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A framework based on high-resolution imagery datasets and MCS for forecasting evaporation loss from small reservoirs in groundwater-based agriculture

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  • El Bilali, Ali
  • Taghi, Youssef
  • Briouel, Omar
  • Taleb, Abdeslam
  • Brouziyne, Youssef

Abstract

In arid and semi-arid regions, evaporation from small irrigation reservoirs can be a significant source of water loss. Since groundwater is a major source of water supply for irrigation, evaporation losses from irrigation water reservoirs represent a challenging aspect in aquifers governance in such limited-water areas. Estimating these losses is crucial for water resource managers to regulate irrigation reservoirs development and to implement appropriate mitigation measures. Several practical challenges make the individual inventory and monitoring of small irrigation reservoirs unfeasible, especially in large irrigation perimeters with dynamic irrigated surfaces. Thus, significant uncertainty is generally associated with the determinist estimation of evaporation from small irrigation reservoirs. This study is an attempt to develop remote sensing and Monte Carlo Simulation (MCS)-based framework to estimate the evaporation loss from small irrigation water reservoirs used for storing groundwater pumped from the Berrechid aquifer, in Morocco. To that end, remote sensing datasets were validated using data of 49 known reservoirs to identify small reservoirs and their surface area over the growing season. An Exploratory Data Analysis (EDA) of the remotely sensed results was conducted to process the outlier values. Meanwhile, MCS was implemented using 20000 iterations for developing a probabilistic model to estimate the annual evaporation loss associated with exceedance probabilities. The results showed that for an exceedance probability of 90% the associated annual evaporation loss is about 1.50 Mm3·yr−1 with a median of about 1.84 Mm3·yr−1. A sensitivity analysis (SA) of the model was conducted which revealed that the model is more sensitive to the pan coefficient (Cp) followed by reservoir area, and pan evaporation (EVP) for dry months. As for wet months, the SA showed that the model is more sensitive to the daily EVP. Overall, the study provides a new insight for forecasting evaporation loss from small reservoirs and, therefore, will help decision-makers to consider the uncertainty in evaluating the economic viability of mitigation measures. Furthermore, the methodology developed could be valuable in estimating the evaporation loss from the reservoirs in poorly monitored zones.

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  • El Bilali, Ali & Taghi, Youssef & Briouel, Omar & Taleb, Abdeslam & Brouziyne, Youssef, 2022. "A framework based on high-resolution imagery datasets and MCS for forecasting evaporation loss from small reservoirs in groundwater-based agriculture," Agricultural Water Management, Elsevier, vol. 262(C).
    • Handle: RePEc:eee:agiwat:v:262:y:2022:i:c:s0378377421007113
    DOI: 10.1016/j.agwat.2021.107434
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    References listed on IDEAS

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    1. James Charalambous & Ataur Rahman & Don Carroll, 2013. "Application of Monte Carlo Simulation Technique to Design Flood Estimation: A Case Study for North Johnstone River in Queensland, Australia," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 27(11), pages 4099-4111, September.
    2. Victoria Cox, 2017. "Translating Statistics to Make Decisions," Springer Books, Springer, number 978-1-4842-2256-0, December.
    3. David Martínez-Granados & José Maestre-Valero & Javier Calatrava & Victoriano Martínez-Alvarez, 2011. "The Economic Impact of Water Evaporation Losses from Water Reservoirs in the Segura Basin, SE Spain," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 25(13), pages 3153-3175, October.
    4. Redón Santafé, Miguel & Torregrosa Soler, Juan Bautista & Sánchez Romero, Francisco Javier & Ferrer Gisbert, Pablo S. & Ferrán Gozálvez, José Javier & Ferrer Gisbert, Carlos M., 2014. "Theoretical and experimental analysis of a floating photovoltaic cover for water irrigation reservoirs," Energy, Elsevier, vol. 67(C), pages 246-255.
    5. Taboada, M.E. & Cáceres, L. & Graber, T.A. & Galleguillos, H.R. & Cabeza, L.F. & Rojas, R., 2017. "Solar water heating system and photovoltaic floating cover to reduce evaporation: Experimental results and modeling," Renewable Energy, Elsevier, vol. 105(C), pages 601-615.
    6. Han, Ke-Wu & Shi, Ke-Bin & Yan, Xin-Jun, 2020. "Evaporation loss and energy balance of agricultural reservoirs covered with counterweighted spheres in arid region," Agricultural Water Management, Elsevier, vol. 238(C).
    7. Molle, François & Tanouti, Oumaima, 2017. "Squaring the circle: Agricultural intensification vs. water conservation in Morocco," Agricultural Water Management, Elsevier, vol. 192(C), pages 170-179.
    8. Martinez Alvarez, V. & González-Real, M.M. & Baille, A. & Maestre Valero, J.F. & Gallego Elvira, B., 2008. "Regional assessment of evaporation from agricultural irrigation reservoirs in a semiarid climate," Agricultural Water Management, Elsevier, vol. 95(9), pages 1056-1066, September.
    9. Martínez Alvarez, V. & Leyva, J. Calatrava & Maestre Valero, J.F. & Górriz, B. Martín, 2009. "Economic assessment of shade-cloth covers for agricultural irrigation reservoirs in a semi-arid climate," Agricultural Water Management, Elsevier, vol. 96(9), pages 1351-1359, September.
    10. Alvarez, V. Martinez & Gonzalez-Real, M.M. & Baille, A. & Martinez, J.M. Molina, 2007. "A novel approach for estimating the pan coefficient of irrigation water reservoirs: Application to South Eastern Spain," Agricultural Water Management, Elsevier, vol. 92(1-2), pages 29-40, August.
    11. Ali Mozafari & Bozorgmehr Mansouri & S. Farshid Chini, 2019. "Effect of Wind Flow and Solar Radiation on Functionality of Water Evaporation Suppression Monolayers," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 33(10), pages 3513-3522, August.
    12. Maestre-Valero, J.F. & Martínez-Alvarez, V. & Gallego-Elvira, B. & Pittaway, P., 2011. "Effects of a suspended shade cloth cover on water quality of an agricultural reservoir for irrigation," Agricultural Water Management, Elsevier, vol. 100(1), pages 70-75.
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