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A study on the dual-layer energy storage configuration in photovoltaic distribution networks considering voltage-loss synergy optimisation

Huiqiang Zhi et al · Frontiers Media S.A · 2026

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To address the challenges of voltage deviation and increased network losses arising from the high integration of photovoltaic (PV) systems in distribution networks, this paper proposes a bi-level optimisation model for configuring distributed energy storage systems (ESS) tailored to high-penetration PV distribution networks. In the proposed model, the upper-level operational layer minimises voltage deviation and network losses to improve voltage quality and reduce power losses, while the lower-level planning layer optimises overall system cost, focusing on the capacity configuration of lithium-based ESS. The bi-level optimisation problem is solved using the Particle Swarm Optimisation (PSO) algorithm to determine the optimal ESS capacity. Case studies on a modified 33-bus distribution system demonstrate that the proposed model effectively reduces voltage deviation by up to 48.1% and network losses by up to 35.1%, while significantly enhancing economic efficiency through coordinated optimisation of operation and planning. This study offers a practical solution for energy storage planning in distribution networks with high PV penetration, balancing technical performance and economic viability.

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APA 7

al, H. Z. E. (2026). A study on the dual-layer energy storage configuration in photovoltaic distribution networks considering voltage-loss synergy optimisation. https://doi.org/10.3389/fenrg.2026.1718662

MLA

al, Huiqiang Zhi et. "A study on the dual-layer energy storage configuration in photovoltaic distribution networks considering voltage-loss synergy optimisation." 2026. https://doi.org/10.3389/fenrg.2026.1718662.

Chicago

al, Huiqiang Zhi et. 2026. "A study on the dual-layer energy storage configuration in photovoltaic distribution networks considering voltage-loss synergy optimisation.". https://doi.org/10.3389/fenrg.2026.1718662.

Harvard

al, H. Z. E. 2026, A study on the dual-layer energy storage configuration in photovoltaic distribution networks considering voltage-loss synergy optimisation, Frontiers Media S.A, available at: https://doi.org/10.3389/fenrg.2026.1718662 [Accessed 7 Aug. 2026].

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Title
A study on the dual-layer energy storage configuration in photovoltaic distribution networks considering voltage-loss synergy optimisation
Author / contributors
Huiqiang Zhi et al
Publisher
Frontiers Media S.A
Publication year
2026
ISSN
2296-598X
ISSN
2296-598X
Language
English

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