IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v15y2023i4p3557-d1069039.html
   My bibliography  Save this article

Crop Monitoring in Smallholder Farms Using Unmanned Aerial Vehicles to Facilitate Precision Agriculture Practices: A Scoping Review and Bibliometric Analysis

Author

Listed:
  • Shaeden Gokool

    (Centre for Water Resources Research, School of Agricultural, Earth and Environmental Science, University of KwaZulu-Natal, Private Bag X01, Scottsville, Pietermaritzburg 3209, South Africa)

  • Maqsooda Mahomed

    (Centre for Water Resources Research, School of Agricultural, Earth and Environmental Science, University of KwaZulu-Natal, Private Bag X01, Scottsville, Pietermaritzburg 3209, South Africa)

  • Richard Kunz

    (Centre for Water Resources Research, School of Agricultural, Earth and Environmental Science, University of KwaZulu-Natal, Private Bag X01, Scottsville, Pietermaritzburg 3209, South Africa)

  • Alistair Clulow

    (Centre for Water Resources Research, School of Agricultural, Earth and Environmental Science, University of KwaZulu-Natal, Private Bag X01, Scottsville, Pietermaritzburg 3209, South Africa
    Discipline of Agrometeorology, School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, Private Bag X01, Scottsville, Pietermaritzburg 3209, South Africa)

  • Mbulisi Sibanda

    (Department of Geography, Environmental Studies and Tourism, University of the Western Cape, Private Bag X17, Bellville 7535, South Africa)

  • Vivek Naiken

    (Centre for Water Resources Research, School of Agricultural, Earth and Environmental Science, University of KwaZulu-Natal, Private Bag X01, Scottsville, Pietermaritzburg 3209, South Africa)

  • Kershani Chetty

    (Centre for Water Resources Research, School of Agricultural, Earth and Environmental Science, University of KwaZulu-Natal, Private Bag X01, Scottsville, Pietermaritzburg 3209, South Africa)

  • Tafadzwanashe Mabhaudhi

    (Centre for Water Resources Research, School of Agricultural, Earth and Environmental Science, University of KwaZulu-Natal, Private Bag X01, Scottsville, Pietermaritzburg 3209, South Africa
    Centre for Transformative Agricultural and Food Systems, School of Agricultural, Earth & Environmental Sciences, University of KwaZulu-Natal, P/Bag X01, Pietermaritzburg 3209, South Africa
    International Water Management Institute, Southern Africa Office, Pretoria 0184, South Africa)

Abstract

In this study, we conducted a scoping review and bibliometric analysis to evaluate the state-of-the-art regarding actual applications of unmanned aerial vehicle (UAV) technologies to guide precision agriculture (PA) practices within smallholder farms. UAVs have emerged as one of the most promising tools to monitor crops and guide PA practices to improve agricultural productivity and promote the sustainable and optimal use of critical resources. However, there is a need to understand how and for what purposes these technologies are being applied within smallholder farms. Using Biblioshiny and VOSviewer, 23 peer-reviewed articles from Scopus and Web of Science were analyzed to acquire a greater perspective on this emerging topical research focus area. The results of these investigations revealed that UAVs have largely been used for monitoring crop growth and development, guiding fertilizer management, and crop mapping but also have the potential to facilitate other PA practices. Several factors may moderate the potential of these technologies. However, due to continuous technological advancements and reductions in ownership and operational costs, there remains much cause for optimism regarding future applications of UAVs and associated technologies to inform policy, planning, and operational decision-making.

Suggested Citation

  • Shaeden Gokool & Maqsooda Mahomed & Richard Kunz & Alistair Clulow & Mbulisi Sibanda & Vivek Naiken & Kershani Chetty & Tafadzwanashe Mabhaudhi, 2023. "Crop Monitoring in Smallholder Farms Using Unmanned Aerial Vehicles to Facilitate Precision Agriculture Practices: A Scoping Review and Bibliometric Analysis," Sustainability, MDPI, vol. 15(4), pages 1-18, February.
  • Handle: RePEc:gam:jsusta:v:15:y:2023:i:4:p:3557-:d:1069039
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/15/4/3557/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/15/4/3557/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Aria, Massimo & Cuccurullo, Corrado, 2017. "bibliometrix: An R-tool for comprehensive science mapping analysis," Journal of Informetrics, Elsevier, vol. 11(4), pages 959-975.
    2. Zhixin Zhang & Yingjie Li & Ehsan Elahi & Yameng Wang, 2022. "Comprehensive Evaluation of Agricultural Modernization Levels," Sustainability, MDPI, vol. 14(9), pages 1-17, April.
    3. Elahi, Ehsan & Khalid, Zainab & Tauni, Muhammad Zubair & Zhang, Hongxia & Lirong, Xing, 2022. "Extreme weather events risk to crop-production and the adaptation of innovative management strategies to mitigate the risk: A retrospective survey of rural Punjab, Pakistan," Technovation, Elsevier, vol. 117(C).
    4. Nees Jan Eck & Ludo Waltman, 2010. "Software survey: VOSviewer, a computer program for bibliometric mapping," Scientometrics, Springer;Akadémiai Kiadó, vol. 84(2), pages 523-538, August.
    5. Luxon Nhamo & James Magidi & Adolph Nyamugama & Alistair D. Clulow & Mbulisi Sibanda & Vimbayi G. P. Chimonyo & Tafadzwanashe Mabhaudhi, 2020. "Prospects of Improving Agricultural and Water Productivity through Unmanned Aerial Vehicles," Agriculture, MDPI, vol. 10(7), pages 1-18, July.
    6. El-Hendawy, Salah E. & Al-Suhaibani, Nasser A. & Elsayed, Salah & Hassan, Wael M. & Dewir, Yaser Hassan & Refay, Yahya & Abdella, Kamel A., 2019. "Potential of the existing and novel spectral reflectance indices for estimating the leaf water status and grain yield of spring wheat exposed to different irrigation rates," Agricultural Water Management, Elsevier, vol. 217(C), pages 356-373.
    7. Ejovi Akpojevwe Abafe & Yonas T. Bahta & Henry Jordaan, 2022. "Exploring Biblioshiny for Historical Assessment of Global Research on Sustainable Use of Water in Agriculture," Sustainability, MDPI, vol. 14(17), pages 1-34, August.
    8. Brewer, K. & Clulow, A. & Sibanda, M. & Gokool, S. & Naiken, V. & Mabhaudhi, Tafadzwanashe, 2022. "Predicting the chlorophyll content of maize over phenotyping as a proxy for crop health in smallholder farming systems," Papers published in Journals (Open Access), International Water Management Institute, pages 1-14(3):518.
    9. Sergio Gomez y Paloma & Laura Riesgo & Kamel Elouhichi Louhichi, 2020. "The Role of Smallholder Farms in Food and Nutrition Security [Le rôle des petites exploitations agricoles dans la sécurité alimentaire et nutritionnelle]," Post-Print hal-02611174, HAL.
    10. Sergio Gomez y Paloma & Laura Riesgo & Kamel Louhichi (ed.), 2020. "The Role of Smallholder Farms in Food and Nutrition Security," Springer Books, Springer, number 978-3-030-42148-9, September.
    11. Elahi, Ehsan & Khalid, Zainab & Zhang, Zhixin, 2022. "Understanding farmers’ intention and willingness to install renewable energy technology: A solution to reduce the environmental emissions of agriculture," Applied Energy, Elsevier, vol. 309(C).
    12. Martina K Linnenluecke & Mauricio Marrone & Abhay K Singh, 2020. "Conducting systematic literature reviews and bibliometric analyses," Australian Journal of Management, Australian School of Business, vol. 45(2), pages 175-194, May.
    13. Elahi, Ehsan & Khalid, Zainab, 2022. "Estimating smart energy inputs packages using hybrid optimisation technique to mitigate environmental emissions of commercial fish farms," Applied Energy, Elsevier, vol. 326(C).
    14. Waltman, Ludo & van Eck, Nees Jan & Noyons, Ed C.M., 2010. "A unified approach to mapping and clustering of bibliometric networks," Journal of Informetrics, Elsevier, vol. 4(4), pages 629-635.
    15. Johannes I. F. Henning & Nicolette Matthews & Moatlhodi August & Primrose Madende, 2022. "Youths’ Perceptions and Aspiration towards Participating in the Agricultural Sector: A South African Case Study," Social Sciences, MDPI, vol. 11(5), pages 1-21, May.
    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. David D. J. Antia, 2023. "Desalination of Saline Irrigation Water Using Hydrophobic, Metal–Polymer Hydrogels," Sustainability, MDPI, vol. 15(9), pages 1-32, April.
    2. Colette de Villiers & Cilence Munghemezulu & Zinhle Mashaba-Munghemezulu & George J. Chirima & Solomon G. Tesfamichael, 2023. "Weed Detection in Rainfed Maize Crops Using UAV and PlanetScope Imagery," Sustainability, MDPI, vol. 15(18), pages 1-22, September.

    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. Zhichao Wang & Valentin Zelenyuk, 2021. "Performance Analysis of Hospitals in Australia and its Peers: A Systematic Review," CEPA Working Papers Series WP012021, School of Economics, University of Queensland, Australia.
    2. Yan Zhao & Ehsan Elahi & Zainab Khalid & Xuegang Sun & Fang Sun, 2023. "Environmental, Social and Governance Performance: Analysis of CEO Power and Corporate Risk," Sustainability, MDPI, vol. 15(2), pages 1-18, January.
    3. Min Zhu & Mengqi Sun & Ehsan Elahi & Yajie Li & Zainab Khalid, 2023. "Analyzing the Relationship between Green Finance and Agricultural Industrial Upgrading: A Panel Data Study of 31 Provinces in China," Sustainability, MDPI, vol. 15(12), pages 1-19, June.
    4. Min Zhu & Haiyun Tang & Ehsan Elahi & Zainab Khalid & Kaili Wang & Nimra Nisar, 2022. "Spatial-Temporal Changes and Influencing Factors of Ecological Protection Levels in the Middle and Lower Reaches of the Yellow River," Sustainability, MDPI, vol. 14(22), pages 1-16, November.
    5. Romero-Silva, Rodrigo & de Leeuw, Sander, 2021. "Learning from the past to shape the future: A comprehensive text mining analysis of OR/MS reviews," Omega, Elsevier, vol. 100(C).
    6. Sabina Kordana-Obuch & Mariusz Starzec & Michał Wojtoń & Daniel Słyś, 2023. "Greywater as a Future Sustainable Energy and Water Source: Bibliometric Mapping of Current Knowledge and Strategies," Energies, MDPI, vol. 16(2), pages 1-34, January.
    7. Min Zhu & Yajie Li & Zainab Khalid & Ehsan Elahi, 2023. "Comprehensive Evaluation and Promotion Strategy of Agricultural Digitalization Level," Sustainability, MDPI, vol. 15(8), pages 1-15, April.
    8. Xiuli Cui & Ehsan Elahi & Zainab Khalid & Bo Xu, 2022. "Environmental Regulation, Manufacturing Technological Progress and Pollution Emissions: Empirical Evidence from China," Sustainability, MDPI, vol. 14(23), pages 1-19, December.
    9. Ahmed, Shamima & Alshater, Muneer M. & Ammari, Anis El & Hammami, Helmi, 2022. "Artificial intelligence and machine learning in finance: A bibliometric review," Research in International Business and Finance, Elsevier, vol. 61(C).
    10. Wei Wang & Ehsan Elahi & Shiying Sun & Xiaoqing Tong & Zhaosen Zhang & Mohammad Ilyas Abro, 2023. "Factors Influencing Water Use Efficiency in Agriculture: A Case Study of Shaanxi, China," Sustainability, MDPI, vol. 15(3), pages 1-14, January.
    11. Xingshuai Wang & Ehsan Elahi & Zainab Khalid & Mohammad Ilyas Abro, 2023. "Environmental Governance Goals of Local Governments and Technological Innovation of Enterprises under Green Performance Assessment," IJERPH, MDPI, vol. 20(3), pages 1-19, January.
    12. Bhaskar, Ratikant & Hunjra, Ahmed Imran & Bansal, Shashank & Pandey, Dharen Kumar, 2022. "Central Bank Digital Currencies: Agendas for future research," Research in International Business and Finance, Elsevier, vol. 62(C).
    13. Ketan Bhatt & Claudia Seabra & Sunil Kumar Kabia & Kumar Ashutosh & Amit Gangotia, 2022. "COVID Crisis and Tourism Sustainability: An Insightful Bibliometric Analysis," Sustainability, MDPI, vol. 14(19), pages 1-23, September.
    14. Yihao Cao & Ehsan Elahi & Zainab Khalid & Ping Li & Pengsheng Sun, 2023. "How Do Intellectual Property Rights Affect Green Technological Innovation? Empirical Evidence from China," Sustainability, MDPI, vol. 15(10), pages 1-17, May.
    15. Przemysław Ogarek & Michał Wojtoń & Daniel Słyś, 2023. "Hydrogen as a Renewable Energy Carrier in a Hybrid Configuration of Distributed Energy Systems: Bibliometric Mapping of Current Knowledge and Strategies," Energies, MDPI, vol. 16(14), pages 1-18, July.
    16. Secundo, Giustina & Rippa, Pierluigi & Cerchione, Roberto, 2020. "Digital Academic Entrepreneurship: A structured literature review and avenue for a research agenda," Technological Forecasting and Social Change, Elsevier, vol. 157(C).
    17. Pingan Xiang & Jian Guo, 2023. "Understanding Farmers’ Intentions to Adopt Pest and Disease Green Control Techniques: Comparison and Integration Based on Multiple Models," Sustainability, MDPI, vol. 15(14), pages 1-18, July.
    18. Xiaolong Gao & Changfei Li & Ehsan Elahi & Mohammad Ilyas Abro & Zhaocai Cui, 2023. "Technological Innovation, Product Quality and Upgrading of Manufacturing Value Chain: Empirical Evidence from China," Sustainability, MDPI, vol. 15(9), pages 1-19, April.
    19. Muhammad Azam & Sitti Asmah Hassan & Othman Che Puan, 2022. "Autonomous Vehicles in Mixed Traffic Conditions—A Bibliometric Analysis," Sustainability, MDPI, vol. 14(17), pages 1-34, August.
    20. Cheng Wang & Tao Lv & Rongjiang Cai & Jianfeng Xu & Liya Wang, 2022. "Bibliometric Analysis of Multi-Level Perspective on Sustainability Transition Research," Sustainability, MDPI, vol. 14(7), pages 1-31, March.

    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:jsusta:v:15:y:2023:i:4:p:3557-:d:1069039. 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.