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Multi-objective optimal sizing of hybrid micro-grid system using an integrated intelligent technique

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  • Singh, Poonam
  • Pandit, Manjaree
  • Srivastava, Laxmi

Abstract

An optimal sizing model for a hybrid micro-grid system (HMGS) consisting of solar photovoltaic, wind turbine, diesel generator and battery is developed. A tri-objective formulation, considering techno-socio-economic factors, is proposed for finding the optimal size and configuration. Dynamic domain search is employed using a hybrid intelligent computational technique that integrated the improved particle swarm optimization (PSO) algorithm with an enhanced differential evolution (DE) model for improving the search efficiency. The idea behind the hybridization of these two popular paradigms is to deploy the higher exploration capability of the PSO during the initial search and then employ the fast convergence property of the DE to achieve an optimal solution through exploitation. A fuzzy attainment module (FAM) is appended to identify the best solution based on the highest possible attainment level for all objectives. Two power management strategies are modelled and their effect on emission curtailment is studied. Optimal sizing is analysed considering the effect of selected optimization objective(s) and multiple choices are offered to the designer based on preferences. For the selected remote island, the system with solar PV capacity 78.44 kW, wind turbine of 95 kW with a battery of 2 kW is found to be the best option. The levelized cost of energy (LCOE) is 0.0799 $/kWh, human development index (HDI) is 0.6454, unmet power is zero and the satisfaction level of all the three objectives is 72.82%.

Suggested Citation

  • Singh, Poonam & Pandit, Manjaree & Srivastava, Laxmi, 2023. "Multi-objective optimal sizing of hybrid micro-grid system using an integrated intelligent technique," Energy, Elsevier, vol. 269(C).
    • Handle: RePEc:eee:energy:v:269:y:2023:i:c:s0360544223001500
    DOI: 10.1016/j.energy.2023.126756
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    References listed on IDEAS

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    1. Ramli, Makbul A.M. & Bouchekara, H.R.E.H. & Alghamdi, Abdulsalam S., 2018. "Optimal sizing of PV/wind/diesel hybrid microgrid system using multi-objective self-adaptive differential evolution algorithm," Renewable Energy, Elsevier, vol. 121(C), pages 400-411.
    2. Ganesan, P. & Rajakarunakaran, S. & Thirugnanasambandam, M. & Devaraj, D., 2015. "Artificial neural network model to predict the diesel electric generator performance and exhaust emissions," Energy, Elsevier, vol. 83(C), pages 115-124.
    3. Dufo-López, Rodolfo & Cristóbal-Monreal, Iván R. & Yusta, José M., 2016. "Optimisation of PV-wind-diesel-battery stand-alone systems to minimise cost and maximise human development index and job creation," Renewable Energy, Elsevier, vol. 94(C), pages 280-293.
    4. Ghorbani, Narges & Kasaeian, Alibakhsh & Toopshekan, Ashkan & Bahrami, Leyli & Maghami, Amin, 2018. "Optimizing a hybrid wind-PV-battery system using GA-PSO and MOPSO for reducing cost and increasing reliability," Energy, Elsevier, vol. 154(C), pages 581-591.
    5. Das, Barun K. & Hoque, Najmul & Mandal, Soumya & Pal, Tapas Kumar & Raihan, Md Abu, 2017. "A techno-economic feasibility of a stand-alone hybrid power generation for remote area application in Bangladesh," Energy, Elsevier, vol. 134(C), pages 775-788.
    6. Makhdoomi, Sina & Askarzadeh, Alireza, 2021. "Impact of solar tracker and energy storage system on sizing of hybrid energy systems: A comparison between diesel/PV/PHS and diesel/PV/FC," Energy, Elsevier, vol. 231(C).
    7. Ogunjuyigbe, A.S.O. & Ayodele, T.R. & Akinola, O.A., 2016. "Optimal allocation and sizing of PV/Wind/Split-diesel/Battery hybrid energy system for minimizing life cycle cost, carbon emission and dump energy of remote residential building," Applied Energy, Elsevier, vol. 171(C), pages 153-171.
    8. Javed, Muhammad Shahzad & Ma, Tao & Jurasz, Jakub & Ahmed, Salman & Mikulik, Jerzy, 2020. "Performance comparison of heuristic algorithms for optimization of hybrid off-grid renewable energy systems," Energy, Elsevier, vol. 210(C).
    9. Mokhtara, Charafeddine & Negrou, Belkhir & Settou, Noureddine & Settou, Belkhir & Samy, Mohamed Mahmoud, 2021. "Design optimization of off-grid Hybrid Renewable Energy Systems considering the effects of building energy performance and climate change: Case study of Algeria," Energy, Elsevier, vol. 219(C).
    10. Javed, Muhammad Shahzad & Song, Aotian & Ma, Tao, 2019. "Techno-economic assessment of a stand-alone hybrid solar-wind-battery system for a remote island using genetic algorithm," Energy, Elsevier, vol. 176(C), pages 704-717.
    11. Sagar, Ambuj D. & Najam, Adil, 1998. "The human development index: a critical review," Ecological Economics, Elsevier, vol. 25(3), pages 249-264, June.
    12. Das, Barun K. & Zaman, Forhad, 2019. "Performance analysis of a PV/Diesel hybrid system for a remote area in Bangladesh: Effects of dispatch strategies, batteries, and generator selection," Energy, Elsevier, vol. 169(C), pages 263-276.
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    1. Vladislav Volnyi & Pavel Ilyushin & Konstantin Suslov & Sergey Filippov, 2023. "Approaches to Building AC and AC–DC Microgrids on Top of Existing Passive Distribution Networks," Energies, MDPI, vol. 16(15), pages 1-26, August.

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