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Plant-based and remote sensing for water status monitoring of orchard crops: Systematic review and meta-analysis

Author

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  • Velazquez-Chavez, L.J.
  • Daccache, A.
  • Mohamed, A.Z.
  • Centritto, M.

Abstract

Agricultural sustainability in many parts of the world is facing significant challenges due to water scarcity and the adverse effects of climate change. Agriculture uses 70 % of the total freshwater, and irrigation sustains 40 % of the global food supply. Various plant monitoring technologies and irrigation techniques were developed to improve the efficiency of agricultural water use. Although their benefits are widely acknowledged, conflicting findings and inconclusive results emerge when assessing their performances and effectiveness in monitoring plant water status. A systematic review using a rigorous protocol for research question formulation and eligibility criteria definition was conducted with the aim of assessing, from published literature, the performance of various plant (tree) based sensors for water stress monitoring. Initially, 496 articles were collected from four leading search engines for scientific peer-reviewed papers., the number of relevant manuscripts was narrowed to 124, using strict inclusion and exclusion criteria, from which meta-analysis was conducted and reported. Results showed that most studies were conducted in Spain and the USA, focusing on olive, peach, and almond cultivation. Crop Water Stress Index showed a better correlation with stomatal conductance (gs) (R2 = 0.76) and with leaf water potential (ΨL) (R2 = 0.75) compared to Xylem Water Potential (ΨS) (R2 = 0.6). Maximum Daily Shrinkage (MDS) showed a coefficient of determination with ΨS equivalent to 0.68. On the remote sensing side, the most commonly used indices are the Normalized Difference Vegetation Index (NDVI) (n=22), Photochemical Reflectance Index (PRI) (n=11), and canopy temperature (n =94) with better correlation with ΨS for PRI and thermal. However, the finding is not conclusive due to the complexity of plant water relations and the influence of other factors such as environmental conditions, canopy structure, nutrient deficiencies, and plant diseases.

Suggested Citation

  • Velazquez-Chavez, L.J. & Daccache, A. & Mohamed, A.Z. & Centritto, M., 2024. "Plant-based and remote sensing for water status monitoring of orchard crops: Systematic review and meta-analysis," Agricultural Water Management, Elsevier, vol. 303(C).
    • Handle: RePEc:eee:agiwat:v:303:y:2024:i:c:s037837742400386x
    DOI: 10.1016/j.agwat.2024.109051
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    References listed on IDEAS

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    1. Martín-Palomo, M.J. & Corell, M. & Girón, I. & Andreu, L. & Trigo, E. & López-Moreno, Y.E. & Torrecillas, A. & Centeno, A. & Pérez-López, D. & Moriana, A., 2019. "Pattern of trunk diameter fluctuations of almond trees in deficit irrigation scheduling during the first seasons," Agricultural Water Management, Elsevier, vol. 218(C), pages 115-123.
    2. Ben-Gal, Alon & Kool, Dilia & Agam, Nurit & van Halsema, Gerardo E. & Yermiyahu, Uri & Yafe, Ariel & Presnov, Eugene & Erel, Ran & Majdop, Ahmed & Zipori, Isaac & Segal, Eran & Rüger, Simon & Zimmerma, 2010. "Whole-tree water balance and indicators for short-term drought stress in non-bearing 'Barnea' olives," Agricultural Water Management, Elsevier, vol. 98(1), pages 124-133, December.
    3. Conejero, W. & Ortuño, M.F. & Mellisho, C.D. & Torrecillas, A., 2010. "Influence of crop load on maximum daily trunk shrinkage reference equations for irrigation scheduling of early maturing peach trees," Agricultural Water Management, Elsevier, vol. 97(2), pages 333-338, February.
    4. De la Rosa, J.M. & Domingo, R. & Gómez-Montiel, J. & Pérez-Pastor, A., 2015. "Implementing deficit irrigation scheduling through plant water stress indicators in early nectarine trees," Agricultural Water Management, Elsevier, vol. 152(C), pages 207-216.
    5. Pérez-López, D. & Pérez-Rodríguez, J.M. & Moreno, M.M. & Prieto, M.H. & Ramírez-Santa-Pau, M. & Gijón, M.C. & Guerrero, J. & Moriana, A., 2013. "Influence of different cultivars–locations on maximum daily shrinkage indicators: Limits to the reference baseline approach," Agricultural Water Management, Elsevier, vol. 127(C), pages 31-39.
    6. Marino, Giulia & Pernice, Fulvio & Marra, Francesco Paolo & Caruso, Tiziano, 2016. "Validation of an online system for the continuous monitoring of tree water status for sustainable irrigation managements in olive (Olea europaea L.)," Agricultural Water Management, Elsevier, vol. 177(C), pages 298-307.
    7. Drechsler, Kelley & Kisekka, Isaya & Upadhyaya, Shrinivasa, 2019. "A comprehensive stress indicator for evaluating plant water status in almond trees," Agricultural Water Management, Elsevier, vol. 216(C), pages 214-223.
    8. Ballester, C. & Buesa, I. & Bonet, L. & Intrigliolo, D.S., 2014. "Usefulness of stem dendrometers as continuous indicator of loquat trees water status," Agricultural Water Management, Elsevier, vol. 142(C), pages 110-114.
    9. Mira-García, Ana Belén & Conejero, Wenceslao & Vera, Juan & Ruiz-Sánchez, M.Carmen, 2022. "Water status and thermal response of lime trees to irrigation and shade screen," Agricultural Water Management, Elsevier, vol. 272(C).
    10. García-Tejera, Omar & López-Bernal, Álvaro & Orgaz, Francisco & Testi, Luca & Villalobos, Francisco J., 2021. "The pitfalls of water potential for irrigation scheduling," Agricultural Water Management, Elsevier, vol. 243(C).
    11. Alcaras, L. Martín Agüero & Rousseaux, M. Cecilia & Searles, Peter S., 2016. "Responses of several soil and plant indicators to post-harvest regulated deficit irrigation in olive trees and their potential for irrigation scheduling," Agricultural Water Management, Elsevier, vol. 171(C), pages 10-20.
    12. Ramírez-Cuesta, J.M. & Ortuño, M.F. & Gonzalez-Dugo, V. & Zarco-Tejada, P.J. & Parra, M. & Rubio-Asensio, J.S. & Intrigliolo, D.S., 2022. "Assessment of peach trees water status and leaf gas exchange using on-the-ground versus airborne-based thermal imagery," Agricultural Water Management, Elsevier, vol. 267(C).
    13. Egea, Gregorio & Padilla-Díaz, Carmen M. & Martinez-Guanter, Jorge & Fernández, José E. & Pérez-Ruiz, Manuel, 2017. "Assessing a crop water stress index derived from aerial thermal imaging and infrared thermometry in super-high density olive orchards," Agricultural Water Management, Elsevier, vol. 187(C), pages 210-221.
    14. Badal, E. & Buesa, I. & Guerra, D. & Bonet, L. & Ferrer, P. & Intrigliolo, D.S., 2010. "Maximum diurnal trunk shrinkage is a sensitive indicator of plant water, stress in Diospyros kaki (Persimmon) trees," Agricultural Water Management, Elsevier, vol. 98(1), pages 143-147, December.
    15. Janssens, Pieter & Diels, Jan & Vanderborght, Jan & Elsen, Frank & Elsen, Annemie & Deckers, Tom & Vandendriessche, Hilde, 2015. "Numerical calculation of soil water potential in an irrigated ‘conference’ pear orchard," Agricultural Water Management, Elsevier, vol. 148(C), pages 113-122.
    16. Ballester, C. & Castel, J. & Jiménez-Bello, M.A. & Castel, J.R. & Intrigliolo, D.S., 2013. "Thermographic measurement of canopy temperature is a useful tool for predicting water deficit effects on fruit weight in citrus trees," Agricultural Water Management, Elsevier, vol. 122(C), pages 1-6.
    17. Puig-Sirera, Àngela & Provenzano, Giuseppe & González-Altozano, Pablo & Intrigliolo, Diego S. & Rallo, Giovanni, 2021. "Irrigation water saving strategies in Citrus orchards: Analysis of the combined effects of timing and severity of soil water deficit," Agricultural Water Management, Elsevier, vol. 248(C).
    18. Moriana, A. & Girón, I.F. & Martín-Palomo, M.J. & Conejero, W. & Ortuño, M.F. & Torrecillas, A. & Moreno, F., 2010. "New approach for olive trees irrigation scheduling using trunk diameter sensors," Agricultural Water Management, Elsevier, vol. 97(11), pages 1822-1828, November.
    19. Romero-Trigueros, Cristina & Nortes, Pedro A. & Alarcón, Juan J. & Hunink, Johannes E. & Parra, Margarita & Contreras, Sergio & Droogers, Peter & Nicolás, Emilio, 2017. "Effects of saline reclaimed waters and deficit irrigation on Citrus physiology assessed by UAV remote sensing," Agricultural Water Management, Elsevier, vol. 183(C), pages 60-69.
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