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Correlation associating method for IT operation and maintenance indexes

A correlation and index technology, applied in the field of IT operation and maintenance management, can solve the problems of field strength signal-to-noise ratio strength affecting network data bandwidth, WEB authentication access delay time increase, etc.

Inactive Publication Date: 2014-01-29
勤智数码科技股份有限公司
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

Taking WLAN index detection as an example, the signal-to-noise ratio of the WLAN signal directly affects the network data bandwidth, and even the connectivity of the network such as the success rate of ping packets, and the degree of network congestion may affect the WEB authentication index, because when the network load When it is too heavy, the delay time of WEB authentication access may increase

Method used

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  • Correlation associating method for IT operation and maintenance indexes
  • Correlation associating method for IT operation and maintenance indexes
  • Correlation associating method for IT operation and maintenance indexes

Examples

Experimental program
Comparison scheme
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specific Embodiment 2

[0066] In specific embodiment 2, please refer to the description figure 2 .

[0067] Assuming that in a real scenario, there are 10 indicators and the total number of training data is 10,000. Divide them into 100 groups with 100 data in each group. The training data source is a random number between 0 and 1, and the preset index values ​​to be tested are from 0 increments by 0.5 until it approaches 20, set 1 to alarm (exceeding standard), 0 does not alarm. Theoretically, when the data is farther away from this range of 0 to 1, the alarm should be 1, otherwise it should be 0. Due to the robustness of the algorithm given by the method, after smoothing, the forecasting performance is reflected by the alarm probability.

[0068] By description figure 2 As shown, when the preset data (test data to be predicted) gradually moves away from 1, the alarm probability gradually rises until it approaches 1. In practice, the solution is to set up a threshold. When the alarm probability obtai...

specific Embodiment 3

[0070] In specific embodiment 3, please refer to the description image 3 .

[0071] Assuming that in a real scenario, the number of indicators is 20, and each set of indicator training data sources has 1000 data. The indicator data source to be tested is a random number with 10 as the mean and 0.1 as the variance. The preset test data for the indicators to be tested is from 5 to 5 Increment from 0.5 to 15, calculate the forecast deviation rate.

[0072] By description image 3 As shown, when the preset range is in the range of 10, the minimum prediction error can be lower than 0.1, otherwise, the prediction error will become larger and larger. This explanatory diagram, like the first embodiment, illustrates that the prediction method provided by the present invention has higher accuracy.

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Abstract

The invention discloses a correlation associating method for IT operation and maintenance indexes. The method comprises the steps that a historical database is updated by constantly receiving test data, and the step of carrying out necessary preprocessing on historical data, calculating a covariance matrix, determining the correlation relationship between assigned indexes, and carrying out intelligent discovering and judging on the relevance of the operation and maintenance indexes.

Description

Technical field [0001] The present invention relates to the field of IT operation and maintenance management, in particular to the field of monitoring and management between IT operation and maintenance indicators, and specifically relates to a correlation method for IT operation and maintenance indicators. Background technique [0002] IT operation and maintenance management, that is, IT companies or departments adopt relevant methods, means, technologies, systems, processes, and documents, etc., to carry out IT operation environment (including physical environment, software and hardware environment, etc.), IT business systems, and IT operation and maintenance personnel. Integrated management. With the continuous deepening and improvement of IT construction, attention has been paid to the operation and maintenance of computer hardware and software systems. Since this is a new subject arising with the in-depth application of computer information technology, it is necessary to stu...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F17/30
CPCG06F17/15
Inventor 不公告发明人
Owner 勤智数码科技股份有限公司