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Abstract In this work, the short term (daily) operation of an off-grid hybrid PV-diesel-battery system is optimized by genetic algorithms. An integer variable (0, 1 or 2) for each hour of the day decides the way the battery works. With the forecast of the hourly irradiation, temperature and load consumption for the next day, and estimating the state of charge of the battery (SOC) at the first hour of the day, we perform the optimization of the integer variables for the 24 hours of next day. To avoid inadmissible computation time, the optimization is performed by using genetic algorithms (GA) obtaining in roughly 1 hour the optimal solution or a solution near the optimal one. The optimization tries to obtain the minimal total cost of the daily operation while supplying the whole load. We compare the results of the optimization with the typical control strategies (load following, cycle charging and set point strategies), obtaining better results with the new optimized strategy. The reduction in the operational cost obtained varies from 2.5% to 62%, compared to the typical control strategies (load following or cycle charging).
Authors and affiliations Rodolfo Dufo-López, Juan M. Lujano-Rojas, José L. Bernal-Agustín, Jesús S. Artal-Sevil, Ángel A. Bayod-Rújula, Juan A. Tejero-Gómez Department of Electrical Engineering. E.I.N.A., Zaragoza University. C/María de Luna, 3, 50018 Zaragoza, Spain Key Words PV-diesel-battery systems, off-grid, daily operation, control strategy, optimization, genetic algorithms. References [1] M. Bortolini, M. Gamberi, A. Graziani, F. Pilati, Economic and environmental bi-objective design of an off-grid photovoltaic-battery-diesel generator hybrid energy system, Energy Convers. Manag. 106 (2015) 1024–1038. https://doi.org/10.1016/j.enconman.2015.10.051. [2] V. Salas, W. Suponthana, R. a. Salas, Overview of the off-grid photovoltaic diesel batteries systems with AC loads, Appl. Energy. 157 (2015) 195–216. https://doi.org/10.1016/j.apenergy.2015.07.073. [3] A.M. Ameen, J. Pasupuleti, T. Khatib, Simplified performance models of photovoltaic/diesel generator/battery system considering typical control strategies, Energy Convers. Manag. 99 (2015) 313–325. https://doi.org/10.1016/j.enconman.2015.04.024. [4] Off-grid inverter Sunny Island operating manual, (n.d.). http://files.sma.de/dl/15216/SI4548-6048-US-BE-en-21W.pdf (accessed June 1, 2016). [5] P. Bajpai, V. Dash, Hybrid renewable energy systems for power generation in stand-alone applications: A review, Renew. Sustain. Energy Rev. 16 (2012) 2926–2939. https://doi.org/10.1016/j.rser.2012.02.009. [6] Y.S. Mohammed, M.W. Mustafa, N. Bashir, Hybrid renewable energy systems for off-grid electric power: Review of substantial issues, Renew. Sustain. Energy Rev. 35 (2014) 527–539. https://doi.org/10.1016/j.rser.2014.04.022. [7] P. Nema, R.K. Nema, S. Rangnekar, A current and future state of art development of hybrid energy system using wind and PV-solar: A review, Renew. Sustain. Energy Rev. 13 (2009) 2096–2103. https://doi.org/10.1016/j.rser.2008.10.006. [8] A. Mohammed, J. Pasupuleti, T. Khatib, W. Elmenreich, A review of process and operational system control of hybrid photovoltaic/diesel generator systems, Renew. Sustain. Energy Rev. 44 (2015) 436–446. https://doi.org/10.1016/j.rser.2014.12.035. [9] R. Dufo-López, J.L. Bernal-Agustín, Design and control strategies of PV-diesel systems using genetic algorithms, Sol. Energy. 79 (2005) 33–46. https://doi.org/10.1016/j.solener.2004.10.004. [10] R. Dufo-López, L.A. Fernández-Jiménez, I.J. Ramírez-Rosado, J.S. Artal-Sevil, J.A. Domínguez-Navarro, J.L. Bernal-Agustín, Daily operation optimisation of hybrid stand-alone system by model predictive control considering ageing model, Energy Convers. Manag. 134 (2017) 167–177. https://doi.org/10.1016/j.enconman.2016.12.036. [11] J.L. Bernal-Agustín, R. Dufo-López, Efficient design of hybrid renewable energy systems using evolutionary algorithms, Energy Convers. Manag. 50 (2009) 479–489. https://doi.org/10.1016/j.enconman.2008.11.007.
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