Abstract
The distributed energy management (DEM) is of significance for smart grids due to the growing concern over potential cyber threats. This study delves into a multiobjective DEM problem that encompasses economic and environmental costs, as well as transmission losses, while also considering the impact of persistent Denial-of-Service (DoS) attacks. To tackle this challenge, a novel distributed optimization algorithm over a digraph is proposed, leveraging a zeroth-order scheme to handle unavailable gradients and incorporating momentum terms to provide accurate descent directions. The theoretical analysis demonstrates the algorithm's ability to achieve a linear convergence rate while ensuring real-time maintenance of decision variables within the feasible domain. Building on this, a novel reputation-based resilient DEM framework is introduced to address scenarios involving persistent DoS attacks. This framework calculates a reputation index for each communication link to monitor its reliability. Considering the impact of attacked links on network connectivity and their reputation indexes, corresponding strategies are devised. Specifically, if an attacked link disrupts network connectivity and its reputation index falls below the threshold, a connectivity restoration optimization algorithm is activated to reconstruct links, minimizing communication costs and alleviating information congestion. Finally, the effectiveness of the proposed algorithm and framework is validated through numerical simulations.
| Original language | English |
|---|---|
| Pages (from-to) | 1220-1229 |
| Number of pages | 10 |
| Journal | IEEE Transactions on Industrial Informatics |
| Volume | 21 |
| Issue number | 2 |
| Early online date | 21 Oct 2024 |
| DOIs | |
| Publication status | Published - Feb 2025 |
| Externally published | Yes |
Bibliographical note
Publisher Copyright:© 2024 IEEE.
Funding
This work was supported in part by the National Natural Science Foundation of China under Grant 62325304, Grant U22B2046, Grant 62073079, and Grant 62088101, and in part by the Jiangsu Provincial Scientific Research Center of Applied Mathematics under Grant BK20233002. Paper no. TII-24-2082.
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 7 Affordable and Clean Energy
Keywords
- Directed graph
- distributed optimization
- energy management
- multiagent system
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