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

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 Almeria (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.

[1]  Yahia Bakelli,et al.  Optimal size of photovoltaic pumping system using nature‐inspired algorithms , 2019, International Transactions on Electrical Energy Systems.

[2]  Jure Margeta,et al.  A model for optimal sizing of photovoltaic irrigation water pumping systems , 2007 .

[3]  R. Posadillo,et al.  A sizing method for stand-alone PV installations with variable demand , 2008 .

[4]  Juan Martínez,et al.  Genetic algorithms for the design of looped irrigation water distribution networks , 2006 .

[5]  A. Rabl,et al.  The average distribution of solar radiation-correlations between diffuse and hemispherical and between daily and hourly insolation values , 1979 .

[6]  Farshid Keynia,et al.  Scrutiny of multifarious particle swarm optimization for finding the optimal size of a PV/wind/battery hybrid system , 2015 .

[7]  Victor M. Sanchez,et al.  Techno-economical optimization based on swarm intelligence algorithm for a stand-alone wind-photovoltaic-hydrogen power system at south-east region of Mexico , 2014 .

[8]  Rafael López-Luque,et al.  Design Principles of Photovoltaic Irrigation Systems , 2018 .

[9]  Fernando Tadeo,et al.  Energy and water management for drip-irrigation of tomatoes in a semi- arid district , 2017 .

[10]  Pietro Elia Campana,et al.  Dynamic modelling of a pv pumping system with special consideration on water demand , 2013 .

[11]  V. Zavala,et al.  Optimal management of a multisector standalone direct pumping photovoltaic irrigation system , 2020 .

[12]  A. Hamidat,et al.  Systematic procedures for sizing photovoltaic pumping system, using water tank storage , 2009 .

[13]  Fernando Tadeo,et al.  Energy Management for Photovoltaic Irrigation with a Battery Bank , 2015, Int. J. Energy Optim. Eng..

[14]  Rodolfo Dufo-López,et al.  Design and control strategies of PV-Diesel systems using genetic algorithms , 2005 .

[15]  Ceyda Olcan,et al.  Multi-objective analytical model for optimal sizing of stand-alone photovoltaic water pumping systems , 2015 .

[16]  Jinyue Yan,et al.  Economic optimization of photovoltaic water pumping systems for irrigation , 2015 .

[17]  E. Camacho Poyato,et al.  Comprehensive sizing methodology of smart photovoltaic irrigation systems , 2020 .

[18]  I. Fernández García,et al.  Coupling irrigation scheduling with solar energy production in a smart irrigation management system , 2018 .

[19]  Juan Reca,et al.  Optimal pumping scheduling model considering reservoir evaporation , 2015 .

[20]  Fernando Tadeo,et al.  Energy management for a stand-alone photovoltaic-wind system suitable for rural electrification , 2016 .

[21]  Juan Reca,et al.  Optimal design of a standalone direct pumping photovoltaic system for deficit irrigation of olive orchards , 2015 .

[22]  R. López-Luque,et al.  Análisis de viabilidad y gestión del riego en invernaderos mediterráneos con energía solar fotovoltaica , 2017 .

[23]  Hongxing Yang,et al.  An Optimization Sizing Model for Solar Photovoltaic Power Generation System with Pumped Storage , 2014 .

[24]  M. EL-Shimy Sizing optimisation of stand-alone photovoltaic generators for irrigation water pumping systems , 2013 .

[25]  Belkacem Bouzidi,et al.  New sizing method of PV water pumping systems , 2013 .

[26]  A. Askarzadeh,et al.  Artificial bee swarm optimization for optimum sizing of a stand-alone PV/WT/FC hybrid system considering LPSP concept , 2014 .

[27]  Jinyue Yan,et al.  Feasibility evaluation of solar photovoltaic pumping irrigation system based on analysis of dynamic variation of groundwater table , 2013 .

[28]  José L. Bernal-Agustín,et al.  Sizing of off-grid renewable energy systems for drip irrigation in Mediterranean crops. , 2015 .

[29]  J. Reca,et al.  A Hybrid Water Distribution Networks Design Optimization Method Based on a Search Space Reduction Approach and a Genetic Algorithm , 2017 .

[30]  Akbar Maleki,et al.  Optimal sizing of autonomous hybrid photovoltaic/wind/battery power system with LPSP technology by using evolutionary algorithms , 2015 .

[31]  Juan Martínez,et al.  Feasibility analysis of a standalone direct pumping photovoltaic system for irrigation in Mediterranean greenhouses , 2016 .

[32]  T. Walski,et al.  Self-Adaptive Penalty Approach Compared with Other Constraint-Handling Techniques for Pipeline Optimization , 2005 .