Data quality governance system and method based on message bus
The invention relates to a data quality governance system based on a message bus. The system performs the steps of receiving power monitoring data sent by a plurality of data sending ends through themessage bus and stored in a classified mode; determining a power monitoring data quality evaluation i...
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creator | LI WANG TAO HANTAO ZHANG LEI JIANG ZHIBO FANG YUHE LIN QING LI JIAN CHEN YUE WU DAWEI WANG HAITAO |
description | The invention relates to a data quality governance system based on a message bus. The system performs the steps of receiving power monitoring data sent by a plurality of data sending ends through themessage bus and stored in a classified mode; determining a power monitoring data quality evaluation index, and constructing a data quality rule verification library; clustering the power monitoring data by adopting a k-means clustering method optimized on the basis of a grey wolf longhorn beard search algorithm, and dividing the power monitoring data into a plurality of data subsets; for each datasubset, carrying out accuracy evaluation through an LOF abnormal value detection algorithm, and carrying out integrity, consistency, availability and real-time evaluation through data quality rule verification; and calculating the weight of each evaluation index through an improved analytic hierarchy process, and calculating a comprehensive evaluation result of the power monitoring data quality.According to the system, th |
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The system performs the steps of receiving power monitoring data sent by a plurality of data sending ends through themessage bus and stored in a classified mode; determining a power monitoring data quality evaluation index, and constructing a data quality rule verification library; clustering the power monitoring data by adopting a k-means clustering method optimized on the basis of a grey wolf longhorn beard search algorithm, and dividing the power monitoring data into a plurality of data subsets; for each datasubset, carrying out accuracy evaluation through an LOF abnormal value detection algorithm, and carrying out integrity, consistency, availability and real-time evaluation through data quality rule verification; and calculating the weight of each evaluation index through an improved analytic hierarchy process, and calculating a comprehensive evaluation result of the power monitoring data quality.According to the system, th</abstract><oa>free_for_read</oa></addata></record> |
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subjects | CALCULATING COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS COMPUTING COUNTING DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FORADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORYOR FORECASTING PURPOSES HANDLING RECORD CARRIERS PHYSICS PRESENTATION OF DATA RECOGNITION OF DATA RECORD CARRIERS SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE,COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTINGPURPOSES, NOT OTHERWISE PROVIDED FOR |
title | Data quality governance system and method based on message bus |
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