Electric energy metering box electricity load data analysis method based on big data analysis

By fusing multi-source electricity metering data and using an improved neural network model analysis method, the propagation path of load anomalies between electricity metering boxes is dynamically identified, solving the problem of low identification accuracy in traditional methods and achieving higher accuracy in electricity load analysis and anomaly location.

CN122364863APending Publication Date: 2026-07-10ZHONGDIAN HUAPIN TECH CO LTD
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Patent Information

Application Number
CN202610495736.3
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2026-04-15
Publication Date
2026-07-10

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Abstract

This invention discloses a method for analyzing electricity load data of electricity metering boxes based on big data analytics, belonging to the field of big data analytics technology. The method includes: collecting electricity metering operation sequence data and generating standardized metering time-series data; establishing a time-series dynamic correlation graph and performing graph homotopy mapping to generate a periodically modulated input current sequence; constructing an improved Izhikevich neuron model to generate a load excitation response sequence; calculating the load behavior correlation characteristics between electricity metering boxes and constructing an electricity metering box load correlation graph; updating the connection edge weights based on Ricci curvature to generate a load correlation structure evolution sequence; constructing a collaborative identification feature vector and outputting the electricity load analysis results. This invention, by introducing an improved Izhikevich neuron model and using the Ricci curvature method, achieves the functions of identifying sudden electricity load behavior and dynamically analyzing and locating abnormal propagation paths in electricity metering boxes.
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