A Robust scheduling method of AC / DC Distribution Network Based on Diamond-shaped Cutting Convex Hull Set

In an effort to enhance the description of the uncertainty inherent in renewable energy production, this paper proposes a robust scheduling method of AC/DC distribution network based on diamond-shaped cutting convex hull set. Initially, an ellipsoidal set accounting for uncertainty was developed using historical renewable energy data, alongside a data-driven convex hull polyhedron formed by interlinking vertices from a high-dimensional ellipse. Building upon this, addressing the substantial conservatism encountered when scaling the convex hull polyhedron, a convex hull set model of diamond-shaped cutting is established. Additionally, a robust scheduling model specifically for AC/DC distribution grids, utilizing the diamond-cut convex hull configuration, is formulated with the assistance of the C&CG algorithm for its resolution. Conclusively, validation through simulations on the enhanced IEEE-33 node system indicates that the proposed method can effectively reduces conservatism while enhancing the robustness of the outcomes.

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Published
2024-12-06
DOI
https://doi.org/10.1109/icips64173.2024.10899980
Citations
1
Primary Topic
Scheduling and Optimization Algorithms
Type
article
Field-Weighted Citation Impact
0.35
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A Robust scheduling method of AC / DC Distribution Network Based on Diamond-shaped Cutting Convex Hull Set

Peng Yang, Zhiqiang Duan, Yaxin Li, Jie Yang et al.
1 citations
Scheduling and Optimization Algorithms
0.35
article

A Robust scheduling method of AC / DC Distribution Network Based on Diamond-shaped Cutting Convex Hull Set

Peng Yang, Zhiqiang Duan, Yaxin Li, Jie Yang, Jing Yan
article en
1 citations

Abstract

In an effort to enhance the description of the uncertainty inherent in renewable energy production, this paper proposes a robust scheduling method of AC/DC distribution network based on diamond-shaped cutting convex hull set. Initially, an ellipsoidal set accounting for uncertainty was developed using historical renewable energy data, alongside a data-driven convex hull polyhedron formed by interlinking vertices from a high-dimensional ellipse. Building upon this, addressing the substantial conservatism encountered when scaling the convex hull polyhedron, a convex hull set model of diamond-shaped cutting is established. Additionally, a robust scheduling model specifically for AC/DC distribution grids, utilizing the diamond-cut convex hull configuration, is formulated with the assistance of the C&CG algorithm for its resolution. Conclusively, validation through simulations on the enhanced IEEE-33 node system indicates that the proposed method can effectively reduces conservatism while enhancing the robustness of the outcomes.

State Grid Corporation of China (China) (CN), University of Toronto (CA)
Openalex Percentile: Top 31%
Scheduling and Optimization Algorithms
0.35
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A Robust scheduling method of AC / DC Distribution Network Based on Diamond-shaped Cutting Convex Hull Set — Peng Yang, Zhiqiang Duan, et al. · (2024) | TGRS Research Map | TGRS