TS-Decompression-based data center high-frequency fault time domain early warning method and system
The invention discloses a TS-Decompression-based data center high-frequency fault time domain early warning method and system, and the method comprises the steps of obtaining the time sequence monitoring data in a data center scene, carrying out data cleaning, and obtaining a monitoring value of the...
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creator | ZHANG JIANBO WU ZIHANG YAO MENGLONG WANG HONGPING DONG JUNDUO TIAN HAO WANG TONG |
description | The invention discloses a TS-Decompression-based data center high-frequency fault time domain early warning method and system, and the method comprises the steps of obtaining the time sequence monitoring data in a data center scene, carrying out data cleaning, and obtaining a monitoring value of the historical time sequence data; analyzing the numerical influence factors of the time series data, performing time series decomposition on the time series data based on a TS-Decomposition algorithm, and performing numerical influence factor calculation according to the monitoring value of historical time series data; establishing a time sequence prediction model according to a numerical influence factor calculation result, and performing time sequence data trend prediction to obtain a predicted value of the future time sequence data; performing hybrid calculation according to the monitoring value of the historical time series data and the predicted value of the future time series data, and judging the fault time do |
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analyzing the numerical influence factors of the time series data, performing time series decomposition on the time series data based on a TS-Decomposition algorithm, and performing numerical influence factor calculation according to the monitoring value of historical time series data; establishing a time sequence prediction model according to a numerical influence factor calculation result, and performing time sequence data trend prediction to obtain a predicted value of the future time sequence data; performing hybrid calculation according to the monitoring value of the historical time series data and the predicted value of the future time series data, and judging the fault time do</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 ELECTRIC DIGITAL DATA PROCESSING PHYSICS SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE,COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTINGPURPOSES, NOT OTHERWISE PROVIDED FOR |
title | TS-Decompression-based data center high-frequency fault time domain early warning method and system |
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