IDEAS home Printed from https://ideas.repec.org/a/eee/agisys/v153y2017icp69-80.html
   My bibliography  Save this article

Big Data in Smart Farming – A review

Author

Listed:
  • Wolfert, Sjaak
  • Ge, Lan
  • Verdouw, Cor
  • Bogaardt, Marc-Jeroen

Abstract

Smart Farming is a development that emphasizes the use of information and communication technology in the cyber-physical farm management cycle. New technologies such as the Internet of Things and Cloud Computing are expected to leverage this development and introduce more robots and artificial intelligence in farming. This is encompassed by the phenomenon of Big Data, massive volumes of data with a wide variety that can be captured, analysed and used for decision-making. This review aims to gain insight into the state-of-the-art of Big Data applications in Smart Farming and identify the related socio-economic challenges to be addressed. Following a structured approach, a conceptual framework for analysis was developed that can also be used for future studies on this topic. The review shows that the scope of Big Data applications in Smart Farming goes beyond primary production; it is influencing the entire food supply chain. Big data are being used to provide predictive insights in farming operations, drive real-time operational decisions, and redesign business processes for game-changing business models. Several authors therefore suggest that Big Data will cause major shifts in roles and power relations among different players in current food supply chain networks. The landscape of stakeholders exhibits an interesting game between powerful tech companies, venture capitalists and often small start-ups and new entrants. At the same time there are several public institutions that publish open data, under the condition that the privacy of persons must be guaranteed. The future of Smart Farming may unravel in a continuum of two extreme scenarios: 1) closed, proprietary systems in which the farmer is part of a highly integrated food supply chain or 2) open, collaborative systems in which the farmer and every other stakeholder in the chain network is flexible in choosing business partners as well for the technology as for the food production side. The further development of data and application infrastructures (platforms and standards) and their institutional embedment will play a crucial role in the battle between these scenarios. From a socio-economic perspective, the authors propose to give research priority to organizational issues concerning governance issues and suitable business models for data sharing in different supply chain scenarios.

Suggested Citation

  • Wolfert, Sjaak & Ge, Lan & Verdouw, Cor & Bogaardt, Marc-Jeroen, 2017. "Big Data in Smart Farming – A review," Agricultural Systems, Elsevier, vol. 153(C), pages 69-80.
  • Handle: RePEc:eee:agisys:v:153:y:2017:i:c:p:69-80
    DOI: 10.1016/j.agsy.2017.01.023
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0308521X16303754
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.agsy.2017.01.023?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Sonka, Steve, 2014. "Big Data and the Ag Sector: More than Lots of Numbers," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association, vol. 17(1), pages 1-20, February.
    2. Clemens Driessen & Leonie Heutinck, 2015. "Cows desiring to be milked? Milking robots and the co-evolution of ethics and technology on Dutch dairy farms," Agriculture and Human Values, Springer;The Agriculture, Food, & Human Values Society (AFHVS), vol. 32(1), pages 3-20, March.
    3. Verhoosel, Jack & van Bekkum, Michael & Verwaart, Tim, 2016. "HortiCube: A Platform for Transparent, Trusted Data Sharing in the Food Supply Chain," 2016 International European Forum (151st EAAE Seminar), February 15-19, 2016, Innsbruck-Igls, Austria 244530, International European Forum on System Dynamics and Innovation in Food Networks.
    4. Fabrizio Natale & Maurizio Gibin & Alfredo Alessandrini & Michele Vespe & Anton Paulrud, 2015. "Mapping Fishing Effort through AIS Data," PLOS ONE, Public Library of Science, vol. 10(6), pages 1-16, June.
    5. Wolfert, Sjaak, 2014. "Future Internet for Safe and Healthy Food from Farm to Fork," International Journal on Food System Dynamics, International Center for Management, Communication, and Research, vol. 4(4), pages 1-2, March.
    6. Busse, M. & Schwerdtner, W. & Siebert, R. & Doernberg, A. & Kuntosch, A. & König, B. & Bokelmann, W., 2015. "Analysis of animal monitoring technologies in Germany from an innovation system perspective," Agricultural Systems, Elsevier, vol. 138(C), pages 55-65.
    7. William M. Dugger, 1996. "The Mechanisms of Governance," Journal of Economic Issues, Taylor & Francis Journals, vol. 30(4), pages 1212-1216, December.
    8. Klerkx, Laurens & Aarts, Noelle & Leeuwis, Cees, 2010. "Adaptive management in agricultural innovation systems: The interactions between innovation networks and their environment," Agricultural Systems, Elsevier, vol. 103(6), pages 390-400, July.
    Full references (including those not matched with items on IDEAS)

    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. Maria, Kernecker & Maria, Busse & Andrea, Knierim, 2021. "Exploring actors, their constellations, and roles in digital agricultural innovations," Agricultural Systems, Elsevier, vol. 186(C).
    2. Monteiro Moretti, Débora & Baum, Chad M. & Ehlers, Melf-Hinrich & Finger, Robert & Bröring, Stefanie, 2023. "Exploring actors' perceptions of the precision agriculture innovation system – A Group Concept Mapping approach in Germany and Switzerland," Technological Forecasting and Social Change, Elsevier, vol. 189(C).
    3. Genowefa Blundo-Canto & Bernard Triomphe & Guy Faure & Danielle Barret & Aurelle de Romemont & Etienne Hainzelin, 2019. "Building a culture of impact in an international agricultural research organization: Process and reflective learning," Research Evaluation, Oxford University Press, vol. 28(2), pages 136-144.
    4. Vermunt, D.A. & Wojtynia, N. & Hekkert, M.P. & Van Dijk, J. & Verburg, R. & Verweij, P.A. & Wassen, M. & Runhaar, H., 2022. "Five mechanisms blocking the transition towards ‘nature-inclusive’ agriculture: A systemic analysis of Dutch dairy farming," Agricultural Systems, Elsevier, vol. 195(C).
    5. Cheng, Cheng-Feng & Chang, Man-Ling & Li, Chu-Shiu, 2013. "Configural paths to successful product innovation," Journal of Business Research, Elsevier, vol. 66(12), pages 2561-2573.
    6. Pyle, William, 2006. "Resolutions, recoveries and relationships: The evolution of payment disputes in Central and Eastern Europe," Journal of Comparative Economics, Elsevier, vol. 34(2), pages 317-337, June.
    7. Peter G. Klein & Michael E. Sykuta, 2010. "Editors’ Introduction," Chapters, in: Peter G. Klein & Michael E. Sykuta (ed.), The Elgar Companion to Transaction Cost Economics, chapter 1, Edward Elgar Publishing.
    8. Dean V. Williamson, 2010. "Financial-Market Contracting," Chapters, in: Peter G. Klein & Michael E. Sykuta (ed.), The Elgar Companion to Transaction Cost Economics, chapter 24, Edward Elgar Publishing.
    9. Evelien Cronin & Sylvie Fosselle & Elke Rogge & Robert Home, 2021. "An Analytical Framework to Study Multi-Actor Partnerships Engaged in Interactive Innovation Processes in the Agriculture, Forestry, and Rural Development Sector," Sustainability, MDPI, vol. 13(11), pages 1-19, June.
    10. Foss Kirsten & Foss Nicolai & Klein Peter G. & Klein Sandra K., 2002. "Heterogeneous Capital, Entrepreneurship, and Economic Organization," Journal des Economistes et des Etudes Humaines, De Gruyter, vol. 12(1), pages 1-20, March.
    11. Phillip LeBel, 2008. "Managing Risk in Africa Through Institutional Reform," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 36(2), pages 165-181, June.
    12. Harrison, Mark, 2013. "Accounting for Secrets," The Journal of Economic History, Cambridge University Press, vol. 73(4), pages 1017-1049, December.
    13. Kim, Jongwook & Mahoney, Joseph T., 2008. "A Strategic Theory of the Firm as a Nexus of Incomplete Contracts: A Property Rights Approach," Working Papers 08-0108, University of Illinois at Urbana-Champaign, College of Business.
    14. Glachant, Jean-Michel & Pignon, Virginie, 2005. "Nordic congestion's arrangement as a model for Europe? Physical constraints vs. economic incentives," Utilities Policy, Elsevier, vol. 13(2), pages 153-162, June.
    15. Hrabrin Ianouchev BACHEV, 2016. "A Holistic Approach for Assessing the System of Governance of Agrarian Sustainability," Journal of Economic and Social Thought, KSP Journals, vol. 3(3), pages 434-457, September.
    16. Landry, Rejean & Amara, Nabil, 1998. "The impact of transaction costs on the institutional structuration of collaborative academic research," Research Policy, Elsevier, vol. 27(9), pages 901-913, December.
    17. M. Motiar Rahman & Mohan Kumaraswamy, 2002. "Joint risk management through transactionally efficient relational contracting," Construction Management and Economics, Taylor & Francis Journals, vol. 20(1), pages 45-54.
    18. Hrabrin BACHEV, 2010. "Framework For Analisis Of Agrarian Contracts," Management Research and Practice, Research Centre in Public Administration and Public Services, Bucharest, Romania, vol. 2(1), pages 39-66, March.
    19. Glanchant, J-M. & Pignon, V., 2003. "Nordic Electricity Congestion's Arrangement as a Model for Europe: Physical Constraints or Operators' Opportunity," Cambridge Working Papers in Economics 0313, Faculty of Economics, University of Cambridge.
    20. Pigford, Ashlee-Ann E. & Hickey, Gordon M. & Klerkx, Laurens, 2018. "Beyond agricultural innovation systems? Exploring an agricultural innovation ecosystems approach for niche design and development in sustainability transitions," Agricultural Systems, Elsevier, vol. 164(C), pages 116-121.

    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:eee:agisys:v:153:y:2017:i:c:p:69-80. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/agsy .

    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.