IDEAS home Printed from https://ideas.repec.org/a/zib/zbnbda/v6y2024i2p113-116.html
   My bibliography  Save this article

Artificial Intelligence In Agriculture: Current Trends And Innovations

Author

Listed:
  • Jonathan Masasi

    (Department of Agribusiness, Applied Economics and Agriscience Education, North Carolina A&T State University, Greensboro, NC 27411, USA)

  • John N. Ng’ombe

    (Department of Agribusiness, Applied Economics and Agriscience Education, North Carolina A&T State University, Greensboro, NC 27411, USA)

  • Blessing Masasi

    (Department of Natural Resources and Environmental Design, North Carolina A&T State University, Greensboro, NC 27411, USA)

Abstract

Artificial intelligence (AI) presents an opportunity to offer innovative solutions to long-standing challenges in agriculture. This review study provides an overview of AI applications in agriculture, focusing on its applications to predict and monitor crop growth rate and yield, climate change and weather patterns, pests and diseases management, weed management, animal production, agricultural machinery, crop irrigation, and soil management, and crop fertilization. AI technologies, including machine learning, computer vision, and precision agriculture, are explored. This review highlights the significant potential of AI to improve agricultural productivity, efficiency, and sustainability. Furthermore, the challenges and limitations of AI adoption in agriculture, including data quality and availability, infrastructure requirements, and ethical considerations, are also discussed. Overall, this study demonstrates the transformative power of AI in agriculture and highlights the need for continued research and investment in this critical field to build more resilient and sustainable agricultural production systems.

Suggested Citation

  • Jonathan Masasi & John N. Ng’ombe & Blessing Masasi, 2024. "Artificial Intelligence In Agriculture: Current Trends And Innovations," Big Data In Agriculture (BDA), Zibeline International Publishing, vol. 6(2), pages 113-116, July.
  • Handle: RePEc:zib:zbnbda:v:6:y:2024:i:2:p:113-116
    DOI: 10.26480/bda.02.2024.113.116
    as

    Download full text from publisher

    File URL: https://bigdatainagriculture.com/paper/issue22024/2bda2024-113-116.pdf
    Download Restriction: no

    File URL: https://libkey.io/10.26480/bda.02.2024.113.116?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
    ---><---

    References listed on IDEAS

    as
    1. Arlette Saint Ville & June Yee Tsun Po & Akankasha Sen & Anh Bui & Hugo Melgar-Quiñonez, 2019. "Food security and the Food Insecurity Experience Scale (FIES): ensuring progress by 2030," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 11(3), pages 483-491, June.
    2. 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.
    3. Lowder, Sarah K. & Skoet, Jakob & Raney, Terri, 2016. "The Number, Size, and Distribution of Farms, Smallholder Farms, and Family Farms Worldwide," World Development, Elsevier, vol. 87(C), pages 16-29.
    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. Meinhard Breiling, 2021. "Global rural value chains and the role of natural disasters in their transformation," Journal of Social and Economic Development, Springer;Institute for Social and Economic Change, vol. 23(3), pages 540-567, December.
    2. Lioutas, Evagelos D. & Charatsari, Chrysanthi & De Rosa, Marcello, 2021. "Digitalization of agriculture: A way to solve the food problem or a trolley dilemma?," Technology in Society, Elsevier, vol. 67(C).
    3. Lin Xie & Biliang Luo & Wenjing Zhong, 2021. "How Are Smallholder Farmers Involved in Digital Agriculture in Developing Countries: A Case Study from China," Land, MDPI, vol. 10(3), pages 1-16, March.
    4. Patil, Vikram & Ghosh, Ranjan & Kathuria, Vinish & Farrell, Katharine N., 2020. "Money, Land or self-employment? Understanding preference heterogeneity in landowners’ choices for compensation under land acquisition in India," Land Use Policy, Elsevier, vol. 97(C).
    5. Oliver Falck & Johannes Koenen, 2020. "Rohstoff „Daten“: Volkswirtschaflicher Nutzen von Datenbereitstellung – eine Bestandsaufnahme," ifo Forschungsberichte, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, number 113.
    6. Carolin Kroeger, 2023. "Heat is associated with short-term increases in household food insecurity in 150 countries and this is mediated by income," Nature Human Behaviour, Nature, vol. 7(10), pages 1777-1786, October.
    7. Hrosul, Viktoriia & Kruhlova, Olena & Kolesnyk, Alina, 2023. "Digitalization of the agricultural sector: the impact of ICT on the development of enterprises in Ukraine," Agricultural and Resource Economics: International Scientific E-Journal, Agricultural and Resource Economics: International Scientific E-Journal, vol. 9(4), December.
    8. Ascui, Francisco & Ball, Alex & Kahn, Lewis & Rowe, James, 2021. "Is operationalising natural capital risk assessment practicable?," Ecosystem Services, Elsevier, vol. 52(C).
    9. Luis Bauluz & Yajna Govind & Filip Novokmet, 2020. "Global Land Inequality," PSE Working Papers halshs-03022318, HAL.
    10. Huo, Dongyang & Malik, Asad Waqar & Ravana, Sri Devi & Rahman, Anis Ur & Ahmedy, Ismail, 2024. "Mapping smart farming: Addressing agricultural challenges in data-driven era," Renewable and Sustainable Energy Reviews, Elsevier, vol. 189(PA).
    11. Godfred Addai & Jungho Suh & Douglas Bardsley & Guy Robinson & Lawrence Guodaar, 2024. "Exploring sustainable development within rural regions in Ghana: A rural web approach," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(4), pages 3890-3907, August.
    12. 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.
    13. Tianyu Qin & Lijun Wang & Yanxin Zhou & Liyue Guo & Gaoming Jiang & Lei Zhang, 2022. "Digital Technology-and-Services-Driven Sustainable Transformation of Agriculture: Cases of China and the EU," Agriculture, MDPI, vol. 12(2), pages 1-16, February.
    14. Hanna Dudek & Joanna Myszkowska-Ryciak & Agnieszka Wojewódzka-Wiewiórska, 2021. "Profiles of Food Insecurity: Similarities and Differences across Selected CEE Countries," Energies, MDPI, vol. 14(16), pages 1-19, August.
    15. Viet, Nguyen Quoc & Behdani, Behzad & Bloemhof, Jacqueline, 2018. "Value of Information to Improve Daily Operations in High-Density Logistics," International Journal on Food System Dynamics, International Center for Management, Communication, and Research, vol. 9(01), January.
    16. Hrosul, Viktoriia & Kruhlova, Olena & Kolesnyk, Alina, 2023. "Digitization of the Agricultural Sector: The Impact of ICT on the Development of Enterprises in Ukraine," Agricultural and Resource Economics: International Scientific E-Journal, Agricultural and Resource Economics: International Scientific E-Journal, vol. 9(4), January.
    17. Islam, Md. Mofakkarul & Sarker, Md. Asaduzzaman & Al Mamun, Md. Abdullah & Mamun-ur-Rashid, Md. & Roy, Debashis, 2021. "Stepping Up versus Stepping Out: On the outcomes and drivers of two alternative climate change adaptation strategies of smallholders," World Development, Elsevier, vol. 148(C).
    18. Livia Marchetti & Valentina Cattivelli & Claudia Cocozza & Fabio Salbitano & Marco Marchetti, 2020. "Beyond Sustainability in Food Systems: Perspectives from Agroecology and Social Innovation," Sustainability, MDPI, vol. 12(18), pages 1-24, September.
    19. Thomas M. Koutsos & Georgios C. Menexes & Andreas P. Mamolos, 2021. "The Use of Crop Yield Autocorrelation Data as a Sustainable Approach to Adjust Agronomic Inputs," Sustainability, MDPI, vol. 13(4), pages 1-17, February.
    20. Anne Jerneck, 2018. "What about Gender in Climate Change? Twelve Feminist Lessons from Development," Sustainability, MDPI, vol. 10(3), pages 1-20, February.

    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:zib:zbnbda:v:6:y:2024:i:2:p:113-116. 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: Zibeline International Publishing The email address of this maintainer does not seem to be valid anymore. Please ask Zibeline International Publishing to update the entry or send us the correct address (email available below). General contact details of provider: https://bigdatainagriculture.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.