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太阳能富集型网络化微电网的网络韧性:端到端DER停运实时管理框架
Cyber Resilience in Solar-Rich Networked Microgrids: A Real Time End-to-End DER Outage Management Framework
| 作者 | Jannatul Adan · Md Fazley Rafy · Anurag K. Srivastava |
| 期刊 | IEEE Transactions on Industry Applications |
| 出版日期 | 2025年10月 |
| 卷/期 | 第 62 卷 第 2 期 |
| 技术分类 | 智能化与AI应用 |
| 技术标签 | 微电网 故障诊断 模型预测控制MPC 机器学习 |
| 相关度评分 | ★★★★★ 5.0 / 5.0 |
| 关键词 |
语言:
中文摘要
针对光伏等分布式能源(DER)高渗透下网络化微电网面临的网络-物理耦合故障检测与恢复难题,本文提出一种面向太阳能富集场景的DER停运管理系统(DEROMS),集成数据完整性校验、多源根因分析与自适应恢复优化,并在RTDS平台验证其对物理故障与网络攻击的有效性。
English Abstract
The increasing integration of distributed energy resources (DERs), especially solar PV with distribution automation and inherent cyber-vulnerabilities, introduces new challenges in outage detection, diagnosis, and recovery due to integrated cyber-physical dependency. Traditional outage management systems (OMS) focus primarily on load-side faults and overlook DER-specific outages, particularly those caused by cyber-induced anomalies in the data or control planes. This work proposes a cyber-resilient DER Outage Management System (DEROMS) tailored for solar-rich, networked microgrids, considering the increasing integration of solar generation within distribution systems among DERs. The developed framework includes a TraceAlign-DPI module for real-time data integrity checking and hidden outage detection, a TraceAlign-RCA engine for multi-source root cause inference, and scenario-specific restoration optimization leveraging networked microgrid flexibility. A testbed built in Real-Time Digital Simulator (RTDS) validates the developed framework for physical faults and cyberattack scenarios. Results show improved accuracy in outage classification and enhanced system resilience through adaptive restoration under uncertainty.
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SunView 深度解读
该研究高度契合阳光电源在光储融合微电网领域的战略布局,尤其支撑PowerTitan、PowerStack及iSolarCloud平台的智能运维升级。TraceAlign-DPI/RCA模块可嵌入ST系列PCS和组串式逆变器的边缘侧固件,提升光伏电站级异常识别精度;场景化恢复优化算法可增强iSolarCloud在多微网协同调度中的黑启动与自愈能力。建议将核心算法模块化集成至下一代智能PCS与云边协同架构中,强化面向新型电力系统的主动防御能力。