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An off-grid hybrid PV/diesel model as a planning and design tool, incorporating dynamic and ANN modelling techniques

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  • Yap, Wai Kean
  • Karri, Vishy
Abstract
Remote towns and communities are normally without access to the main electrical grid and electricity is normally generated through diesel generators. Diesel fuel costs represent a significant portion of the utilities' expenditure. Solar photovoltaic (PV) integration is an attractive solution reduces fossil fuel dependency for such communities. This study presents an off-grid hybrid PV/diesel model developed using dynamic modelling and artificial neural network (ANN) techniques. Dynamic subsystem models were developed in Simulink and ANN methods were employed for predictive modelling. Utilizing simple climate data (humidity, rain fall, ambient temperature and wind speed) and load profile as model inputs, generator and PV output powers and fuel consumption can be accurately predicted. Experimental data were used for ANN training and model validation. A comparative analysis was conducted between the Simulink model and an existing industrial design tool for a remote community in the Northern Australia. Simulation results showed that the developed model is a viable planning and analytical tool for aiding future off-grid PV-to-diesel system integration applications, with R2 values ranging from 0.92 to 0.99 and mean relative errors below 5%. Lastly, the incorporation of both dynamic and ANN modelling techniques in a single model reduces modelling complexity whilst maintaining its accuracy and ease-of-use.

Suggested Citation

  • Yap, Wai Kean & Karri, Vishy, 2015. "An off-grid hybrid PV/diesel model as a planning and design tool, incorporating dynamic and ANN modelling techniques," Renewable Energy, Elsevier, vol. 78(C), pages 42-50.
    • Handle: RePEc:eee:renene:v:78:y:2015:i:c:p:42-50
    DOI: 10.1016/j.renene.2014.12.065
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    References listed on IDEAS

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    1. Al-Alawi, Ali & M Al-Alawi, Saleh & M Islam, Syed, 2007. "Predictive control of an integrated PV-diesel water and power supply system using an artificial neural network," Renewable Energy, Elsevier, vol. 32(8), pages 1426-1439.
    2. Brent, Alan Colin & Rogers, David E., 2010. "Renewable rural electrification: Sustainability assessment of mini-hybrid off-grid technological systems in the African context," Renewable Energy, Elsevier, vol. 35(1), pages 257-265.
    3. Phuangpornpitak, N. & Kumar, S., 2007. "PV hybrid systems for rural electrification in Thailand," Renewable and Sustainable Energy Reviews, Elsevier, vol. 11(7), pages 1530-1543, September.
    4. Dufo-López, Rodolfo & Bernal-Agustín, José L., 2008. "Multi-objective design of PV–wind–diesel–hydrogen–battery systems," Renewable Energy, Elsevier, vol. 33(12), pages 2559-2572.
    5. Chen, S.X. & Gooi, H.B. & Wang, M.Q., 2013. "Solar radiation forecast based on fuzzy logic and neural networks," Renewable Energy, Elsevier, vol. 60(C), pages 195-201.
    6. Kara Togun, Necla & Baysec, Sedat, 2010. "Prediction of torque and specific fuel consumption of a gasoline engine by using artificial neural networks," Applied Energy, Elsevier, vol. 87(1), pages 349-355, January.
    7. Wichert, B. & Dymond, M. & Lawrance, W. & Friese, T., 2001. "Development of a test facility for photovoltaic-diesel hybrid energy systems," Renewable Energy, Elsevier, vol. 22(1), pages 311-319.
    8. Deh Kiani, M. Kiani & Ghobadian, B. & Tavakoli, T. & Nikbakht, A.M. & Najafi, G., 2010. "Application of artificial neural networks for the prediction of performance and exhaust emissions in SI engine using ethanol- gasoline blends," Energy, Elsevier, vol. 35(1), pages 65-69.
    9. Bernal-Agustín, José L. & Dufo-López, Rodolfo, 2009. "Simulation and optimization of stand-alone hybrid renewable energy systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(8), pages 2111-2118, October.
    10. Nfah, E.M. & Ngundam, J.M. & Tchinda, R., 2007. "Modelling of solar/diesel/battery hybrid power systems for far-north Cameroon," Renewable Energy, Elsevier, vol. 32(5), pages 832-844.
    11. Dalton, G.J. & Lockington, D.A. & Baldock, T.E., 2008. "Feasibility analysis of stand-alone renewable energy supply options for a large hotel," Renewable Energy, Elsevier, vol. 33(7), pages 1475-1490.
    12. Hong, Chih-Ming & Ou, Ting-Chia & Lu, Kai-Hung, 2013. "Development of intelligent MPPT (maximum power point tracking) control for a grid-connected hybrid power generation system," Energy, Elsevier, vol. 50(C), pages 270-279.
    13. Senjyu, Tomonobu & Hayashi, Daisuke & Yona, Atsushi & Urasaki, Naomitsu & Funabashi, Toshihisa, 2007. "Optimal configuration of power generating systems in isolated island with renewable energy," Renewable Energy, Elsevier, vol. 32(11), pages 1917-1933.
    14. Shaahid, S.M. & Elhadidy, M.A., 2004. "Prospects of autonomous/stand-alone hybrid (photo-voltaic + diesel + battery) power systems in commercial applications in hot regions," Renewable Energy, Elsevier, vol. 29(2), pages 165-177.
    15. Shaahid, S.M. & El-Amin, I., 2009. "Techno-economic evaluation of off-grid hybrid photovoltaic-diesel-battery power systems for rural electrification in Saudi Arabia--A way forward for sustainable development," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(3), pages 625-633, April.
    16. Bajpai, Prabodh & Dash, Vaishalee, 2012. "Hybrid renewable energy systems for power generation in stand-alone applications: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(5), pages 2926-2939.
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    6. Gao, Sheng & Zhang, Yanhui & Zhang, Zhiqing & Tan, Dongli & Li, Junming & Yin, Zibin & Hu, Jingyi & Zhao, Ziheng, 2023. "Multi-objective optimization of the combustion chamber geometry for a highland diesel engine fueled with diesel/n-butanol/PODEn by ANN-NSGA III," Energy, Elsevier, vol. 282(C).
    7. Rossi, Francesco & Velázquez, David, 2015. "A methodology for energy savings verification in industry with application for a CHP (combined heat and power) plant," Energy, Elsevier, vol. 89(C), pages 528-544.
    8. Siddaiah, Rajanna & Saini, R.P., 2016. "A review on planning, configurations, modeling and optimization techniques of hybrid renewable energy systems for off grid applications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 58(C), pages 376-396.
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