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

Author

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  • 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
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    References listed on IDEAS

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    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. 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).
    3. 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.
    4. 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.
    5. Sergio Gomez y Paloma & Laura Riesgo & Kamel 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.
    6. 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, December.
    7. 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.
    8. 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.
    9. 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.
    10. 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).
    11. 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).
    12. Zhixin Zhang & Yingjie Li & Ehsan Elahi & Yameng Wang, 2022. "Comprehensive Evaluation of Agricultural Modernization Levels," Sustainability, MDPI, vol. 14(9), pages 1-17, April.
    13. 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.
    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.
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    2. David D. J. Antia, 2023. "Desalination of Saline Irrigation Water Using Hydrophobic, Metal–Polymer Hydrogels," Sustainability, MDPI, vol. 15(9), pages 1-32, April.
    3. 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.

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