Open Access iconOpen Access

ARTICLE

Probabilistic Graphical Model-Based Operational Reliability-Centric Design of Offshore Wind Farm Feeder Layouts

Qiuyu Lu1, Yunqi Yan2, Yang Liu1, Ying Chen2,*, Yinguo Yang1, Tannan Xiao3, Guobing Wu1

1 Power Dispatch Control Center, Guangdong Power Grid Company Ltd., Gaungzhou, 510000, China
2 Department of Electrical Engineering, Tsinghua University, Beijing, 100084, China
3 State Key Laboratory of Power System Operation and Control, Tsinghua University, Beijing, 100084, China

* Corresponding Author: Ying Chen. Email: email

(This article belongs to the Special Issue: Advances in Grid Integration and Electrical Engineering of Wind Energy Systems: Innovations, Challenges, and Applications)

Energy Engineering 2025, 122(12), 4799-4814. https://doi.org/10.32604/ee.2025.069131

Abstract

The rapid expansion of offshore wind energy necessitates robust and cost-effective electrical collector system (ECS) designs that prioritize lifetime operational reliability. Traditional optimization approaches often simplify reliability considerations or fail to holistically integrate them with economic and technical constraints. This paper introduces a novel, two-stage optimization framework for offshore wind farm (OWF) ECS planning that systematically incorporates reliability. The first stage employs Mixed-Integer Linear Programming (MILP) to determine an optimal radial network topology, considering linearized reliability approximations and geographical constraints. The second stage enhances this design by strategically placing tie-lines using a Mixed-Integer Quadratically Constrained Program (MIQCP). This stage leverages a dynamic-aware adaptation of Multi-Source Multi-Terminal Network Reliability (MSMT-NR) assessment, with its inherent nonlinear equations successfully transformed into a solvable MIQCP form for loopy networks. A benchmark case study demonstrates the framework’s efficacy, illustrating how increasing the emphasis on reliability leads to more distributed and interconnected network topologies, effectively balancing investment costs against enhanced system resilience.

Keywords

Offshore wind farm; feeder layout optimization; network reliability; nonlinear optimization; probabilistic graphical model

Cite This Article

APA Style
Lu, Q., Yan, Y., Liu, Y., Chen, Y., Yang, Y. et al. (2025). Probabilistic Graphical Model-Based Operational Reliability-Centric Design of Offshore Wind Farm Feeder Layouts. Energy Engineering, 122(12), 4799–4814. https://doi.org/10.32604/ee.2025.069131
Vancouver Style
Lu Q, Yan Y, Liu Y, Chen Y, Yang Y, Xiao T, et al. Probabilistic Graphical Model-Based Operational Reliability-Centric Design of Offshore Wind Farm Feeder Layouts. Energ Eng. 2025;122(12):4799–4814. https://doi.org/10.32604/ee.2025.069131
IEEE Style
Q. Lu et al., “Probabilistic Graphical Model-Based Operational Reliability-Centric Design of Offshore Wind Farm Feeder Layouts,” Energ. Eng., vol. 122, no. 12, pp. 4799–4814, 2025. https://doi.org/10.32604/ee.2025.069131



cc Copyright © 2025 The Author(s). Published by Tech Science Press.
This work is licensed under a Creative Commons Attribution 4.0 International License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
  • 694

    View

  • 144

    Download

  • 0

    Like

Share Link