert, 2016. "Sequential Adoption and Cost Savings from Precision Agriculture," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 41(1), pages 1-19, January.
    4. Tozer, Peter R., 2009. "Uncertainty and investment in precision agriculture - Is it worth the money?," Agricultural Systems, Elsevier, vol. 100(1-3), pages 80-87, April.
    5. P. Roudier & Bruno Tisseyre & H. Poilvé & J.-M. Roger, 2008. "Management zone delineation using a modified watershed algorithm," Post-Print hal-00453898, HAL.
    6. Pringle, M.J. & Baxter, S.J. & Marchant, B.P. & Lark, R.M., 2008. "Spatial analysis of the error in a model of soil nitrogen," Ecological Modelling, Elsevier, vol. 211(3), pages 453-467.
    7. Tavella, Elena, 2016. "How to make Participatory Technology Assessment in agriculture more “participatory”: The case of genetically modified plants," Technological Forecasting and Social Change, Elsevier, vol. 103(C), pages 119-126.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jagris:v:8:y:2018:i:6:p:73-:d:149647. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.