Skip to main content
Log in

Spray and economics assessment of a UAV-based ultra-low-volume application in olive and citrus orchards

  • Published:
Precision Agriculture Aims and scope Submit manuscript

Abstract

Automation is a new frontier in specialty agriculture equipment. Specifically, unmanned aerial vehicles (UAV), machine vision and robotics will increasingly appear in sustainable agricultural systems. The use of small UAVs retrofitted with spraying systems allows precision aerial applications on small targets. These precision applications can result in significant cost savings and reductions in risk to operators during treatments. This paper presents a novel and practical design and development of a small application system capable of being mounted on an unmanned aerial vehicle for agrochemical spraying tasks and an analysis of the quality of the application and economic costs in olive and citrus orchards compared with those of a conventional treatment. Once the equipment had been developed, field trials in super-high-density olive and citrus orchards were undertaken to evaluate the spray deposition efficiency. For comparison with a conventional hydro-pneumatic sprayer, the field tests took into account parameters such as the applied volume rate, spray drift, application time and equipment costs and depreciation. The results obtained indicate that there was a 7 €/ha difference in the application costs between the aerial vehicle and conventional equipment. It is hoped that the conclusions of this work will serve as the basis for a debate about the existing legislation governing this type of aerial work, which can be beneficial in specific cases and should be carried out in a safe and legal manner.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9

Similar content being viewed by others

References

  • Agüera Vega, F., Carvajal Ramírez, F., Pérez Saiz, M., & Orgaz Rosúa, F. (2015). Multi-temporal imaging using an unmanned aerial vehicle for monitoring a sunflower crop. Biosystems Engineering,132, 19–27.

    Article  Google Scholar 

  • Bals, E. J. (1970). The principles of and new developments in ultra-low volume spraying. In Proceedings of the fifth British insecticide and fungicide conference (Vol. 1, pp. 189–193). Alton, UK: British Crop Protection Council.

  • Berni, J. A. J., Zarco-Tejada, P. J., Suárez, L., González-Dugo, V., & Fereres, E. (2009). Remote sensing of vegetation from UAV platforms using lightweight multispectral and thermal imaging sensors. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences,38(6), 6.

    Google Scholar 

  • Boto, J. A., Pastrana, P., & Suárez de Cepeda, M. (2004). Consumos energéticos en las operaciones agrícolas en España (Energy Consumption in Agricultural Operations in Spain). Madrid, Spain: Spanish Ministry of Agriculture, Fisheries and Food.

    Google Scholar 

  • Bradski, G. (2000). The opencv library. Dr Dobb’s Journal of Software Tools,25, 120–125.

    Google Scholar 

  • Díaz-Varela, R. A., de la Rosa, R., León, L., & Zarco-Tejada, P. J. (2015). High-resolution airborne UAV imagery to assess olive tree crown parameters using 3D Photo reconstruction: Application in breeding trials. Remote Sensing,7, 4213–4232.

    Article  Google Scholar 

  • Giles, D., & Billing, R. (2015). Deployment and performance of a UAV for crop spraying. Chemical Engineering Transactions,44, 307–312.

    Google Scholar 

  • Giles, D. K., Akesson, N. B., & Yates, W. E. (2008). Pesticide application technology: Research and development and the growth of the industry. Transactions of ASABE,51, 397–403.

    Article  Google Scholar 

  • Huang, Y., Hoffmann, W. C., Lan, Y., Wu, W., & Fritz, B. K. (2009). Development of a spray system for an unmanned aerial vehicle platform. Applied Engineering in Agriculture,25, 803–809.

    Article  Google Scholar 

  • Limnaios, G. (2014). Current usage of unmanned aircraft systems (UAS) and future challenges: A mission oriented simulator for UAS as a tool for design and performance evaluation. Journals of Computation and Modelling,4(1), 167–188.

    Google Scholar 

  • Mount, G.A. (1985). Ultra Low Volume Application of Insecticides for Vector Control. Geneva, Switzerland: World Health Organisation, WHO/VBC/85.919

  • Nevalainen, O., Honkavaara, E., Tuominen, S., Viljanen, N., Hakala, T., Yu, X., et al. (2017). Individual tree detection and classification with UAV-based photogrammetric point clouds and hyperspectral imaging. Remote Sensing,9(3), 185.

    Article  Google Scholar 

  • OJEC. (2009). Directive 2009/128/EC of the European Parliament and of the Council of 21 October 2009 establishing a framework for community action to achieve the sustainable use of pesticides (Text with EEA relevance)

  • Pajares, G. (2015). Overview and current status of remote sensing applications based on unmanned aerial vehicles (UAVs). Photogrammetric Engineering & Remote Sensing,81, 281–330.

    Article  Google Scholar 

  • Panneton, B., Lacasse, B., & Piché, M. (2005). Effect of air-jet configuration on spray coverage in vineyards. Biosystems Engineering,90, 173–184.

    Article  Google Scholar 

  • Sheng, W., Yubin, L., Jiantado, Z., Shenghua, L., Haiyan, Z., & Hang, H. (2016). Analysis and experiment on atomization characteristics of ultra-low-volume swirl nozzle for agricultural unmanned aviation vehicle. Transactions of the Chinese Society of Agricultural Engineering,32(20), 85–93.

    Google Scholar 

  • R Core Team (2013). R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. http://www.R-project.org/.

  • Torres-Sánchez, J., López-Granados, F., De Castro, A. I., & Peña-Barragán, J. M. (2013). Configuration and specifications of an unmanned aerial vehicle (UAV) for early site-specific weed management. PLoS ONE,8(3), e58210.

    Article  Google Scholar 

  • Urbahs, A., & Jonaite, I. (2013). Features of the use of unmanned aerial vehicles for agriculture applications. Aviation,17, 170–175.

    Article  Google Scholar 

  • Wang, Z., Lan, Y., Hoffmann, W.C., Wang, Y., & Zheng, Y. (2013). Low altitude and multiple helicopter formation in precision agriculture. Paper no 131618681, St Joseph, MI, USA: ASABE.

  • West, J. S., Canning, G. G. M., Perryman, S. A., & King, K. (2017). Novel Technologies for the detection of Fusarium head blight disease and airborne inoculum. Tropical Plant Pathology,42(3), 203–209.

    Article  Google Scholar 

  • Wired Magazine (2015) Re-Planting a Forest, One Drone at a Time. Retrieved August, 2018, from https://www.wired.com/brandlab/2015/07/re-planting-forest-one-drone-time/

  • Zaman-Allah, M., Vergara, O., Araus, J. L., Tarekegne, A., Magorokosho, C., Zarco-Tejada, P. J., et al. (2015). Unmanned aerial platform-based multi-spectral imaging for field phenotyping of maize. Plant Methods,11, 35.

    Article  CAS  Google Scholar 

  • Zarco-Tejada, P. J., González-Dugo, V., & Berni, J. A. J. (2012). Fluorescence, temperature and narrow-band indices acquired from a UAV platform for water stress detection using a micro-hyperspectral imager and a thermal camera. Remote Sensing of Environment,117, 322–337.

    Article  Google Scholar 

  • Zhang, P., Deng, L., Lyu, Q., He, S. L., Yi, S. L., Liu, Y. D., et al. (2016). Effects of citrus tree-shape and spraying height of small unmanned aerial vehicle on droplet distribution. International Journal of Agricultural & Biological Engineering,9(4), 45–52.

    Google Scholar 

  • Ru Y., Zhou, H., Fan, Q., & Wu, X. (2011). Design and investigation of ultra-low volume centrifugal spraying system on aerial plant protection. Paper No. 11-10663, St Joseph, MI, USA: ASABE.

  • Zhu, H., Salyani, M., & Fox, R. D. (2011). A portable scanning system for evaluation of spray deposit distribution. Computers and Electronics in Agriculture,76(1), 38–43.

    Article  Google Scholar 

Download references

Acknowledgement

The authors would like to thank DRONSAP, the UAV division of AGROSAP, for their participation in the design of the equipment and in the trials. We would also like to thank the “World Olive Germplasm Bank” of the University of Cordoba for allowing us to use its facilities.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Manuel Pérez-Ruiz.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Martinez-Guanter, J., Agüera, P., Agüera, J. et al. Spray and economics assessment of a UAV-based ultra-low-volume application in olive and citrus orchards. Precision Agric 21, 226–243 (2020). https://doi.org/10.1007/s11119-019-09665-7

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11119-019-09665-7

Keywords

Navigation