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一种基于逆向拍卖的雾计算资源分配策略用于智能电网DDoS攻击缓解
A Reverse Auction-Driven Fog Resource Allocation Strategy for DDoS Mitigation in Smart Grids
| 作者 | Jun Chen · Xin Sun · Wen Tian · Miao Du · Xiaoming He · Guangjie Liu |
| 期刊 | IEEE Transactions on Industrial Informatics |
| 出版日期 | 2025年11月 |
| 卷/期 | 第 22 卷 第 2 期 |
| 技术分类 | 智能化与AI应用 |
| 技术标签 | 强化学习 模型预测控制MPC 微电网 智能运维 |
| 相关度评分 | ★★★ 3.0 / 5.0 |
| 关键词 |
语言:
中文摘要
针对智能电网高级计量架构面临的DDoS攻击威胁及传统溯源方法资源受限问题,提出基于逆向拍卖的雾资源协同分配策略,构建0–1整数规划模型并设计二次价格密封拍卖(SPSA)算法,在多项式时间内保障分配最优性,显著提升防御效率与安全性。
English Abstract
Advanced metering infrastructure in smart grids faces critical security challenges from distributed denial of service (DDoS) attacks, while traditional traceback methods suffer from resource constraints that limit their mitigation effectiveness. To address this, we propose a reverse auction-driven fog resource allocation strategy that innovatively employs a reverse auction mechanism to coordinate distributed fog resources for collaborative DDoS attack mitigation. Specifically, the framework is formulated as a 0–1 integer programming model, for which we develop a second-price sealed-bid auction (SPSA) algorithm that reduces computational complexity from factorial to polynomial time while maintaining allocation optimality. Experimental results demonstrate that the SPSA algorithm outperforms existing baseline methods, significantly improving both the efficiency and security of DDoS defenses in smart grid environments.
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SunView 深度解读
该研究聚焦智能电网边缘侧安全协同调度,虽不直接涉及逆变器或储能硬件,但其雾计算资源动态分配与拍卖机制可赋能阳光电源iSolarCloud平台的智能运维与异常流量识别能力,尤其适用于PowerTitan/ST系列PCS在微电网场景下的分布式安全响应。建议将SPSA思想融入iSolarCloud边缘节点任务调度模块,增强对光伏电站通信层DDoS攻击的实时感知与资源弹性隔离能力。