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Storage capacity predication method and storage capacity predication system

A technology of storage capacity and prediction method, applied in prediction, data processing application, computing and other directions, can solve the problems of lack of IT resource storage capacity prediction method, resource waste, high failure rate, etc., to improve the quality of operation and maintenance and reduce the failure rate , the effect of low prediction error rate

Inactive Publication Date: 2014-07-02
GUANGDONG POWER GRID CO LTD INFORMATION CENT +1
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AI Technical Summary

Problems solved by technology

[0005] The technical problem to be solved by the present invention is the resource waste and high failure rate problems caused by the lack of prediction means for the storage capacity of IT resources

Method used

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  • Storage capacity predication method and storage capacity predication system
  • Storage capacity predication method and storage capacity predication system
  • Storage capacity predication method and storage capacity predication system

Examples

Experimental program
Comparison scheme
Effect test

Embodiment 1

[0053] S1. Obtain the set of formulas to be selected:

[0054] Three forecasting formulas including moving average, curve smoothing and linear regression are selected as the set of candidate formulas.

[0055] S2. Obtain raw data samples:

[0056] After real-time monitoring of storage resources and mining of storage feature data, the database data volume information of the system for half a year was obtained, as shown in Table 1 below and the data volume (GB) corresponding to each date:

[0057] Table 1

[0058]

[0059]

[0060] S3. Acquiring data samples: removing the noise points in the step S2 and taking the data after removing the noise points in the original data samples as data samples.

[0061] S4. Divide the data sample: divide the data sample in step S3 into a training set for selecting a prediction formula for prediction from the candidate formula set and a prediction set for solving the parameters of the prediction formula.

[0062] S5. Divide the training...

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Abstract

The invention relates to a storage capacity predication method which comprises the following steps that S1, a formulary to be selected is acquired; S2, an original data sample is acquired; S3, a data sample is acquired; S4, the data sample is divided; S5, a training set is divided; S6, a predictor formula is selected; S7, parameter solving is carried out on the predictor formula; S8, predication is carried out through the predictor formula. The invention further discloses a storage capacity predication system which comprises a system management module, a storage resource real-time monitoring module, a storage data processing module, a predication model study module and a future trend predication module. According to the technical scheme, the storage capacity of IT resources can be accurately predicated, and therefore the resource utilization rate is improved, the failure rate is reduced, and operation and maintenance quality is improved.

Description

technical field [0001] The invention relates to the planning field of storage capacity, in particular to a storage capacity prediction method and a storage capacity prediction system for enterprise IT resources. Background technique [0002] With the rapid development of informatization, changes in business requirements, continuous proposals for information system construction, and the rapid growth of data volume, the demand for data statistics and predictive analysis is increasing, and the performance requirements for networks, software and hardware platforms, and application software are getting higher and higher. come higher. In order to ensure system stability and high performance, a large amount of money is usually invested in hardware configuration, continuous program version transformation, etc., to ensure the maximum access to the information system. However, the operation of an information system is like a power system, which has peaks and valleys. If IT resources ...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06Q10/04
Inventor 林强黄剑文姜唯周开东彭泽武王甜曾初阳罗欢李娜蔡利勉
Owner GUANGDONG POWER GRID CO LTD INFORMATION CENT
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