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A hierarchical predictive control for supercapacitor-retrofitted grid-connected hybrid renewable systems

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  • Masaki, Mukalu Sandro
  • Zhang, Lijun
  • Xia, Xiaohua

Abstract

This paper presents a two-layer control strategy designed for easy integration of supercapacitors in a grid-integrated solar photovoltaic-battery hybrid renewable system, initially controlled by a typical model predictive control method. To operate the upgraded energy system, either without or with little modifications of the pre-existing architecture, an additional control layer is applied at the bottom of the original control system. Considering the complementary characteristics of batteries and supercapacitors, the design of the new model predictive control layer and its coordination with the original one help to deliver a stable power flow between the hybrid renewable system and the utility grid, and remove fast variations from the battery power. Actual measurements of solar radiation in South Africa are used to test the effectiveness of the proposed strategy. Simulations carried out on a 1-MW photovoltaic plant confirm the benefits in terms of adherence to power quality regulations, improved conditioning of the power generated by the intermittent renewable sources, and lifetime extension of the battery.

Suggested Citation

  • Masaki, Mukalu Sandro & Zhang, Lijun & Xia, Xiaohua, 2019. "A hierarchical predictive control for supercapacitor-retrofitted grid-connected hybrid renewable systems," Applied Energy, Elsevier, vol. 242(C), pages 393-402.
  • Handle: RePEc:eee:appene:v:242:y:2019:i:c:p:393-402
    DOI: 10.1016/j.apenergy.2019.03.049
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    References listed on IDEAS

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    1. Changle Xiang & Yanzi Wang & Sideng Hu & Weida Wang, 2014. "A New Topology and Control Strategy for a Hybrid Battery-Ultracapacitor Energy Storage System," Energies, MDPI, vol. 7(5), pages 1-23, April.
    2. Pedro Roncero-Sánchez & Alfonso Parreño Torres & Javier Vázquez, 2018. "Control Scheme of a Concentration Photovoltaic Plant with a Hybrid Energy Storage System Connected to the Grid," Energies, MDPI, vol. 11(2), pages 1-30, January.
    3. Parwal, Arvind & Fregelius, Martin & Temiz, Irinia & Göteman, Malin & Oliveira, Janaina G. de & Boström, Cecilia & Leijon, Mats, 2018. "Energy management for a grid-connected wave energy park through a hybrid energy storage system," Applied Energy, Elsevier, vol. 231(C), pages 399-411.
    4. Haller, Markus & Ludig, Sylvie & Bauer, Nico, 2012. "Decarbonization scenarios for the EU and MENA power system: Considering spatial distribution and short term dynamics of renewable generation," Energy Policy, Elsevier, vol. 47(C), pages 282-290.
    5. Hu, Jiefeng & Xu, Yinliang & Cheng, Ka Wai & Guerrero, Josep M., 2018. "A model predictive control strategy of PV-Battery microgrid under variable power generations and load conditions," Applied Energy, Elsevier, vol. 221(C), pages 195-203.
    6. Aktas, Ahmet & Erhan, Koray & Özdemir, Sule & Özdemir, Engin, 2018. "Dynamic energy management for photovoltaic power system including hybrid energy storage in smart grid applications," Energy, Elsevier, vol. 162(C), pages 72-82.
    7. Xiaojuan Han & Fang Chen & Xiwang Cui & Yong Li & Xiangjun Li, 2012. "A Power Smoothing Control Strategy and Optimized Allocation of Battery Capacity Based on Hybrid Storage Energy Technology," Energies, MDPI, vol. 5(5), pages 1-20, May.
    8. Chang Ye & Shihong Miao & Qi Lei & Yaowang Li, 2016. "Dynamic Energy Management of Hybrid Energy Storage Systems with a Hierarchical Structure," Energies, MDPI, vol. 9(6), pages 1-15, May.
    9. Ma, Tao & Yang, Hongxing & Lu, Lin, 2015. "Development of hybrid battery–supercapacitor energy storage for remote area renewable energy systems," Applied Energy, Elsevier, vol. 153(C), pages 56-62.
    10. Wu, Zhou & Tazvinga, Henerica & Xia, Xiaohua, 2015. "Demand side management of photovoltaic-battery hybrid system," Applied Energy, Elsevier, vol. 148(C), pages 294-304.
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    1. Liu, Shuai & Wei, Li & Wang, Huai, 2020. "Review on reliability of supercapacitors in energy storage applications," Applied Energy, Elsevier, vol. 278(C).
    2. Lin, Dong & Zhang, Lijun & Xia, Xiaohua, 2021. "Model predictive control of a Venlo-type greenhouse system considering electrical energy, water and carbon dioxide consumption," Applied Energy, Elsevier, vol. 298(C).
    3. Arévalo, Paul & Benavides, Dario & Tostado-Véliz, Marcos & Aguado, José A. & Jurado, Francisco, 2023. "Smart monitoring method for photovoltaic systems and failure control based on power smoothing techniques," Renewable Energy, Elsevier, vol. 205(C), pages 366-383.
    4. Clarke, Will Challis & Brear, Michael John & Manzie, Chris, 2020. "Control of an isolated microgrid using hierarchical economic model predictive control," Applied Energy, Elsevier, vol. 280(C).
    5. Jura Arkhangelski & Pedro Roncero-Sánchez & Mahamadou Abdou-Tankari & Javier Vázquez & Gilles Lefebvre, 2019. "Control and Restrictions of a Hybrid Renewable Energy System Connected to the Grid: A Battery and Supercapacitor Storage Case," Energies, MDPI, vol. 12(14), pages 1-23, July.
    6. Nicu Bizon & Phatiphat Thounthong, 2020. "Energy Efficiency and Fuel Economy of a Fuel Cell/Renewable Energy Sources Hybrid Power System with the Load-Following Control of the Fueling Regulators," Mathematics, MDPI, vol. 8(2), pages 1-22, January.
    7. Long, Guimin & Ding, Fei & Zhang, Nong & Zhang, Jie & Qin, An, 2020. "Regenerative active suspension system with residual energy for in-wheel motor driven electric vehicle," Applied Energy, Elsevier, vol. 260(C).

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