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This chapter further investigates a data valuation-aware operation method of communication networks for dispatching flexible loads to provide hybrid ancillary services. The method 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, etc.) 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 method can effectively organize massive data flow from flexible loads involved in hybrid ancillary services.

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Data Valuation-Aware Coordinated Optimization of Power-Communication Coupling Networks Considering Hybrid Ancillary Services

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  • 发表日期：

    2026年

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  • Hongxun HUI,
  • Liya MA,
  • Yi DING,
  • Yonghua SONG

摘要

This chapter further investigates a data valuation-aware operation method of communication networks for dispatching flexible loads to provide hybrid ancillary services. The method 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, etc.) 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 method can effectively organize massive data flow from flexible loads involved in hybrid ancillary services.