IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v12y2020i3p1026-d314949.html
   My bibliography  Save this article

Multistage Bounded Evolutionary Algorithm to Optimize the Design of Sustainable Photovoltaic (PV) Pumping Irrigation Systems with Storage

Author

Listed:
  • Julián Ignacio Monís

    (Department of Applied Physics, University of Córdoba, Campus of Rabanales, 14071 Córdoba, Spain)

  • Rafael López-Luque

    (Department of Applied Physics, University of Córdoba, Campus of Rabanales, 14071 Córdoba, Spain)

  • Juan Reca

    (CIAIMBITAL, Agri-Food Campus of International Excellence CeiA3, Ctra, Department of Engineering, University of Almería, Sacramento s/n, La Cañada de San Urbano, 04120 Almería, Spain)

  • Juan Martínez

    (CIAIMBITAL, Agri-Food Campus of International Excellence CeiA3, Ctra, Department of Engineering, University of Almería, Sacramento s/n, La Cañada de San Urbano, 04120 Almería, Spain)

Abstract

Small off-grid photovoltaic (PV) pumping irrigation systems with storage tanks are an environmentally friendly, cost effective and efficient way of taking advantage of solar energy to irrigate crops, and they are increasingly being used today. However, finding the optimal design of this type of system is cumbersome since there are many possible designs. In this work, a new heuristic method based on the hybrid approach, which uses search space reduction, is developed and adapted to the optimal design for this type of PV irrigation system. At different stages, the proposed approach iteratively combines a bounding strategy based on the application of engineering rules with the aim of reducing the search space with a genetic algorithm to find the optimal design within this search space. The proposed methodology was applied to minimize the cost of a benchmark case study consisting of a real farm placed in the province of Almería (Spain). The proposed methodology was able to provide a faster and an accurate convergence due to the reduction of the search space. This fact led to a reduced total cost of the system. This study proved that the most sensitive variables were the number of modules and the type of pump, whereas the diameter of the pipe and volume of the storage tank remained more stable.

Suggested Citation

  • Julián Ignacio Monís & Rafael López-Luque & Juan Reca & Juan Martínez, 2020. "Multistage Bounded Evolutionary Algorithm to Optimize the Design of Sustainable Photovoltaic (PV) Pumping Irrigation Systems with Storage," Sustainability, MDPI, vol. 12(3), pages 1-17, January.
  • Handle: RePEc:gam:jsusta:v:12:y:2020:i:3:p:1026-:d:314949
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/12/3/1026/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/12/3/1026/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Maleki, Akbar & Ameri, Mehran & Keynia, Farshid, 2015. "Scrutiny of multifarious particle swarm optimization for finding the optimal size of a PV/wind/battery hybrid system," Renewable Energy, Elsevier, vol. 80(C), pages 552-563.
    2. Hamidat, A. & Benyoucef, B., 2009. "Systematic procedures for sizing photovoltaic pumping system, using water tank storage," Energy Policy, Elsevier, vol. 37(4), pages 1489-1501, April.
    3. Reca, Juan & García-Manzano, Alfonso & Martínez, Juan, 2015. "Optimal pumping scheduling model considering reservoir evaporation," Agricultural Water Management, Elsevier, vol. 148(C), pages 250-257.
    4. Zavala, V. & López-Luque, R. & Reca, J. & Martínez, J. & Lao, M.T., 2020. "Optimal management of a multisector standalone direct pumping photovoltaic irrigation system," Applied Energy, Elsevier, vol. 260(C).
    5. Campana, Pietro Elia & Li, Hailong & Yan, Jinyue, 2013. "Dynamic modelling of a PV pumping system with special consideration on water demand," Applied Energy, Elsevier, vol. 112(C), pages 635-645.
    6. Carroquino, Javier & Dufo-López, Rodolfo & Bernal-Agustín, José L., 2015. "Sizing of off-grid renewable energy systems for drip irrigation in Mediterranean crops," Renewable Energy, Elsevier, vol. 76(C), pages 566-574.
    7. Imene Yahyaoui & Maher Chaabene & Fernando Tadeo, 2015. "Energy Management for Photovoltaic Irrigation with a Battery Bank," International Journal of Energy Optimization and Engineering (IJEOE), IGI Global, vol. 4(3), pages 18-32, July.
    8. Yahyaoui, Imene & Tadeo, Fernando & Segatto, Marcello Vieira, 2017. "Energy and water management for drip-irrigation of tomatoes in a semi- arid district," Agricultural Water Management, Elsevier, vol. 183(C), pages 4-15.
    9. Posadillo, R. & López Luque, R., 2008. "A sizing method for stand-alone PV installations with variable demand," Renewable Energy, Elsevier, vol. 33(5), pages 1049-1055.
    10. Gao, Xuerui & Liu, Jiahong & Zhang, Jun & Yan, Jinyue & Bao, Shujun & Xu, He & Qin, Tao, 2013. "Feasibility evaluation of solar photovoltaic pumping irrigation system based on analysis of dynamic variation of groundwater table," Applied Energy, Elsevier, vol. 105(C), pages 182-193.
    11. Reca, J. & Torrente, C. & López-Luque, R. & Martínez, J., 2016. "Feasibility analysis of a standalone direct pumping photovoltaic system for irrigation in Mediterranean greenhouses," Renewable Energy, Elsevier, vol. 85(C), pages 1143-1154.
    12. López-Luque, R. & Reca, J. & Martínez, J., 2015. "Optimal design of a standalone direct pumping photovoltaic system for deficit irrigation of olive orchards," Applied Energy, Elsevier, vol. 149(C), pages 13-23.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Juan Ignacio Herraiz & Rita Hogan Almeida & Manuel Castillo-Cagigal & Luis Narvarte, 2023. "Experimental Performance Evaluation of a PV-Powered Center-Pivot Irrigation System for a Three-Year Operation Period," Energies, MDPI, vol. 16(9), pages 1-19, April.
    2. D'Agostino, D. & Minelli, F. & D'Urso, M. & Minichiello, F., 2022. "Fixed and tracking PV systems for Net Zero Energy Buildings: Comparison between yearly and monthly energy balance," Renewable Energy, Elsevier, vol. 195(C), pages 809-824.
    3. Javier R. Ledesma & Rita H. Almeida & Luis Narvarte, 2022. "Modeling and Simulation of Multipumping Photovoltaic Irrigation Systems," Sustainability, MDPI, vol. 14(15), pages 1-23, July.
    4. Ludmil Stoyanov & Ivan Bachev & Zahari Zarkov & Vladimir Lazarov & Gilles Notton, 2021. "Multivariate Analysis of a Wind–PV-Based Water Pumping Hybrid System for Irrigation Purposes," Energies, MDPI, vol. 14(11), pages 1-28, May.
    5. Jose Manuel Barrera & Alejandro Reina & Alejandro Maté & Juan Carlos Trujillo, 2020. "Solar Energy Prediction Model Based on Artificial Neural Networks and Open Data," Sustainability, MDPI, vol. 12(17), pages 1-20, August.
    6. Torrente, Cristóbal J. & Reca, Juan & López-Luque, Rafael & Martínez, Juan & Casares, Francisco J., 2024. "Simulation model to analyze the spatial distribution of solar radiation in agrivoltaic Mediterranean greenhouses and its effect on crop water needs," Applied Energy, Elsevier, vol. 353(PA).

    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. Zavala, V. & López-Luque, R. & Reca, J. & Martínez, J. & Lao, M.T., 2020. "Optimal management of a multisector standalone direct pumping photovoltaic irrigation system," Applied Energy, Elsevier, vol. 260(C).
    2. Aliyu, Mansur & Hassan, Ghassan & Said, Syed A. & Siddiqui, Muhammad U. & Alawami, Ali T. & Elamin, Ibrahim M., 2018. "A review of solar-powered water pumping systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 87(C), pages 61-76.
    3. López-Luque, R. & Reca, J. & Martínez, J., 2015. "Optimal design of a standalone direct pumping photovoltaic system for deficit irrigation of olive orchards," Applied Energy, Elsevier, vol. 149(C), pages 13-23.
    4. Muhsen, Dhiaa Halboot & Khatib, Tamer & Nagi, Farrukh, 2017. "A review of photovoltaic water pumping system designing methods, control strategies and field performance," Renewable and Sustainable Energy Reviews, Elsevier, vol. 68(P1), pages 70-86.
    5. Boutelhig, Azzedine & Hanini, Salah & Arab, Amar Hadj, 2018. "Geospatial characteristics investigation of suitable areas for photovoltaic water pumping erections, in the southern region of Ghardaia, Algeria," Energy, Elsevier, vol. 165(PA), pages 235-245.
    6. Muhsen, Dhiaa Halboot & Ghazali, Abu Bakar & Khatib, Tamer & Abed, Issa Ahmed & Natsheh, Emad M., 2016. "Sizing of a standalone photovoltaic water pumping system using a multi-objective evolutionary algorithm," Energy, Elsevier, vol. 109(C), pages 961-973.
    7. Bey, M. & Hamidat, A. & Benyoucef, B. & Nacer, T., 2016. "Viability study of the use of grid connected photovoltaic system in agriculture: Case of Algerian dairy farms," Renewable and Sustainable Energy Reviews, Elsevier, vol. 63(C), pages 333-345.
    8. Mahesh Vinayak Hadole & Kamlesh Narayan Tiwari & Prabodh Bajpai, 2021. "Energy generation and flow rate prediction of photovoltaic water pumping system for irrigation," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(5), pages 6722-6733, May.
    9. Reca, J. & Torrente, C. & López-Luque, R. & Martínez, J., 2016. "Feasibility analysis of a standalone direct pumping photovoltaic system for irrigation in Mediterranean greenhouses," Renewable Energy, Elsevier, vol. 85(C), pages 1143-1154.
    10. Allouhi, A. & Buker, M.S. & El-houari, H. & Boharb, A. & Benzakour Amine, M. & Kousksou, T. & Jamil, A., 2019. "PV water pumping systems for domestic uses in remote areas: Sizing process, simulation and economic evaluation," Renewable Energy, Elsevier, vol. 132(C), pages 798-812.
    11. Poompavai, T. & Kowsalya, M., 2019. "Control and energy management strategies applied for solar photovoltaic and wind energy fed water pumping system: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 107(C), pages 108-122.
    12. Torrente, Cristóbal J. & Reca, Juan & López-Luque, Rafael & Martínez, Juan & Casares, Francisco J., 2024. "Simulation model to analyze the spatial distribution of solar radiation in agrivoltaic Mediterranean greenhouses and its effect on crop water needs," Applied Energy, Elsevier, vol. 353(PA).
    13. Mohammed Wazed, Saeed & Hughes, Ben Richard & O’Connor, Dominic & Kaiser Calautit, John, 2018. "A review of sustainable solar irrigation systems for Sub-Saharan Africa," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P1), pages 1206-1225.
    14. Rawat, Rahul & Kaushik, S.C. & Lamba, Ravita, 2016. "A review on modeling, design methodology and size optimization of photovoltaic based water pumping, standalone and grid connected system," Renewable and Sustainable Energy Reviews, Elsevier, vol. 57(C), pages 1506-1519.
    15. Olsson, Alexander & Campana, Pietro Elia & Lind, Mårten & Yan, Jinyue, 2014. "Potential for carbon sequestration and mitigation of climate change by irrigation of grasslands," Applied Energy, Elsevier, vol. 136(C), pages 1145-1154.
    16. Carricondo-Antón, J.M. & Jiménez-Bello, M.A. & Manzano Juárez, J. & Royuela Tomas, A. & Sala, A., 2022. "Evaluating the use of meteorological predictions in directly pumped irrigational operations using photovoltaic energy," Agricultural Water Management, Elsevier, vol. 266(C).
    17. Aldo Barrueto Guzmán & Rodrigo Barraza Vicencio & Jorge Alfredo Ardila-Rey & Eduardo Núñez Ahumada & Arturo González Araya & Gerardo Arancibia Moreno, 2018. "A Cost-Effective Methodology for Sizing Solar PV Systems for Existing Irrigation Facilities in Chile," Energies, MDPI, vol. 11(7), pages 1-18, July.
    18. Yu, Yingdong & Liu, Jiahong & Wang, Ying & Xiang, Chenyao & Zhou, Jinjun, 2018. "Practicality of using solar energy for cassava irrigation in the Guangxi Autonomous Region, China," Applied Energy, Elsevier, vol. 230(C), pages 31-41.
    19. Pandey, A.K. & Tyagi, V.V. & Selvaraj, Jeyraj A/L & Rahim, N.A. & Tyagi, S.K., 2016. "Recent advances in solar photovoltaic systems for emerging trends and advanced applications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 53(C), pages 859-884.
    20. Sajjad Miran & Muhammad Tamoor & Tayybah Kiren & Faakhar Raza & Muhammad Imtiaz Hussain & Jun-Tae Kim, 2022. "Optimization of Standalone Photovoltaic Drip Irrigation System: A Simulation Study," Sustainability, MDPI, vol. 14(14), pages 1-20, July.

    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:gam:jsusta:v:12:y:2020:i:3:p:1026-:d:314949. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.