IDEAS home Printed from https://ideas.repec.org/a/eee/rensus/v189y2024ipas1364032123007165.html
   My bibliography  Save this article

Mapping smart farming: Addressing agricultural challenges in data-driven era

Author

Listed:
  • Huo, Dongyang
  • Malik, Asad Waqar
  • Ravana, Sri Devi
  • Rahman, Anis Ur
  • Ahmedy, Ismail

Abstract

Internet of Things (IoT) technology plays an important role in advancing the transformation of labor-intensive traditional agriculture into data-driven smart farming by providing technological and theoretical support to address the challenges of food shortages caused by rapid population growth, as well as the sustainable development challenges posed by the scarcity of natural resources due to climate warming. IoT smart farming is a multidisciplinary field encompassing agricultural knowledge, communication technologies, automation, artificial intelligence, and computing. The research in this domain has rapidly expanded and accumulated. Despite the availability of some review studies, their primary focal points pertain to assessing the architectures, devices, and communication technologies utilized in IoT smart farming, thus providing a thorough introduction to this research domain. This review employs scientific mapping to visualize the IoT smart farming research domain, exploring various research themes and their profiles, identifying highly cited and important research in the citation networks, and tracking the evolution of research interests. It offers a comprehensive overview of the field and proposes potential future work to address current research gaps, promoting interdisciplinary collaboration to support decision-makers in the agriculture sector.

Suggested Citation

  • 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).
    • Handle: RePEc:eee:rensus:v:189:y:2024:i:pa:s1364032123007165
    DOI: 10.1016/j.rser.2023.113858
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1364032123007165
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.rser.2023.113858?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. Ara, Iffat & Turner, Lydia & Harrison, Matthew Tom & Monjardino, Marta & deVoil, Peter & Rodriguez, Daniel, 2021. "Application, adoption and opportunities for improving decision support systems in irrigated agriculture: A review," Agricultural Water Management, Elsevier, vol. 257(C).
    2. Stočes, Michal & Vaněk, Jiří & Masner, Jan & Pavlík, J., 2016. "Internet of Things (IoT) in Agriculture - Selected Aspects," AGRIS on-line Papers in Economics and Informatics, Czech University of Life Sciences Prague, Faculty of Economics and Management, vol. 8(1), pages 1-6, March.
    3. Lee, In & Lee, Kyoochun, 2015. "The Internet of Things (IoT): Applications, investments, and challenges for enterprises," Business Horizons, Elsevier, vol. 58(4), pages 431-440.
    4. Nesrein M. Hashem & Eman M. Hassanein & Jean-François Hocquette & Antonio Gonzalez-Bulnes & Fayrouz A. Ahmed & Youssef A. Attia & Khalid A. Asiry, 2021. "Agro-Livestock Farming System Sustainability during the COVID-19 Era: A Cross-Sectional Study on the Role of Information and Communication Technologies," Sustainability, MDPI, vol. 13(12), pages 1-24, June.
    5. Jacopo Grecuccio & Edoardo Giusto & Fabio Fiori & Maurizio Rebaudengo, 2020. "Combining Blockchain and IoT: Food-Chain Traceability and Beyond," Energies, MDPI, vol. 13(15), pages 1-19, July.
    6. Mohammed Alkahtani & Qazi Salman Khalid & Muhammad Jalees & Muhammad Omair & Ghulam Hussain & Catalin Iulian Pruncu, 2021. "E-Agricultural Supply Chain Management Coupled with Blockchain Effect and Cooperative Strategies," Sustainability, MDPI, vol. 13(2), pages 1-29, January.
    7. Alba Vázquez-López & Martín Barrasa-Rioja & Manuel Marey-Perez, 2021. "ICT in Rural Areas from the Perspective of Dairy Farming: A Systematic Review," Future Internet, MDPI, vol. 13(4), pages 1-18, April.
    8. Xing-Rong Guo & Xiang Li & Yi-Ming Guo, 2021. "Mapping Knowledge Domain Analysis in Smart Education Research," Sustainability, MDPI, vol. 13(23), pages 1-28, November.
    9. Xue-Bo Jin & Xing-Hong Yu & Xiao-Yi Wang & Yu-Ting Bai & Ting-Li Su & Jian-Lei Kong, 2020. "Deep Learning Predictor for Sustainable Precision Agriculture Based on Internet of Things System," Sustainability, MDPI, vol. 12(4), pages 1-18, February.
    10. Ole Ellegaard, 2018. "The application of bibliometric analysis: disciplinary and user aspects," Scientometrics, Springer;Akadémiai Kiadó, vol. 116(1), pages 181-202, July.
    11. Rim Lassoued & Diego M. Macall & Stuart J. Smyth & Peter W. B. Phillips & Hayley Hesseln, 2021. "Expert Insights on the Impacts of, and Potential for, Agricultural Big Data," Sustainability, MDPI, vol. 13(5), pages 1-18, February.
    12. 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.
    13. Chunling Li & Ben Niu, 2020. "Design of smart agriculture based on big data and Internet of things," International Journal of Distributed Sensor Networks, , vol. 16(5), pages 15501477209, May.
    14. Hassan Elahi & Khushboo Munir & Marco Eugeni & Sofiane Atek & Paolo Gaudenzi, 2020. "Energy Harvesting towards Self-Powered IoT Devices," Energies, MDPI, vol. 13(21), pages 1-31, October.
    15. Johnathon Shook & Tryambak Gangopadhyay & Linjiang Wu & Baskar Ganapathysubramanian & Soumik Sarkar & Asheesh K Singh, 2021. "Crop yield prediction integrating genotype and weather variables using deep learning," PLOS ONE, Public Library of Science, vol. 16(6), pages 1-19, June.
    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. Pandey, Vivekanand & Pant, Millie & Snasel, Vaclav, 2022. "Blockchain technology in food supply chains: Review and bibliometric analysis," Technology in Society, Elsevier, vol. 69(C).
    2. Arman Derakhti & Ernesto D. R. Santibanez Gonzalez & Abbas Mardani, 2023. "Industry 4.0 and Beyond: A Review of the Literature on the Challenges and Barriers Facing the Agri-Food Supply Chain," Sustainability, MDPI, vol. 15(6), pages 1-22, March.
    3. Dhruv Chakravarty Nath & Indranil Kundu & Ayushi Sharma & Pranav Shivhare & Asif Afzal & Manzoore Elahi M. Soudagar & Sung Goon Park, 2024. "Internet of Things integrated with solar energy applications: a state-of-the-art review," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(10), pages 24597-24652, October.
    4. Vincenzo Varriale & Antonello Cammarano & Francesca Michelino & Mauro Caputo, 2021. "Sustainable Supply Chains with Blockchain, IoT and RFID: A Simulation on Order Management," Sustainability, MDPI, vol. 13(11), pages 1-23, June.
    5. 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.
    6. 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, September.
    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. Johnson Ankrah & Ana Monteiro & Helena Madureira, 2022. "Bibliometric Analysis of Data Sources and Tools for Shoreline Change Analysis and Detection," Sustainability, MDPI, vol. 14(9), pages 1-23, April.
    10. Karmen Erjavec & Marjan Janžekovič & Milena Kovač & Mojca Simčič & Andrej Mergeduš & Dušan Terčič & Marija Klopčič, 2021. "Changes in Use of Communication Channels by Livestock Farmers during the COVID-19 Pandemic," Sustainability, MDPI, vol. 13(18), pages 1-14, September.
    11. 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.
    12. 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.
    13. Leonel Jorge Ribeiro Nunes & Radu Godina & João Carlos de Oliveira Matias, 2019. "Technological Innovation in Biomass Energy for the Sustainable Growth of Textile Industry," Sustainability, MDPI, vol. 11(2), pages 1-12, January.
    14. Fehmi Krasniqi & Hysni Terziu, 2021. "Challenges of Kosovo Micro Businesses," European Journal of Economics and Business Studies Articles, Revistia Research and Publishing, vol. 7, ejes_v7_i.
    15. Gregorio González-Alcaide, 2021. "Bibliometric studies outside the information science and library science field: uncontainable or uncontrollable?," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(8), pages 6837-6870, August.
    16. Athanasios Tsipis & Asterios Papamichail & Ioannis Angelis & George Koufoudakis & Georgios Tsoumanis & Konstantinos Oikonomou, 2020. "An Alertness-Adjustable Cloud/Fog IoT Solution for Timely Environmental Monitoring Based on Wildfire Risk Forecasting," Energies, MDPI, vol. 13(14), pages 1-35, July.
    17. 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(1), January.
    18. 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.
    19. Vojtěch Novák & Michal Stočes & Eva Kánská & Jan Pavlík & Jan Jarolímek, 2019. "Monitoring of Movement on the Farm Using WiFi Technology," AGRIS on-line Papers in Economics and Informatics, Czech University of Life Sciences Prague, Faculty of Economics and Management, vol. 11(4), December.
    20. Bent Flyvbjerg & Alexander Budzier & Jong Seok Lee & Mark Keil & Daniel Lunn & Dirk W. Bester, 2022. "The Empirical Reality of IT Project Cost Overruns: Discovering A Power-Law Distribution," Papers 2210.01573, arXiv.org.

    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:rensus:v:189:y:2024:i:pa:s1364032123007165. 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/wps/find/journaldescription.cws_home/600126/description#description .

    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.