Data center operation data analysis system based on machine learning

A technology for running data and data centers, applied in the computer field, can solve the problems of high manual operation requirements, insufficient intelligence, and unfavorable stable operation of data centers, and achieve the effect of stable operation.

Inactive Publication Date: 2015-12-30
BEIJING BAIDU NETCOM SCI & TECH CO LTD
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] However, if the operation and maintenance personnel do not operate in a timely manner or if the personnel are replaced, it will not be conducive to the continuous and stable operation of the data center, and manual control of the operation status of the data center requires high manual operation and is not intelligent enough

Method used

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  • Data center operation data analysis system based on machine learning
  • Data center operation data analysis system based on machine learning
  • Data center operation data analysis system based on machine learning

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Embodiment Construction

[0012] Embodiments of the present invention are described in detail below, examples of which are shown in the drawings, wherein the same or similar reference numerals designate the same or similar elements or elements having the same or similar functions throughout. The embodiments described below by referring to the figures are exemplary and are intended to explain the present invention and should not be construed as limiting the present invention.

[0013] A data center operation data analysis system based on machine learning according to an embodiment of the present invention will be described below with reference to the accompanying drawings.

[0014] figure 1 It is a schematic structural diagram of a machine learning-based data center operating data analysis system according to an embodiment of the present invention.

[0015] Such as figure 1 As shown, the machine learning-based data center operation data analysis system includes a resource acquisition module 100 , a da...

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Abstract

The invention discloses a data center operation data analysis system based on machine learning. The system comprises a resource acquisition module, a data processing module and a basic application module, wherein the resource acquisition module is used for collecting PUE-related data of a data center and sending the PUE-related data to the data processing module; the data processing module is used for receiving the PUE-related data, conducting processing on the PUE-related data, conducting data standardization on the PUE-related data, establishing a prediction model according to PUE-related data obtained after the data standardization and updating the prediction model according to the historical PUE-related data; the basic application module is used for receiving an input PUE target value, obtaining PUE-related data corresponding to the PUE target value according to the prediction model, or obtaining current PUE-related data and predicting out PUE-related data corresponding to a next moment according to the prediction model.

Description

technical field [0001] The invention relates to the field of computer technology, in particular to a data center operation data analysis system based on machine learning. Background technique [0002] With the rising cost of energy and people's emphasis on green environmental protection, the demand for energy saving in data centers is becoming stronger and stronger. Under the premise of ensuring the safe and high-performance operation of IT equipment in the data center computer room, comprehensively utilize various energy-saving means to improve the energy utilization efficiency of the data center and reduce PUE (Power Usage Effectiveness, power usage efficiency). One of the goals pursued by infrastructure. [0003] At present, the operation and maintenance personnel of the data center usually manually adjust the operation status of the infrastructure in the data center computer room according to the indoor and outdoor environmental conditions of the computer room, so that ...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F11/34
Inventor 孙晓钢周天宇张炳华
Owner BEIJING BAIDU NETCOM SCI & TECH CO LTD
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