Edge digital twin for coordinating flexible resources in distribution networks with communication constraints

With the widespread integration of Controllable Flexible Resources (CFRs), distribution networks are progressively evolving toward multi-source global coordinated control, a paradigm that relies heavily on secondary communication networks. However, when communication becomes unstable, certain CFRs may become isolated as "information islands," rendering them unable to follow the control center's strategies for a period of time and thus posing threats to the operational security of the distribution network. To address this issue, this paper proposes an Edge-deployed Deduction Framework (EDF) within the Cloud-Edge-Terminal collaborative architecture (C-E-T), which consists of an Edge Digital Twin (EDT) and a Deduction Model for CFRs (DM4CFRs). By enabling local deduction based on limited but structured information retained at the edge, the EDF allows CFRs within communication-isolated areas to approximate coordinated operation even under prolonged communication degradation. A case study on a modified IEEE 33-node distribution network with multiple energy storage units demonstrates that the proposed framework maintains stable CFR operation during communication outages while preserving network security and economic performance.

Institutions

Publication Details

Journal
Scientific Reports
Published
2025-12-19
DOI
https://doi.org/10.1038/s41598-025-32773-6
Citations
1
Primary Topic
Smart Grid Security and Resilience
Type
article
Field-Weighted Citation Impact
1.21

Funders

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article

Edge digital twin for coordinating flexible resources in distribution networks with communication constraints

1 citations
Scientific Reports
Smart Grid Security and Resilience
1.21
article

Edge digital twin for coordinating flexible resources in distribution networks with communication constraints

article en
1 citations

Abstract

With the widespread integration of Controllable Flexible Resources (CFRs), distribution networks are progressively evolving toward multi-source global coordinated control, a paradigm that relies heavily on secondary communication networks. However, when communication becomes unstable, certain CFRs may become isolated as "information islands," rendering them unable to follow the control center's strategies for a period of time and thus posing threats to the operational security of the distribution network. To address this issue, this paper proposes an Edge-deployed Deduction Framework (EDF) within the Cloud-Edge-Terminal collaborative architecture (C-E-T), which consists of an Edge Digital Twin (EDT) and a Deduction Model for CFRs (DM4CFRs). By enabling local deduction based on limited but structured information retained at the edge, the EDF allows CFRs within communication-isolated areas to approximate coordinated operation even under prolonged communication degradation. A case study on a modified IEEE 33-node distribution network with multiple energy storage units demonstrates that the proposed framework maintains stable CFR operation during communication outages while preserving network security and economic performance.

Scientific ReportsVol. 16(1)
Shanghai Jiao Tong University (CN), Tianjin Research Institute of Electric Science (China) (CN)
National Science and Technology Major Project
Openalex Percentile: Top 15%
Smart Grid Security and Resilience
1.21
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