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Remote real-time monitoring data processing method based on high-order Gaussian mixed model

A real-time monitoring and data processing technology, applied in the field of data processing, to reduce communication bandwidth and computer performance dependence, save equipment performance and network bandwidth

Active Publication Date: 2021-11-26
SHIJIAZHUANG UNIVERSITY
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  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

In this case, reducing the data transmission between the data collector and the monitoring center will greatly save equipment performance and communication bandwidth

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  • Remote real-time monitoring data processing method based on high-order Gaussian mixed model
  • Remote real-time monitoring data processing method based on high-order Gaussian mixed model
  • Remote real-time monitoring data processing method based on high-order Gaussian mixed model

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Embodiment Construction

[0034] The technical solution of the present invention will be described in detail below in combination with specific embodiments.

[0035] In the monitoring system, the remote device 1 is connected to the data collection terminal 2 by wire, and the monitoring center terminal 3 is connected to the data collection terminal wirelessly.

[0036] A remote real-time monitoring data processing method based on a high-order Gaussian mixture model, comprising the following steps:

[0037] S1, data collection, the remote device 1 performs real-time data collection, and the data collection terminal 2 collects and analyzes the real-time data of the remote device at a fixed frequency;

[0038] S2. The data acquisition terminal locally stores the real-time data at set time intervals; the stored settlement data is stored in a compressed format.

[0039] S3. The data collector of the data collection terminal is provided with an embedded kernel, and a high-order Gaussian mixture model GMM lea...

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Abstract

The invention discloses a remote real-time monitoring data processing method based on a high-order Gaussian mixed model, and belongs to the technical field of data processing. An edge data acquisition terminal based on a data filtering technology of the Gaussian mixed model (GMM) performs data acquisition and analysis on remote equipment at a fixed frequency, a GMM learning machine is built in, through learning, stable value estimation is performed on each data item of the remote terminal so as to determine the stable value of each data item. After the stable value of the data item is obtained, real-time data collected and analyzed by the collection terminal each time is compared with the corresponding stable value, and under the participation of a preset threshold value, whether the currently collected real-time data is sent to the monitoring center end or not is judged; and meanwhile, the acquisition terminal performs data settlement storage on the real-time data according to a set time interval, and the monitoring center end can read the settlement data as required.

Description

technical field [0001] The invention belongs to the technical field of data processing, and in particular relates to an edge data collection terminal based on high-order Gaussian mixture model data settlement technology. Background technique [0002] Existing real-time monitoring systems such as figure 2 As shown, the remote device 1 is connected to the data collection terminal 2 by wire, and the monitoring center terminal 3 is connected to the data collection terminal wirelessly. The data acquisition terminal is the core equipment of the remote real-time monitoring system. Its main function is to accept instructions from the monitoring center, collect data from connected remote devices, and send the collected data to the center. The data acquisition terminal has completed functions such as protocol conversion and data link maintenance, and realized transparent data transmission between the monitoring center and remote equipment. [0003] The traditional data acquisition t...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06N7/00H04Q9/00
CPCH04Q9/00G06N7/01Y02D30/70
Inventor 滑斌杰孟军英刘华李瑗孙敬武符蕴芳祁瑞丽董伟王丽娜
Owner SHIJIAZHUANG UNIVERSITY
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