物联网学报2025,Vol.9Issue(2):70-81,12.DOI:10.11959/j.issn.2096-3750.2025.00482
智能配电网不平衡问题的主动定位与调控恢复
Active location and recovery of unbalance problems in smart distribution networks
摘要
Abstract
Under the rapid development of new power systems and the high penetration of distributed energy resources,three-phase unbalance issues in distribution networks have become increasingly prominent.This problem not only causes additional losses,but also triggers equipment damage and power supply interruptions,posing significant threats to the se-cure and stable operation of smart distribution networks.To this end,a method for active location and control recovery of unbalanced problems in smart distribution networks named PowerCause was proposed.The time-series causal inference was introduced into distribution network anomaly analysis,establishing a comprehensive"detection-localization-regulation"solution framework for the first time.By integrating Granger causality tests with adaptive interval detection al-gorithms,the method achieves unbalanced root cause localization without requiring pre-training or physical topology de-pendencies.The active regulation system built on OpenDSS incorporates anomaly simulation,multi-dimensional metric collection,and regulation decision-making,forming a closed-loop control system with self-perception,self-diagnosis,and self-recovery capabilities.Simulation results demonstrate the method's competitive performance in root cause localization accuracy and time efficiency,along with strong robustness against environmental disturbances such as measurement noise and data loss errors.关键词
配电网/不平衡定位/根因分析/主动调控Key words
distribution network/unbalance positioning/root cause analysis/active regulation分类
信息技术与安全科学引用本文复制引用
李一泓,潘宜城,马萌,王平..智能配电网不平衡问题的主动定位与调控恢复[J].物联网学报,2025,9(2):70-81,12.基金项目
国家自然科学基金资助项目(No.92167104,No.62072006) (No.92167104,No.62072006)
启元实验室创新基金资助项目(No.S20210201079) (No.S20210201079)
智能平行技术国家级重点实验室基金资助项目(No.2024JK15)The National Natural Science Foundation of China(No.92167104,No.62072006),Qiyuan Lab Innovation Fund(No.S20210201079),Foundation of Intelligent Parallel Technology Laboratory(No.2024JK15) (No.2024JK15)