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基于多源信息融合的电网调控多阶段风险预警方法

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为保证电网安全运行,风险预警技术是其中不可缺少的步骤,但预警过程中易受不均匀电压、强磁场等问题的干扰,为了解决上述问题,提出基于多源信息融合的电网调控多阶段风险预警方法.该方法首先采用主成分分析法对电网数据做降维处理,其次利用小波变换法提取电网数据的特征,然后采用D-S证据理论将特征融合,得到元素可信度,最后采用模糊C均值聚类对元素可信度分类,完成电网调控多阶段风险预警.实验结果表明,所提方法对电网调控多阶段风险的预警时间短、通信网络时延小,预警实时性稳定性.
Multi-stage Risk Early Warning Method for Power Grid Regulation Based on Multi-source Information Fusion
In order to ensure the safe operation of the power grid,risk early warning technology is an indispensable step,but the early warn-ing process is easily disturbed by problems such as uneven voltage and strong magnetic field.In order to solve the above prob-lems,a multi-stage power grid regulation based on multi-source information fusion is proposed.Risk warning methods.This meth-od first uses the principal component analysis method to reduce the dimension of the power grid data,secondly uses the wavelet transform method to extract the features of the power grid data,then uses the D-S evidence theory to fuse the features to obtain the element credibility,and finally uses the fuzzy C-means clustering to Element credibility classification,completes multi-stage risk early warning of power grid regulation.The experimental results show that the proposed method has short early warning time,small communication network delay,and real-time stability of early warning for multi-stage risks of power grid regulation.

projection transformationprincipal component analysissignal reconstructionevidence body probability assignmentfuzzy C-means

张春梅、许兴雀、王曦、黄彬系、袁杰生

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广东电网有限责任公司中山供电局,广东 中山 528400

广东电力信息科技有限公司,广东 广州 510030

投影变换 主成分分析 信号重构 证据体概率赋值 模糊C均值

2025

自动化技术与应用
中国自动化学会 黑龙江省自动化学会 黑龙江省科学院自动化研究所

自动化技术与应用

影响因子:0.316
ISSN:1003-7241
年,卷(期):2025.44(1)