IDEAS home Printed from https://ideas.repec.org/a/eee/agiwat/v163y2016icp236-243.html
   My bibliography  Save this article

Optimal model-based deficit irrigation scheduling using AquaCrop: A simulation study with cotton, potato and tomato

Author

Listed:
  • Linker, Raphael
  • Ioslovich, Ilya
  • Sylaios, Georgios
  • Plauborg, Finn
  • Battilani, Adriano

Abstract

Water shortage is the main limiting factor for agricultural productivity in many countries and improving water use efficiency in agriculture has been the focus of numerous studies. The usual approach to limit water consumption in agriculture is to apply water quotas and in such a situation farmers should use an irrigation schedule that maximizes the yield and abides to the quota constraints. In contrast to the widespread use of irrigation scheduling based on agronomy practices, irrigation scheduling may be considered as a constrained optimization problem. When drip irrigation is used, the decision variables are the irrigation amounts for each day of the season. The objective function is the expected yield calculated with the use of a model. In the present work we solved this optimization problem for three crops modeled by the model AquaCrop. This optimization problem is non-trivial due to the non-smooth behavior of the objective function and the fact that it involves multiple integer variables. We developed an optimization scheme for generating sub-optimal irrigation schedules that take implicitly into account the response of the crop to water stress, and used these as initial guesses for a full optimization of daily irrigation. Performing this optimization with various values of water quotas produced the function that expresses the relationship between water quota and yield.

Suggested Citation

  • Linker, Raphael & Ioslovich, Ilya & Sylaios, Georgios & Plauborg, Finn & Battilani, Adriano, 2016. "Optimal model-based deficit irrigation scheduling using AquaCrop: A simulation study with cotton, potato and tomato," Agricultural Water Management, Elsevier, vol. 163(C), pages 236-243.
    • Handle: RePEc:eee:agiwat:v:163:y:2016:i:c:p:236-243
    DOI: 10.1016/j.agwat.2015.09.011
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0378377415301037
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.agwat.2015.09.011?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Ahmadi, Seyed Hamid & Andersen, Mathias N. & Plauborg, Finn & Poulsen, Rolf T. & Jensen, Christian R. & Sepaskhah, Ali Reza & Hansen, Søren, 2010. "Effects of irrigation strategies and soils on field grown potatoes: Yield and water productivity," Agricultural Water Management, Elsevier, vol. 97(11), pages 1923-1930, November.
    2. Mkhabela, Manasah S. & Bullock, Paul R., 2012. "Performance of the FAO AquaCrop model for wheat grain yield and soil moisture simulation in Western Canada," Agricultural Water Management, Elsevier, vol. 110(C), pages 16-24.
    3. Ahmadi, Seyed Hamid & Andersen, Mathias N. & Plauborg, Finn & Poulsen, Rolf T. & Jensen, Christian R. & Sepaskhah, Ali Reza & Hansen, Søren, 2010. "Effects of irrigation strategies and soils on field-grown potatoes: Gas exchange and xylem [ABA]," Agricultural Water Management, Elsevier, vol. 97(10), pages 1486-1494, October.
    4. Geerts, S. & Raes, D. & Garcia, M., 2010. "Using AquaCrop to derive deficit irrigation schedules," Agricultural Water Management, Elsevier, vol. 98(1), pages 213-216, December.
    5. Zwart, Sander J. & Bastiaanssen, Wim G. M., 2004. "Review of measured crop water productivity values for irrigated wheat, rice, cotton and maize," Agricultural Water Management, Elsevier, vol. 69(2), pages 115-133, September.
    6. Kijne, Jacob W. & Barker, Randolph & Molden, David J. (ed.), 2003. "Water productivity in agriculture: limits and opportunities for improvement," IWMI Books, International Water Management Institute, number 138054.
    7. Katerji, Nader & Campi, Pasquale & Mastrorilli, Marcello, 2013. "Productivity, evapotranspiration, and water use efficiency of corn and tomato crops simulated by AquaCrop under contrasting water stress conditions in the Mediterranean region," Agricultural Water Management, Elsevier, vol. 130(C), pages 14-26.
    8. Kijne, J. W. & Barker, R. & Molden. D., 2003. "Water productivity in agriculture: limits and opportunities for improvement," IWMI Books, Reports H032631, International Water Management Institute.
    9. Wellens, Joost & Raes, Dirk & Traore, Farid & Denis, Antoine & Djaby, Bakary & Tychon, Bernard, 2013. "Performance assessment of the FAO AquaCrop model for irrigated cabbage on farmer plots in a semi-arid environment," Agricultural Water Management, Elsevier, vol. 127(C), pages 40-47.
    10. Epperson, James E. & Hook, James E. & Mustafa, Yasmin R., 1993. "Dynamic programming for improving irrigation scheduling strategies of maize," Agricultural Systems, Elsevier, vol. 42(1-2), pages 85-101.
    11. Lee, E. S. & Raju, K. S. & Biere, Arlo W., 1991. "Dynamic irrigation scheduling with stochastic rainfall," Agricultural Water Management, Elsevier, vol. 19(3), pages 253-270, April.
    12. Molden, D. & Murray-Rust, H. & Sakthivadivel, R. & Makin, I., 2003. "A water-productivity framework for understanding and action," IWMI Books, Reports H032632, International Water Management Institute.
    Full references (including those not matched with items on IDEAS)

    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. Ahmadi, Seyed Hamid & Agharezaee, Mohammad & Kamgar-Haghighi, Ali Akbar & Sepaskhah, Ali Reza, 2014. "Effects of dynamic and static deficit and partial root zone drying irrigation strategies on yield, tuber sizes distribution, and water productivity of two field grown potato cultivars," Agricultural Water Management, Elsevier, vol. 134(C), pages 126-136.
    2. Mohammad Alauddin & Upali A. Amarasinghe & Bharat R. Sharma, 2014. "Four decades of rice water productivity in Bangladesh: A spatio-temporal analysis of district level panel data," Economic Analysis and Policy, Elsevier, vol. 44(1), pages 51-64.
    3. Li, Xiaolin & Tong, Ling & Niu, Jun & Kang, Shaozhong & Du, Taisheng & Li, Sien & Ding, Risheng, 2017. "Spatio-temporal distribution of irrigation water productivity and its driving factors for cereal crops in Hexi Corridor, Northwest China," Agricultural Water Management, Elsevier, vol. 179(C), pages 55-63.
    4. Geerts, S. & Raes, D. & Garcia, M., 2010. "Using AquaCrop to derive deficit irrigation schedules," Agricultural Water Management, Elsevier, vol. 98(1), pages 213-216, December.
    5. Kumar, M. Dinesh & van Dam, J. C., 2009. "Improving water productivity in agriculture in India: beyond \u2018more crop per drop\u2019," IWMI Books, Reports H042639, International Water Management Institute.
    6. Ahmadi, Seyed Hamid & Andersen, Mathias N. & Plauborg, Finn & Poulsen, Rolf T. & Jensen, Christian R. & Sepaskhah, Ali Reza & Hansen, Søren, 2010. "Effects of irrigation strategies and soils on field grown potatoes: Yield and water productivity," Agricultural Water Management, Elsevier, vol. 97(11), pages 1923-1930, November.
    7. Ignacio Lorite & Margarita García-Vila & María-Ascensión Carmona & Cristina Santos & María-Auxiliadora Soriano, 2012. "Assessment of the Irrigation Advisory Services’ Recommendations and Farmers’ Irrigation Management: A Case Study in Southern Spain," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 26(8), pages 2397-2419, June.
    8. Kumar, M. Dinesh & van Dam, J. C., 2008. "Improving water productivity in agriculture in developing economies: in search of new avenues," IWMI Conference Proceedings 245276, International Water Management Institute.
    9. Molden, David & Oweis, Theib & Steduto, Pasquale & Bindraban, Prem & Hanjra, Munir A. & Kijne, Jacob, 2010. "Improving agricultural water productivity: Between optimism and caution," Agricultural Water Management, Elsevier, vol. 97(4), pages 528-535, April.
    10. Wesseling, J.G. & Feddes, R.A., 2006. "Assessing crop water productivity from field to regional scale," Agricultural Water Management, Elsevier, vol. 86(1-2), pages 30-39, November.
    11. Susanne Scheierling & David O. Treguer & James F. Booker, 2016. "Water Productivity in Agriculture: Looking for Water in the Agricultural Productivity and Efficiency Literature," Water Economics and Policy (WEP), World Scientific Publishing Co. Pte. Ltd., vol. 2(03), pages 1-33, September.
    12. Cai, X.L. & Sharma, B.R., 2010. "Integrating remote sensing, census and weather data for an assessment of rice yield, water consumption and water productivity in the Indo-Gangetic river basin," Agricultural Water Management, Elsevier, vol. 97(2), pages 309-316, February.
    13. Kadaja, Jüri & Saue, Triin, 2016. "Potential effects of different irrigation and drainage regimes on yield and water productivity of two potato varieties under Estonian temperate climate," Agricultural Water Management, Elsevier, vol. 165(C), pages 61-71.
    14. Geerts, Sam & Raes, Dirk, 2009. "Deficit irrigation as an on-farm strategy to maximize crop water productivity in dry areas," Agricultural Water Management, Elsevier, vol. 96(9), pages 1275-1284, September.
    15. Kumar, M. Dinesh, 2009. "Opportunities and constraints to improving water productivity in India," Book Chapters,, International Water Management Institute.
    16. Yang, Shanshan & Zhang, Jiahua & Wang, Jingwen & Zhang, Sha & Bai, Yun & Shi, Siqi & Cao, Dan, 2022. "Spatiotemporal variations of water productivity for cropland and driving factors over China during 2001–2015," Agricultural Water Management, Elsevier, vol. 262(C).
    17. Galindo, A. & Collado-González, J. & Griñán, I. & Corell, M. & Centeno, A. & Martín-Palomo, M.J. & Girón, I.F. & Rodríguez, P. & Cruz, Z.N. & Memmi, H. & Carbonell-Barrachina, A.A. & Hernández, F. & T, 2018. "Deficit irrigation and emerging fruit crops as a strategy to save water in Mediterranean semiarid agrosystems," Agricultural Water Management, Elsevier, vol. 202(C), pages 311-324.
    18. Bessembinder, J.J.E. & Leffelaar, P.A. & Dhindwal, A.S. & Ponsioen, T.C., 2005. "Which crop and which drop, and the scope for improvement of water productivity," Agricultural Water Management, Elsevier, vol. 73(2), pages 113-130, May.
    19. Seyed Ahmadi & Elnaz Mosallaeepour & Ali Kamgar-Haghighi & Ali Sepaskhah, 2015. "Modeling Maize Yield and Soil Water Content with AquaCrop Under Full and Deficit Irrigation Managements," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 29(8), pages 2837-2853, June.
    20. Barker, Randolph & Levine, G., 2012. "Water productivity in context: the experiences of Taiwan and the Philippines over the past half-century," IWMI Research Reports 158343, International Water Management Institute.

    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:eee:agiwat:v:163:y:2016:i:c:p:236-243. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/agwat .

    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.