Solar-Powered Irrigation Systems: Sustainability, Advancements and Future Prospects
DOI:
https://doi.org/10.52151/jae2024616.1884Keywords:
efficiency enhancement, environmental sustainability, irrigation efficiency, water and energy conservationAbstract
Green Revolution in India fulfilled food demands through high-yielding crops. However, extensive groundwater irrigation using diesel/electric pumps resulted in environmental issues like air pollution and carbon emissions, among others. In order to address such issues through sustainable solutions, the country is currently turning to solar-powered irrigation systems (SPIS), which is an eco-friendly alternative. With 60% of irrigation relying on groundwater and 26 million pumps are powered with coal-fired electricity or diesel, the SPIS offers the potential to reduce fossil fuel reliance and greenhouse gas emissions. Solar drip irrigation, in particular, can conserve 50%-60% water compared to conventional irrigation systems. This study comprehensively reviews technological advancements in irrigation, focusing on photovoltaic and solar thermal systems. Further, it highlights the advantages and limitations of these technologies, particularly in managing water and energy, extending its scope beyond small-farm areas. The study further explores the techno-economic feasibility of SPIS, considering efficiency, water conservation, costeffectiveness, and sustainability. By synthesizing relevant literature, this review paper provides insights into implementing SPIS in agriculture, emphasizing on both technical and economic viability. This review aims to guide sustainable and efficient irrigation practices across diverse farming contexts.
Downloads
References
Abdelmalek, M., Abdelhamid M., Kadri, D., Hiadsi, S., & Raja, I.A. (2011). Performance of a directly-coupled PV water pumping system. Energy Conversion and Management, 52(10), 3089-3095. https://doi.org/10.1016/j.enconman.2011.04.024
Abdourraziq, A., Abdourraziq, M. A., & Darab, C. (2017). Photovoltaic water pumping system application in Morocco. 2017 International Conference on Electromechanical Power System (SIELMEN), Iasi, Romania, 2017, pp. 271-274. https://doi.org/10.1109/SIELMEN.2017.8123331
Agrawal, S., & Jain, A. (2015). Solar pumps for sustainable irrigation: A budget neutral opportunity. CEEW Policy Brief. Council on Energy, Environment and Water (CEEW), New Delhi. pp. 25. Available at: https://www.ceew.in/sites/default/files/ceew-research-solar-pump-for-sustainable-irrigation-india.pdf (accessed on 13th October 2023)
Agrawal, S., & Jain, A. (2016). Sustainability of solar-based irrigation in India: key determinants, challenges and solutions. CEEW Working Paper. Council on Energy, Environment and Water (CEEW), New Delhi. pp. 22. Avaialble at: https://www.ceew.in/sites/default/files/CEEW-Sustainability-of-Solar-Based-Irrigation-in-India-12Dec16.pdf (accessed on 23rd March 2023)
Agrawal, S., & Jain, A. (2019). Sustainable development of solar irrigation pumps: key determinants and strategies WIREs Energy Environment,8(2), e325. https://doi.org/10.1002/wene.325
Algarin, C. R., Giraldo, J. T., & Alvarez, O. R. (2017). Fuzzy logic based MPPT controller for PV system. Energies,10(12), 2036. https://doi.org/10.3390/en10122036
Ali, B. (2018). Comparative assessment of the feasibility for solar irrigation pumps in Sudan. Renewable and Sustainable Energy Reviews, 81(Part 1), 413-420. https://doi.org/10.1016/j.rser.2017.08.008
Ali, S., Nawaz, R., Azad, S., Orakzai, M. S., Amin, S., Khan, Z. A., Akram, F., & Masud, U. ( 2022). Solar powered smart irrigation system. Pakistan Journal of Engineering and Technology, 5(1), 49-55. https://doi.org/10.51846/vol5iss1pp49-55
Aliyu, M., Hassan, G., Said, S. A., Siddiqui, M. U., Alawami, A. T., & Elamin, I.. M. (2018). A review of solar-powered water pumping systems. Renewable and Sustainable Energy Reviews, 87, 61-76. https://doi.org/10.1016/j.rser.2018.02.010
Almeida, R. H., Ledesma, J. R., Carrelo, L. B., Narvarte, L., Ferrera, G., & Antipodi, L. (2018). A new pump selection method for large-power OV irrigation systems at a variable frequency. Energy Conversion and Management, 174, 874-885. https://doi.org/10.1016/j.enconman.2018.08.071
Al-Mohamad, A. (2004). Efficiency improvement of photovoltaic panels using a Sun-tracking system. Applied Energy, 79(3), 345-354. https://doi.org/10.1016/j.apenergy.2003.12.004
Altimania, M. R., Elsonbaty, N. A., Enany, M. A., Gamil, M. M., Alzahrani, S., Alraddadi, M. H., Alsulami, R., Alhartomi, M., Alghuson, M., Alatawi, F., & Mosaad, M. I. (2023). Optimal performance of photovoltaic-powered water pumping system. Mathematics, 11(3), 731. https://doi.org/10.3390/math11030731
Anonymous. (2013). Renewables beyond electricity- solar air conditioning & desalination in India. WWF-India & The Council on Energy, Environment and Water, New Delhi. Available at: https://www.ceew.in/sites/default/files/RE-Renewables-beyond-electricity.pdf (accessed on 15 Oct 2024).
Anonymous. (2014). Feasibility analysis for solar agricultural water pumps in India. SHAKTI Sustainable Energy Foundation, New Delhi, India Available at: https://shaktifoundation.in/wp-content/uploads/2014/02/feasibility-analysis-for-solar-High-Res-1.pdf (accessed on 15 June 2024).
Anonymous. (2024). What is Maximum Power Point Tracking (MPPT)? Available at: .https://www.solar-electric.com/mppt-solar-charge-controllers.html/ (accessed on 18 April 2024).
Anoop, J. R., & Reema, N. (2017). Evolution of solar powered water pumping system. International Journal of Innovative Research in Science, Engineering and Technology, 6(2), 2185-2189.
Arun, P., Banerjee, R., & Bandyopadhyay, S. (2009). Optimum sizing of photovoltaic battery systems incorporating uncertainty through design space approach. Solar Energy, 83(7), 1013-1025. https://doi.org/10.1016/j.solener.2009.01.003
Awasthi, A., Shukla, A. K., Murali Manohar, S. R., Dondariya, C., Shulka, K. N., Porwal, D., & Richhariya, G. (2020). Review on sun tracking technology in solar PV system. Energy Reports, 6, 392-405. https://doi.org/10.1016/j.egyr.2020.02.004
Bahrami, A., & Okoye, C. O. (2018). The performance and ranking of PV systems incorporated with solar trackers in the northern hemisphere. Renewable and Sustainable Energy Reviews, 97, 138-151. https://doi.org/10.1016/j.rser.2018.08.035.
Bahrami, A., Okoye, C. O., & Atikol, U. (2017). Technical and economic assessment of fixed, single and dual-axis tracking PV panels in low latitude countries. Renewable Energy, 113, 563-579. https://doi.org/10.1016/j.renene.2017.05.095
Belhachat, F., & Larbes, C. (2019). Comprehensive review on global maximum power point tracking techniques for PV systems subjected to partial shading conditions. Solar Energy. 183, 476-500. https://doi.org/10.1016/j.solener.2019.03.045
Benghanem, M., Daffallah, K. O., Alamri, S. N., & Joraid, A. A. (2014). Effect of pumping head on solar water pumping system. Energy Conversion and Management, 77, 334-339. https://doi.org/10.1016/j.enconman.2013.09.043
Benyoucef, A. S., Chouder, A., Kara, K., Silvestre, S., & Sahed, O. A. (2015). Artificial bee colony-based algorithm for maximum power point tracking (MPPT) for PV systems operating under partial shaded conditions. Applied Soft Computation, 32, 38-48. http://dx.doi.org/10.1016/j.asoc.2015.03.047.
Biberci, M. A. (2023). Techno-economic analysis of a solar-powered agricultural irrigation system using PV*Sol software: A case study in Konya. International Journal of Agriculture, Environment and Food Sciences, 7 (1), 156-162. https://doi.org/10.31015/jaefs.2023.1.19
Birhanu, B. Z., Sanogo, K., Traore, S. S., Thai, M., & Kizito, F. (2023). Solar-based irrigation systems as a game changer to improve agricultural practices in sub-Sahara Africa: A case study from Mali. Frontiers in Sustainable Food Systems, 7, 1085335. https://doi.org/10.3389/fsufs.2023.1085335
Bolanos, J.C., Orozco, W.O., & Bhandari, R.(2014). Techno-economic feasibility study and wind-based irrigation systems in Northern Colombia. Proceedings of the 4th World Sustainability Forum 2014. https://doi.org/10.3390/wsf-4-e012
Bouzidi, B. (2013). New sizing methods of PV water pumping systems. Sustainable Energy Technologies and Assessments, 4, 1-10. https://doi.org/10.1016/j.seta.2013.08.004.
Burney, J., Woltering, L., Burkec, M., Naylora, R., & Pasternakb, D. (2010). Solar-powered drip irrigation enhances food security in the Sudano-Sahel. PNAS, 107(5),1 848-1853. https://doi.org/10.1073/pnas.0909678107
Calero-Lara, M., Lopez-Luque, R., & Casares, F. J. (2021). Mathematical advances in design of photovoltaic irrigation. Agronomy, 11(11), 2313. https://doi.org/10.3390/agronomy1111231
Campana, P. E., Li, H., & Yan, J. (2013). Dynamic modelling of a PV pumping system with special consideration on water demand. Applied Energy, 112, 635-645. https://doi.org/10.1016/j.apenergy.2012.12.073
Campana, P.E., Li, H., & Yan, J. (2015a). Techno-economic feasibility of the irrigation system for grassland conservation in China: Photovoltaic vs wind power water pumping. Energy Conversion and Management, 103, 311-320. https://doi.org/10.1016/j.enconman.2015.06.034
Campana, P. F., Li, H., Zhang, J., Liu, J., & Yan, J. (2015b). Economic, optimization of photovoltaic water pumping systems for irrigation. Energy Conversion and Management, 95, 32-41. https://doi.org/10.1016/j.enconman.2015.01.066.
Caretta, M.A., Mukherji, A.,Arfanuzzaman, M., Betts, R.A.,Gelfan, A., Hirabayashi, Y., Lissner, T.K., Liu, J., Lopez Gunn, E., Morgan, R., Mwanga, S.,&Supratid, S.(2022). Water. In:Porter, H.O.; Roberts, D.C.; Tignor, M.; Poloczanska, E.S.; Mintenbeck, K.; Alegria, A.; Craig, M.; Langsdorf, S.; Lochke, S. Moller, V.; Okem, A.,& Rama, B. (eds.), Climate Change 2022: Impacts, Adaptation and Vulnerability. Contribution of Working Group II to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change.. Cambridge University Press, Cambridge, UK and New York, NY, USA. 551-712. https://doi.org/10.1017/9781009325844.006
Carrelo, L. B., Almeida, R. H., Narvarte, L., Martinez-Moreno, F., & Carrasco, L. M. (2020). Comparative analysis of the economic feasibility of five large-power photovoltaic irrigation systems in Mediterranean region. Renewable Energy, 145, 2671-2682. https://doi.org/10.1016/j.renene.2019.08.030
Carricondo-Anton, J. M., Jimenez-Bello, M. A., Juarez, J. M., Tomas, A. R., & Gonzalez-Altozano, P. (2023). Optimization of an isolated photovoltaic water pumping system with technical-economic criteria in a water users association. Irrigation Science, 41, 817-834. https://doi.org/10.1007/s00271-023-00859-6
Carroquino, J., Dufo-Lopez, R., & Bernal-Agustin, J. L. (2015). Sizing of off-grid renewable energy systems for drip irrigation in Mediterranean crops. Renewable Energy, 76, 566-574. https://doi.org/10.1016/j.renene.2014.11.069
Cervera-Gasco, J., Montero, J., & Moreno, M. A. (2023). An intelligent irrigation management model for direct injection of solar pumping systems. Agricultural Water Management, 279, 108182. https://doi.org/10.1016/j.agwat.2023.108182
Cetin, O., & Akalp, E. (2019). Efficient use of water and fertilizers in irrigated agriculture: Drip irrigation and fertigation. Acta Horticulturae et Regiotecturae, 22(2), 97-102. https://doi.org/10.2478/ahr-2019-0019
Chandel, S. S., Naik, M. N., & Chandel, R. (2015). Review of solar photovoltaic water pumping system technology for irrigation and drinking water supplies. Renewable and Sustainable Energy Reviews, 49, 1084-1099. https://doi.org/10.1016/j.rser.2015.04.083
Chandel, S. S., Naik, M. N., & Chandel, R. (2017). Review of performance studies of direct coupled photovoltaic water pumping systems and case study. Renewable and Sustainable Energy Reviews, 76, 163-175. https://doi.org/10.1016/j.rser.2017.03.019
Chel, A., & Kaushik, G. (2011). Renewable energy for sustainable agriculture. Agronomy for Sustainable Development, 31, 91-118. https://doi.org/10.1051/agro/2010029
Cheng, P. C., Peng, B. R., Liu, Y. H., & Huang, J. W. (2015). Optimization of a fuzzy-logic-control-based MPPT algorithm using the particle swarm optimization technique. Energies, 8(6), 5338-5360. https://doi.org/10.3390/en8065338
Closas, A., & Rap, E. (2017). Solar-based groundwater pumping for irrigation: Sustainability, policies and limitations. Energy Policy, 104, 33-37. https://doi.org/10.1016/j.enpol.2017.01.035
Cloutier, M., & Rowley, P. (2011). The feasibility of renewable energy sources for pumping clean water in sub-Saharan Africa: A case study for Central Nigeria. Renewable Energy,36(8), 2220-2226. https://doi.org/10.1016/j.renene.2010.12.019
Copeland, A. (2018). Solar water pumps in Zambia. Irrigating the fields in Shamiyoyo. Unpublished thesis submitted to University of Colorado at Boulder, USA.
Cuadros, F., Lopez-Rodriguez, F. Marcos, A., & Coello, J. (2004). A procedure to size solar powered irrigation (photo irrigation) schemes. Solar Energy, 76(4), 465-473. https://doi.org/10.1016/j.solener.2003.08.040
De Wild-Scholten, M. J. (2013). Energy payback time and carbon footprint of commercial photovoltaic systems. Solar Energy Materials and Solar Cells, 119, 296-305. https://doi.org/10.1016/j.solmat.2013.08.037
Dekker, T. D. (2015). Solarizing Indian agriculture by deploying solar irrigation pumps. Master Theis- European Joint Masters in Management and Engineering of Environment and Energy. International Water Management Institute (IWMI), Anand & KTH Royal institute of Technology, Sweden. Available at: https://kth.diva-portal.org/smash/get/diva2:844049/FULLTEXT01.pdf (accessed on 15 October 2024).
Dhanne, B. S., Kedare, S., & Dhanne, S. S. (2014). Modern solar powered irrigation system by using ARM. International Journal of Research in Engineering and Technology. 3(3). https://doi.org/10.15623/ijret.2014.0315005.
Dhawan, B. D. (2000). Drip irrigation: Evaluating returns. Economic and political weekly. 35(42), 3775-3780.
Dhillon, M. S., Kaur, S., Sood, A., & Aggarwal, R. (2018). Estimation of carbon emissions from groundwater pumping in central Punjab. Carbon Management, 9(4), 425-435. https://doi.org/10.1080/17583004.2018.1518107
Diop, L., Mariama, D. D., Sidy, S. M., & Mateos, L. (2020). Technical and economic feasibility of solar irrigation pumping system: A review. Knowledge-based Engineering and Sciences, 1(01), 1-22. https://doi.org/10.51526/kbes.2020.1.01.1-22
Djoudi Gherbi, A., Hadj Arab, A. and Salhi, H. (2017). Improvement and validation of PV motor-pump model for PV pumping system performance analysis. Solar Energy, 144, 310-320. https://doi.org/10.1016/j.solener.2016.12.042
Ebaid, M. S. Y., Qandil, H., & Hammad, M. (2013). A unified approach for designing a photovoltaic solar system for the underground water pumping well-34 at Disi aquifer. Energy Conversion and Management, 75, 780-795. https://doi.org/10.1016/j.enconman.2013.07.083
Elkholy, M. M., & Fathy, A. (2016). Optimization of a PV fed water pumping system without storage based on teaching-learning based optimization algorithm and artificial neural network. Solar Energy,139, 199-212. https://doi.org/10.1016/j.solener.2016.09.022
Elnozahy, A., Abdel-Salam, M., and Abo-Elyousr, F. K. (2024). Optimal techno-economic energy coordination of solar PV water pumping irrigation systems. Energy, 288, 129817. https://doi.org/10.1016/j.energy.2023.129817
EMCON (2006). Feasibility assessment for the replacement of diesel pump with solar pumps. Final Report. Namibia Renewable Energy Programme (NAMREP), Ministry of Mines and Energy, Namibia. pp 76. Available at: https://sswm.info/node/4539 (accessed on 15 October 2024).
FAO (Food and Agriculture Organization of the United Nations). (2017). Does improved irrigation technology save water? A review of the evidence. FAO Discussion Paper. Available at: http://www.fao.org/3/I7090EN/i7090en.pdf (accessed on 15 October 2024).
Fathi, M., & Parian, J. A. (2021). Intelligent MPPT for photovoltaic panels using a novel fuzzy logic and artificial neural networks based on evolutionary algorithms. Energy Reports, 7, 1338-1348. http://dx.doi.org/10.1016/j.egyr.2021.02.051.
Future Market Insights, Inc. (2024). Solar pumps market analysis by submersible and surface product types for 2023 to 2033. Available at: https://www.futuremarketinsights.com/reports/solar-pumps-market (accessed on 24 October 2024).
Gao, X., Liu, J., Zhang, J., Yan, J., Bao, S., Xu, H., & Qin, T. (2013). Feasibility evaluation of solar photovoltaic pumping irrigation system based on analysis of dynamic variation of groundwater table. Applied Energy, 105, 182-193. https://doi.org/10.1016/j.apenergy.2012.11.074
Garg, V. (2018). India: Vast potential in solar-powered irrigation. Institute for Energy Economics and Financial Analysis, Cleveland, Ohio. Available at: https://ieefa.org/wp-content/uploads/2018/08/Indias-Vast-Potential-in-Solar-Powered-Irrigation-.pdf (accessed on 15 October 2023).
Ghobari, H. M., & Mohammad, F. S. (2015). Intelligent irrigation performance: evaluation and quantifying its ability for conserving water in arid region. Applied Water Science, 1, 73-83. https://doi.org/10.1007/s13201-011-0017-y
GIZ. (2020). Solar powered irrigation system (SPIS) – Technology, economy, impacts. Gesellschaft fur Internationale Zusammenarbeit (GIZ), Eschborn, Germany. Retrieved from: Available at: https://energypedia.info/images/temp/2/23/20160630122544! phpeKHVUr.pdf (accessed on 10 August 2024).
Glasnovic, Z., & Margeta, J. (2007). A model for optimal sizing of photovoltaic irrigation water pumping systems. Solar Energy, 81(7), 904-916. https://doi.org/10.1016/j.solener.2006.11.003
Global Information, Inc, (2023). Global Solar Powered Irrigation Systems Market - 2023-2030. Available at: https://www.giiresearch.com/report/dmin1336656-global-solar-powered-irrigation-systems-market.html (accessed on 28 October 2024).
Gopal, G., Mohanraj, M., & Chandramohan, P. (2013). Renewable energy source water pumping systems – A literature review. Renewable and Sustainable Energy Reviews, 25, 351-370. https://doi.org/10.1016/j.rser.2013.04.012
Guno, C. S., & Agaton, C. B. (2022). Socio-economic and environmental analyses of solar irrigation systems for sustainable agricultural production. Sustainability, 14(11), 6834. https://doi.org/10.3390/su14116834
Guo, S., Abbasi, R., Jerbi, H., Rezvani, A., & Suzuki, K. (2021). Efficient maximum power point tracking for a photovoltaic using hybrid shuffled frog-leaping and pattern search algorithm under changing environmental conditions. Journal of Cleaner Production. 297, 126573. https://doi.org/10.1016/j.jclepro.2021.126573.
Gutierrez, J., Merino, G., Lara, D., & Salazar, L. (2021). Hydraulic assessment of a photovoltaic system driving a conventional AC surface electric pump. Sustainable Energy Technologies and Assessments, 45, 101060. https://doi.org/10.1016/j.seta.2021.101060
Hadwan, M., & Alkholidi, A. (2018). Assessment of factors influencing the sustainable performance of photovoltaic water pumping systems. Renewable and Sustainable Energy Reviews, 92, 308-318. https://doi.org/10.1016/j.rser.2018.04.092
Hafez, A. Z., Yousef, A. M., & Harag, N. M. (2018). Solar tracking systems: technologies and trackers drive types-a review. Renewable and Sustainable Energy Reviews, 91, 754-782. https://doi.org/10.1016/j.rser.2018.03.094
Hamidat, A., & Benyoucef, B. (2008). Mathematical models of photovoltaic motor-pump systems. Renewable Energy, 33(5), 933-942. https://doi.org/10.1016/j.renene.2007.06.023
Hamidat, A., Benyoucef, B., & Hartani, T. (2003). Small-scale irrigation with photovoltaic water pumping system in Sahara regions. Renewable Energy, 28(7), 1081-1097. https://doi.org/10.1016/S0960-1481(02)00058-7
Harishankar, S., Sathish Kumar, R., Sudharshan, K.P., Vignesh, U., & Viveknath, T. (2014). Solar powered smart irrigation system. Advances in Electronic and Electric Engineering, 4(4), 341-346.
Hartung, H., & Pluschke, L. (2018). The benefits and risks of solar-powered irrigation – a global overview. Food and Agriculture Organization of the United Nations, and Deutsche Gesellschaft für Internationale Zusammenarbeit (GIZ), pp. 67.
Hilali, A., Mardoude, Y., Essahlaoui, A., Houssam, M., & Rahali, A. (2022a). Photovoltaic water pumping system: Modelling and simulation of characteristics for direct coupling. In: Motahhir, S., Bossoufi, B. (eds), Digital Technologies and Applications. ICDTA 2022. Lecture Notes in Networks and Systems, 454, 651-660. Springer, Cham. https://doi.org/10.1007/978-3-031-01942-5_65
Hilali, A., Mardoude, Y., Essahlaoui, A., Rahali, A., & El Ouanjli, N. (2022b). Migration to solar water pump system: Environmental and economic benefits and their optimization using genetic algorithm based MPPT. Energy Reports, 8, 10144-10153. https://doi.org/10.1016/j.egyr.2022.08.017
Hossain, M. A., Hassaan, M. S., Ahmed, S., & Islam, M. S. (2014). Solar pump irrigation system for green agriculture. Agricultural Engineering International: CIGR Journal, 16(4), 1-15.
Hossain, M. A., Hassan, M. S., Mottalib, M. A., & Hossain, M. (2015). Feasibility of solar pump for sustainable irrigation in Bangladesh. International Journal of Energy and Environmental Engineering, 6(2), 147-155. https://doi.org/10.1007/s40095-015-0162-4
ICID. (2019). Solar powered irrigation systems in India: Lessons for Africa through FAO study tour. International Commission on Irrigation and Drainage (ICID). Available at: https://icid-ciid.org/publication/publication_details/167 (accessed on 24 October 2024).
Islam, M. T., & Hossain, M. E. (2022). Economic feasibility of solar irrigation pumps: A study of Northern Bangladesh. International Journal of Renewable Energy Development, 11(1), 1-13. https://doi.org/10.14710/ijred.2022.38469
Jamil, B., Siddiqui, A. T., & Akhtar, N. (2016). Estimation of solar radiation and optimum tilt angles for south-facing surfaces in humid subtropical climatic region of India. Engineering Science and Technology- an International Journal, 19(4), 1826-1835. https://doi.org/10.1016/j.jestch.2016.10.004
Jately, V., Azzopardi, B., Joshi, J., Venkateswaran, V. B., Sharma, A., & Arora, S. (2021). Experimental analysis of hill-climbing MPPT algorithms under low irradiance levels. Renewable and Sustainable Energy Reviews, 150, 111467. https://doi.org/10.1016/j.rser.2021.111467
Jee, H., Noh, Y., Kim, M., & Lee, J. (2022). Comparing the performance of pivotless tracking and fixed-type floating solar power systems. Applied Sciences, 12(24), 12926. https://doi.org/10.3390/app122412926
Jones, M. A., Odeh, I., Haddad, M., Mohammad, A. H., & Quinn, J. C. (2016). Economic analysis of photovoltaic (PV) powered water pumping and desalination without energy storage for agriculture. Desalination, 387, 35-45. https://doi.org/10.1016/j.desal.2016.02.035
Jordan, D. C., & Kurtz, S. R. (2013). Photovoltaic degradation rates-an analytical review. Progress in Photovoltaic, 21(1), 12-29. https://doi.org/10.1002/pip.1182
Kalamkar, S. S., Bhatt, S., & Sharma, H. (2019). Solarisation of agricultural water pumps in Western India (Consolidated Report), AERC Report No. 174, Agro-Economic Research Centre, Sardar Patel University, Vallabh Vidyanagar, Anand, Gujarat.
Katche, M. L., Makokha, A. B., Zachary, S. O., &Adaramola, M. S. (2023). A comprehensive review of maximum power point tracking (MPPT) techniques used in solar PV systems. Energies, 16(5), 2206. https://doi.org/10.3390/en16052206
Kazem, H. A., Quteishat, A., & Younis, M. A. (2021). Techno-economical study for solar water pumping system: optimum design, evaluation and comparison. Renewable Energy Environmental Sustainability, 6, 41. https://doi.org/10.1051/rees/2021039
Kelley, L. C., Gilbertson, E., Sheikh, A., Eppinger, S. D., & Dubowsky, S. (2010). On the feasibility of solar-powered irrigation. Renewable and Sustainable Energy Reviews,14(9), 2669-2682. https://doi.org/10.1016/j.rser.2010.07.061
Khan, M. T. A. L., Sarkar, S., Hossain, S., Ahmed, A. U., & Pathik, B. B. (2014). The feasibility study of solar irrigation: economical comparison between diesel and photovoltaic water pumping systems for different crops. 2013 International Conference on Electronics Information & Communication Technologies (EICT). https://doi.org/10.1109/EICT.2014.6777844.
Khatib, T., Mohamed, A., & Sopian, K. (2013). A review of photovoltaic systems size optimization techniques. Renewable and Sustainable Energy Reviews, 22, 454-465. https://doi.org/10.1016/j.rser.2013.02.023
Khattak, S., Yousif, M., Ul-Hassan, S., Hassan, M., & Alghamdi, T. A. H. (2024). Techno-economic and environmental analysis of renewable energy integration in irrigation systems: A comparative study of standalone and grid-connected PV/diesel generator systems in Khyber Pakhtunkhwa. Heliyon, 10, e31025. https://doi.org/10.1016/j.heliyon.2024.e31025
Kolhe, M., Joshi, J. C., & Kothari, D. P. (2004). Performance analysis of a directly coupled photovoltaic water-pumping system. IEEE Transactions on Energy Conversion, 19(3), 613-618. https://doi.org/10.1109/TEC.2004.827032
Kumar, A., Burdak, B., Thakur, H., Rao, S. H., Nalamala, S., Mrudula, P., Pallan, A. H., & Singh, Y. P. (2023). A review on role of micro irrigation for modern agriculture. The Pharma Innovation Journal,12(6), 2585-2589.
Kyeyune, I., & Wanyama, J. (2023). Design optimization of communal solar powered irrigation system. African Journal of Agricultural Research, 19(3), 272-286. https://doi.org/10.5897/AJAR2022.16294
Lakshmi, D. N. & Gomathi, K. S. (2015). Smart irrigation system autonomous monitoring and controlling of water pump by using photovoltaic energy. SSRG International Journal of Electronics and Communication Engineering, 2(11), 21-26. https://doi.org/10.14445/23488549/IJECE-V2I11P105
Laleman, R., Albretch, J., & Dewulf, J. (2011). Life cycle analysis to estimate the environmental impact of residential photovoltaic systems in regions with a low solar irradiation. Renewable and Sustainable Energy Reviews, 15(1), 267-271. https://doi.org/10.1016/j.rser.2010.09.025
Ledesma, J. R., Almeida, R. H., & Narvarte, L. (2022). Modelling and simulation of multi-pumping photovoltaic irrigation systems. Sustainability,14(15). https://doi.org/10.3390/su14159318.
Lefore, N., Closas, A., & Schmitter, P. (2021). Solar for all: a framework to deliver inclusive and environmentally sustainable solar irrigation for smallholder agriculture. Energy Policy, 154, 112313. https://doi.org/10.1016/j.enpol.2021.112313
Li, G., Jin, Y., Akram, M. W., & Chen, X. (2017). Research and current status of the solar photovoltaic water pumping system – A review. Renewable and Sustainable Energy Reviews,79, 440-458. https://doi.org/10.1016/j.rser.2017.05.055
Liu, L., Sun, Q., Li, H., Ren, X., & Wennersten, R. (2019). Evaluating the benefits of integrating floating photovoltaic and pumped storage power system. Energy Conversion and Management, 194, 173-185. https://doi.org/10.1016/j.enconman.2019.04.071
Ma, T., Yang, H., Lu, L., & Peng, J. (2015). Optimal design of an autonomous solar-wind-pumped storage power supply system. Applied Energy, 160, 728-236. https://doi.org/10.1016/j.apenergy.2014.11.026
Machiwal, D., Meena, H. M., Singh, D. V., Santra, P., & Kumar, S. (2024). Trend identification in groundwater levels and exploring linkages with rainfall and irrigated areas in arid region of Rajasthan, India. Journal of Agricultural Engineering (India), 61(3), https://doi.org/10.52151/jae2024613.1853
Majumder, A., Innamorati, R., Frattolillo, A., Kumar, A., & Gatto, G. (2021). Performance analysis of a floating Photovoltaic (PV) system and estimation of the evaporation losses reduction. Energies, 14(24), 8336. https://doi.org/10.3390/en14248336
Merino, G. G., Lagos, L. O., & Gontupil, J. E. (2008). Monitoring and evaluation of direct coupled photovoltaic pumping system. Applied Engineering in Agriculture, 24(3), 277-284. https://doi.org/10.13031/2013.24495
Mindu, A. J., Capece, J. A., Araujo, R. E., & Oliveira, A. C. (2021). Feasibility of utilizing photovoltaics for irrigation purposes in Moamba, Mozambique. Sustainability, 13(19), 10998. https://doi.org/10.3390/su131910998
Miran, S., Tamoor, M., Kiren, T., Raza, F., Hussain, M. I., & Kim, J. T. (2022). Optimization of standalone photovoltaic drip irrigation system. A simulation study. Sustainability, 14, 8515. https://doi.org/10.3390/su14148515
MNRE. (2024). Annual Report 2023-24. Ministry of New and Renewable Energy (MNRE), Govt of India, New Delhi, pp. 1-6. Available at: Available at: https://mnre.gov.in/annual-report-2023-24/ (accessed on 20 October 2024).
MoEFCC. (2015). India First Biennial Update Report to United Nations Framework Convention on Climate Change. Ministry of Environment, Forest and Climate Change (MoEFCC), Government of India, New Delhi. Available at: https://www.unfcc.int/resource/docs/natc/indbur1.pdf (accessed on 15 June 2024)
MoEFCC. (2023). India: Third National Communication and Initial Adaptation Communication to the United Nations Framework Convention on Climate Change. New Delhi: Ministry of Environment, Forest and Climate Change, Government of India. Available at: https://unfccc.int/documents/636235 (accessed on 15 October 2024).
Mohamad, A., Mhamdi, H., Amin, N. A. M., & Izham, M. (2021). A review of automatic solar tracking systems. Journal of Physics: Conference Series, 7th International Conference on Applications and Design in Mechanical Engineering (ICADME 2021) 23rdAugust 2021, Perlis, Malaysia, 2051, 012010. https://doi.org/10.1088/1742-6596/2051/1/012010
Mohanraj, I., Ashokkumar, K., & Naren, J. (2016). Field monitoring and automation using IoT in agriculture domain. Procedia Computer Science, 93, 931 – 939. https://doi.org/10.1016/j.procs.2016.07.275
Motahhir, S., El Hammoumi, A., & El Ghzizal, A. (2020). The most used MPPT algorithms: Review and the suitable low-cost embedded board for each algorithm. Journal of Cleaner Production, 246, 118983. https://doi.org/10.1016/j.jclepro.2019.118983
Muhsen, D. H., Khatib, T., & Nagi, F. (2017). A review of photovoltaic water pumping system designing methods, control strategies and field performance. Renewable and Sustainable Energy Reviews, 68 (Part 1), 70-86. https://doi.org/10.1016/j.rser.2016.09.129.
Munarto, R., & Faishali, A. (2018). Feasibility study of photovoltaic water pump for rice paddy irrigation. MATEC Web of Conferences 218, 02011 https://doi.org/10.1051/matecconf/201821802011
Nag, S. K., Gangopadhyay, T. K., & Paserba, J. (2022). Solar photovoltaics: A brief history of technologies[History]. IEEE Power Energy Magazine, 20(3), 77-85. https://doi.org/10.1109/MPE.2022.3150814
Namara, R. E., Nagar, R. K., & Upadhyay, B. (2007). Economics, adoption determinants and impacts of micro-irrigation technologies: empirical results from India. Irrigation Science, 25(3), 283-297. https://doi.org/10.1007/s00271-007-0065-0
Naval, N., & Yusta, J. M. (2022). Comparative assessment of different solar tracking systems in the optimal management of PV-operated pumping stations. Renewable Energy, 200, 931-941. https://doi.org/10.1016/j.renene.2022.10.007
Niajalili, M., Mayeli, P.,Naghashzadegan, M., & Poshtiri, A. H. (2017). Techno-economic feasibility of off-grid solar irrigation for a rice paddy in Guilan province in Iran: A case study. Solar Energy, 150, 546-557. https://doi.org/10.1016/j.solener.2017.05.012
Nikzad, A., Chahartaghi, M., & Ahmadi, M. H. (2019). Technical, economic and environmental modelling of solar water pump for irrigation of rice in Mazandaran province of Iran: A case study. Journal of Cleaner Production, 239, 118007. https://doi.org/10.1016/j.jclepro.2019.118007
Olujimi, A., Aaron, I., Adebayo, O., Afolarin, A., & Jonathan, E. (2022). Smart solar powered irrigation system. Journal Euopeen des Systemes Automatises, 55(4), 535-540. https://doi.org/10.18280/jesa.550413
Otto, M., Lefore, N., Schmitter, P., Barron, J., & Gebregziabher, G. (2018). Business model scenarios and suitability: smallholder solar pump-based irrigation in Ethiopia. Agricultural Water Management-Making a Business Case for Smallholders. IWMI Research Report 172. Colombo, Sri Lanka: International Water Management Institute (IWMI). 67p. https://doi.org/10.5337/2018.207
Pande, P. C., Singh, A. K., Ansari, S., Vyas, S. K., & Dave, B. K. ( 2003). Design development and testing of a solar PV pump based drip system for orchards. Renewable Energy, 28(3), 385-396. https://doi.org/10.1016/S0960-1481(02)00037-X
Parajuli, R., Pokharel, G. R., & Østergaard, P. A. (2013). A comparison of diesel, biodiesel and solar PV-based water pumping systems in the context of rural Nepal. International Journal of Sustainable Energy, 33(3), 536–553. https://doi.org/10.1080/14786451.2012.761221
Persad, P., Sangster, N., Cumberbatch, E., Ramkhalawan, A. & Maharaj, A. (2011). Investigating the feasibility of solar powered irrigation for food crop production: A Caroni Case. Journal of Association of Professional Engineers of Trinidad and Tobago, 40(2), 61-65.
Picazo, M. A. P., Juarez, J. M., & Garcia-Marquez, D. (2018). Energy consumption optimization in irrigation networks supplied by a standalone direct pumping photovoltaic system. Sustainability, 10(11), 4203. https://doi.org/10.3390/su10114203
Racharla, S. & Rajan, K. (2017). Solar tracking system - a review. International Journal of Sustainable Engineering, 10(2), 72-81. https://doi.org/10.1080/19397038.2016.1267816
Rahman, A., & Bhatt, B. P. (2014). Scope of solar energy groundwater pumping in eastern India. The Ecoscan, 8(1&2), 121-125.
Rahman, A., & Jain, A. (2021). Can Chattisgarh further equity, prosperity and sustainability through solar pumps? Indications from a beneficiaries’ survey. Council on Energy, Environment and Water (CEEW), Shakti Sustainable Energy Foundation, New Delhi.
Rahman, M. M., Khan, I., Field, D. L., Techato, K., & Alameh, K. (2022). Powering agriculture: Present status, future potential and challenges of renewable energy applications. Renewable Energy, 188, 731-749. https://doi.org/10.1016/j.renene.2022.02.065
Rajan, A., Ghosh, K., & Shah, A. (2020). Carbon footprint of India’s groundwater irrigation. Carbon Management, 11(3), 265-280. https://doi.org/10.1080/17583004.2020.1750265.
Rathore, P. K., Rathore, S., Singh, R. P., & Agnihotri, S. (2018). Solar power utility sector in India: Challenges and opportunities. Renewable and Sustainable Energy Reviews, 81(Part 2), 2703-2713. https://doi.org/10.1016/j.rser.2017.06.077
Rawat, R., Kaushik, S. C., & Lamba, R. (2016). A review on modelling, design methodology and size optimization of photovoltaic based water pumping, standalone and grid connected system. Renewable and Sustainable Energy Reviews, 57, 1506-1519. https://doi.org/10.1016/j.rser.2015.12.228
Raza, F., Tamoor, M., Miram, S., Arif, W., Kiren, T., Amjad, W., Hossain, M. I., & Lee, G. H. (2022). The socio-economic impact of using photovoltaic (PV) energy for high-efficiency irrigation systems: A case study. Energies, 15(3), 1198. https://doi.org/10.3390/en15031198.
Renu, Bora, B., Prasad, B., Sastry, O. S., Kumar, A., & Bangar, M. (2017). Optimum sizing and performance modelling of solar photovoltaic (SPV) water pumps for different climatic conditions. Solar Energy, 155, 1326-1338. https://doi.org/10.1016/j.solener.2017.07.058
Revathi, G. P., & Vanishree, K. (2019). Development of smart agricultural monitoring and automatic irrigation system. International Journal of Innovative Research in Computer Science and Technology, 7(3), 48-53. https://doi.org/10.21276/ijircst.2019.7.3.5
Rubio-Aliaga, Á., García-Cascales, M. S., Sánchez-Lozano, J. M., & Molina-García, A. (2019). Multidimensional analysis of groundwater pumping for irrigation purposes: Economic, energy and environmental characterization for PV power plant integration. Renewable Energy, 138, 174-186. https://doi.org/10.1016/j.renene.2019.01.077.
Sahin, H. (2024). A cheap and basic solar-powered smart irrigation system proposal for medium and small-scale farming. European Journal of Engineering and Technology Research (EJ-ENG), 9(3), 33-39. https://doi.org/10.24018/ejeng.2024.9.3.3174
Santos de Araujo, J. V., Lucena, M. P., Netto, A. V., Gomes, F. S. V., Oliveira, K. C., Neto, J. M. R., …, de Macedo, E. C. T. (2024). Solar tracking control algorithm based on artificial intelligence applied to large-scale bifacial photovoltaic power plants. Sensors, 24(12), 3890. https://doi.org/10.3390/s24123890
Sawant, R. S., Gubre, S., Pillai, S., & Jain, M. (2015). Solar panel based automatic plant irrigation system. International Journal of Innovative Science, Engineering and Technology, 2(3), 698-701.
Schnetzer, J., & Pluschke, L. (2017). Solar-powered irrigation systems: A clean-energy, low emission option for irrigation development and modernization. Practice Brief Climate-smart Agriculture, 9 pp. Global Alliance for Climate Smart Agriculture (GACSA). Available at https://www.fao.org/3/a-bt437e.pdf (accessed on 17 September 2024).
Senol, R. (2012). An analysis of solar energy and irrigation systems in Turkey. Energy Policy, 47, 478-486. https://doi.org/10.1016/j.enpol.2012.05.049
Senthil Kumar, S., Bibin, C., Akash, K., Aravindan, K., Kishore, M., & Mangesh, G. (2020). Solar powered water pumping systems for irrigation: A comprehensive review on developments and prospects towards a green energy approach. Materials Today: Proceedings, 33 (Part 1), 303-307. https://doi.org/10.1016/j.matpr.2020.04.092
Shah, T., Rajan, A., Rai, G. P., Verma, S., & Durga, N. (2018). Solar pumps and South Asia’s energy-groundwater nexus: exploring implications and reimagining its future. Environment Research Letters, 13(11), 115003. http://dx.doi,org/10.1088/1748-9326/aae53f
Shankar, N., & SaravanaKumar, N. (2020). Reduced partial shading effect in multiple PV array configuration model using MPPT based enhanced particle swarm optimization technique. Microprocessors and Microsystems, 103287. http://dx.doi,org/10.1016/j.micpro.2020.103287.
Sharma, R., Sharma, S., & Tiwari, S. (2019). Design optimization of solar PV water pumping system. Material Today: Proceedings, 21(Part 3), 1673-1679. https://doi.org/10.1016/j.matpr.2019.11.322
Shekhar, Y., Dagur, E., & Mishra, S. (2017). Intelligent IoT based automated irrigation system. International Journal Applied Engineering Research,12(18), 7306-7320.
Shim, H. (2017). Solar-powered irrigation pumps in India – Capital subsidy policies and the water-energy-efficiency nexus. Global Green Growth Institute, Seoul, Republic of Korea, pp. 17.
Shirazi, S. A. G., & Menhaj, M. B. (2006). A new genetic based algorithm for channel assignment problems. In: Reusch, B. (eds), Computational Intelligence. Theory and Applications, vol 38. Springer, Berlin, Heidelberg,pp. 85-91. http://dx.doi.org/10.1007/3-540-34783-6_10.
Shirinabadi, M., & Azami, A. (2018). The feasibility of photovoltaic and grid-hybrid power plant for water pumping station in Tabriz-Iran, 2018 International Conference on Photovoltaic Science and Technologies (PVCon), Ankara, Turkey, pp. 1-4. https://doi.org/10.1109/PVCon.2018.8523971
Shirsath, P. B., Saini, S., Durga, N., Senoner, D., Ghose, N., Verma, S., & Sikka, A. K. (2020). Compendium on solar powered irrigation systems in India. CGIAR Research Program on Climate Change, Agriculture and Food Security (CCAFS), New-Delhi-110012, India..
Singh, H., Saxena, B. K., & Rao, K. V. S. (2017). Performance study of a solar photovoltaic water pump used for irrigation at Jaipur in Rajasthan, India. 2017 International Conference on Technological Advancements in Power and Energy (TAP Energy), Kollam, India, pp 1-6. https://doi.org/10.1109/TAPENERGY.2017.8397225.
Singh, M., & Chandra, A. (2013). Real-time implementation of ANFIS control for renewable interfacing inverter in 3P4W distribution network. IEEE Transaction Industrial Electronics. 60(1), 121-128. https://doi.org/10.1109/TIE.2012.2186103
Sinha, P. (2013). Life cycle materials and water management for CdTe photovoltaics. Solar Energy Materials and Solar Cells, 119, 271-275. https://doi.org/10.1016/j.solmat.2013.08.022
Sontake, V. C., & Kalamkar, V. R. (2016). Solar photovoltaic water pumping system – A comprehensive review. Renewable Sustainable Energy Review. 59, 1038-1067. https://doi.org/10.1016/j.rser.2016.01.021
Srivastava, S. K., Kishore, P., Birthal, P. S., & Shirsath, P. B. (2024). Enabling policies for solar-powered micro-irrigation. Policy Brief- 55. ICAR-National Institute of Agricultural Economics and Policy Research, New Delhi.
Stoppato, A., Cavazzini, G., Ardizzon, G., & Rossetti, A. (2014). A PSO (particle swarm optimization)-based model for the optimal management of a small PV (photovoltaic)-pump hydro energy storage in a rural dry area. Energy, 76(1), 168-174. https://doi.org/10.1016/j.energy.2014.06.004
Suresh, A., & Samuel, M. P. (2020). Micro-irrigation development in India: challenges and strategies. Current Science, 118(8), 1163-1168. https://doi.org/10.18520/cs/v118/i8/1163-1168
Syam, F. A., & Arafa, O. M. (2023). Selection process of photovoltaic standalone pumping systems. Sustainable Energy Research, 10, 22. https://doi.org/10.1186/s40807-023-00094-9
Taghvaeian, S., Andales, A. A., Allen, L. N., Kisekka, I,, O’Shaughnessy, S. A., Porter, D. O., …, Aguila, J. (2020). Irrigation scheduling for agriculture in the United States: the progress made and path forward. Transactions of the ASABE,. 63(5), 1603-1618. https://doi.org/10.13031/trans.14110.
Tamoor, M., ZakaUllah, P., Mobeen, M., & Zaka, M. A. (2021). Solar powered automated irrigation system in rural area and their socio economic and environmental impact. International Journal on Sustainable Energy & Environmental Research, 10(1), 17-28. https://doi.org/10.18488/journal.13.2021.101.17.28
Tiwari, A. K., & Kalamkar, V. R. (2018). Effect of total head and solar radiation on the performance of solar water pumping system. Renewable Energy, 118, 919-927. https://doi.org/10.1016/j-renene.2017.11.004
Tiwari, K. N., Hadole, M.V.,& Bajpai, P. (2022). Solar photovoltaic pump-operated micro-irrigation systems: Comprehensive review. Journal of Agricultural Engineering (India), 59(4), 369-385. https://doi.org/10.52151/jae.2022.594.1789
Treephak, K., Thongpron, J., Somsak, D., Saelao, J., & Patcharapraliti, N. (2015). An economic evaluation comparison of solar water pumping system with engine pumping system for rice cultivation. Japanese Journal of Applied Physics, 54, 08KH01. https://doi.org/10.7567/JJAP.54.08KH01
Tyagi, N. K. (2024). Impact of concepts and spatial scales on irrigation for sustainable water resources management: A review. Journal of Agricultural Engineering (India), 61(1), 77-92. https://doi.org/10.52151/jae2024611.1827
Vaidhya, V., Vaidya, N., Kharate, A., & Holey, D. M. (2018). Solar power auto-irrigation system. International Journal of Engineering Research in Electrical & Electronic Engineering, 4(3), 162-164.
Vendoti, S., Muralidhar, M., & Kiranmayi, R. (2019). GA Based Optimization of an Stand-alone Hybrid Renewable Energy System for Electrification in a Cluster of Villages in India, 2019 Fifth International Conference on Science Technology Engineering and Mathematics (ICONSTEM), Chennai, India, pp. 319-324, https://doi.org/10.1109/ICONSTEM.2019.8918728
Wada, Y., Beek, L. P. H., & Bierkens, M. F. P. (2012). Non-sustainable groundwater sustaining irrigation: A global assessment. Water Resources Research. 48, W00L06. https://doi.org/10.1029/2011WR010562
Wanderley, S., Torres, P. F., Brito, A. U., & Galhardo, M. A. B. (2020). A novel fuzzy controller for photovoltaic pumping systems driven by general-purpose frequency converters. Sustainable Energy Technologies and Assessments, 40, 100758. https://doi.org/10.1016/j.seta.2020.100758
Wang, Z., & Sobey, A. (2020). A comparative review between genetic algorithm use in composite optimization and the state-of-the-art in evolutionary computation. Composite Structure, 233, 111739. http://dx.doi.org/10.1016/j.compstruct. 2019.111739.
Yadav, K., Kumar, A., Sastry, O. S. & Wandhare, R. (2019). Solar photovoltaic pumps operating head selection for the optimum efficiency. Renewable Energy, 134, 169-177. https://doi.org/10.1016/j.renene.2018.11.013
Yadav, K., Kumar, B., Guerrero, J. M., & Lashab, A. (2022). A hybrid genetic algorithm and grey wolf optimizer technique for faster global peak detection in PV system under partial shading. Sustainable Computing: Informatics and Systems, 35, 100770. http://dx.doi.org/10.1016/j.suscom.2022.100770.
Yadav, K., Sastry, O.S.,Wandhare, R., Sheth, N., Kumar, M., Bora, B., Singh, R., Renu, A., & Kumar, A. (2015). Performance comparison of controllers for solar PV water pumping applications. Solar Energy, 119, 195-202. https://doi.org/10.1016/j.solener.2015.06.050
Yang, J., Olsson, A., Yan, J., & Chen, B. (2014). A hybrid life-cycle assessment of CO2 emissions of a PV water pumping system in China. Energy Procedia, 61, 2871-2875. https://doi.org/10.1016/j.egypro.2014.12.326
Yang, P., Wu, L., Cheng, M., Fan, J., Li, S., Wang, H., & Qian, L. (2023). Review on drip irrigation: Impact on crop yield, quality, and water productivity in China. Water, 15, 1733. https://doi.org/10.3390/w15091733
Yashodha, Y., Sanjay, A., & Mukherji, A. (2021). Solar irrigation in India: a situation analysis report. International Water Management Institute (IWMI), Colomba, Sri Lanka. 29p. https://doi.org/10.5337/2021.217
Zavala, V., Lopez-Luque, R., Reca, J., Martinez, J. & Lao, M.T.(2020). Optimal management of a multisector standalone direct pumping photovoltaic irrigation system. Applied Energy,260, 114261. https://doi.org/10.1016/j.apenergy.2019.114261





