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Data Valuation-Aware Coordinated Optimization of Power-Communication Coupled Networks Considering Hybrid Ancillary Services
Ma, Liya; Hui, Hongxun; Song, Yonghua
2024
Source PublicationIEEE Transactions on Smart Grid
ISSN1949-3053
Abstract

The growth of renewable energies elevates the significance of maintaining system balance and imposes more demands on regulation resources. Flexible loads have been extensively regarded as prospective regulation resources for providing ancillary services within power networks, including frequency regulation, primary reserve, and synchronized reserve. However, the dispatch of flexible loads presents the challenges of frequent data transmission and explosive data volume, leading to substantial pressure on communication networks. To improve the communication performance for providing effective ancillary services, this paper proposes a coordinated optimization framework for dispatching flexible loads in data valuation-aware power-communication coupled networks. The framework employs: 1) a data valuation approach considering inherent characteristics and ancillary services to distinguish the data transmission preference; 2) an analogous model of communication networks to power networks, formulating the relationships between different components (e.g., nodes, branches, et al.) within coupled networks; and 3) a coordinated optimization model for coupled networks, which analyzes the impact of data valuation-aware transmission in communication networks on the dispatching of flexible loads in power networks. Numerical results demonstrate that the proposed coordinated optimization can effectively allocate regulation resources by considering the limitations of communication networks and significantly improve the regulation revenue engaged in hybrid ancillary services.

KeywordCommunication Networks Coordinated Optimization Data Valuation Dispatching Generators Hybrid Ancillary Services Iso Power-communication Coupled Networks Regulation Temperature Measurement Vectors
DOI10.1109/TSG.2024.3409814
URLView the original
Language英語English
PublisherInstitute of Electrical and Electronics Engineers Inc.
Scopus ID2-s2.0-85195376627
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Document TypeJournal article
CollectionDEPARTMENT OF ELECTRICAL AND COMPUTER ENGINEERING
THE STATE KEY LABORATORY OF INTERNET OF THINGS FOR SMART CITY (UNIVERSITY OF MACAU)
AffiliationState Key Laboratory of Internet of Things for Smart City and Department of Electrical and Computer Engineering, University of Macau, Macao, China
First Author AffilicationUniversity of Macau
Recommended Citation
GB/T 7714
Ma, Liya,Hui, Hongxun,Song, Yonghua. Data Valuation-Aware Coordinated Optimization of Power-Communication Coupled Networks Considering Hybrid Ancillary Services[J]. IEEE Transactions on Smart Grid, 2024.
APA Ma, Liya., Hui, Hongxun., & Song, Yonghua (2024). Data Valuation-Aware Coordinated Optimization of Power-Communication Coupled Networks Considering Hybrid Ancillary Services. IEEE Transactions on Smart Grid.
MLA Ma, Liya,et al."Data Valuation-Aware Coordinated Optimization of Power-Communication Coupled Networks Considering Hybrid Ancillary Services".IEEE Transactions on Smart Grid (2024).
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