Electromechanical equipment operation state monitoring method, device and system

A technology for electromechanical equipment and operating status, applied in measurement devices, neural learning methods, biological neural network models, etc., can solve the problem of low data accuracy, and achieve the effect of improving accuracy and high work efficiency

Pending Publication Date: 2020-09-04
SHENZHEN TECH UNIV
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  • Abstract
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  • Claims
  • Application Information

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Problems solved by technology

[0005] The technical problem to be solved by the present invention is to provide a monitoring method, device and system for the operating state of electromechanical equipment, aiming to solve the problem of low accuracy of the data obtained in the existing monitoring method for the operating state of electromechanical equipment

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  • Electromechanical equipment operation state monitoring method, device and system
  • Electromechanical equipment operation state monitoring method, device and system
  • Electromechanical equipment operation state monitoring method, device and system

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Embodiment Construction

[0052] In order to make the objectives, technical solutions and advantages of the present invention more clear, the present invention will be described in further detail below in conjunction with the accompanying drawings and embodiments, wherein the same or similar symbols throughout represent the same or similar elements or have the same or similar functions element. It should be understood that the specific embodiments described here are only used to explain the present invention, not to limit the present invention. In addition, the technical features involved in the various embodiments of the present invention described below may be combined with each other as long as they do not constitute a conflict with each other.

[0053] The "training data, training operating parameters", "actual data, actual operating parameters" and "safety data, safe operating parameters" described below can be the same parameter, such as the same temperature, but the training data, In the operat...

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Abstract

The invention provides electromechanical equipment operation state monitoring method, device and system, wherein the method comprises the steps: obtaining a plurality of groups of training data related to the operation state of to-be-monitored electromechanical equipment; training a preset neural network by using the multiple groups of training data to obtain an optimized neural network; acquiringactual data related to the running state of the electromechanical equipment to be monitored; and obtaining an accurate value of each actual operation parameter in the actual data by utilizing the optimized neural network and the actual data. According to the invention, the optimized neural network is used to carry out intraspecific fusion on a plurality of actual operation parameters in the actual data related to the operation state of the electromechanical device to be monitored, so that the value of each actual operation parameter is obtained more accurately, the accuracy of data acquisition is improved, and the electromechanical device is enabled to have high work efficiency.

Description

technical field [0001] The invention relates to the technical field of control engineering, in particular to a method, device and system for monitoring the running state of electromechanical equipment. Background technique [0002] With the continuous development of the times and the continuous improvement of the level of industrialization, there are more and more types of electromechanical equipment. Electromechanical equipment can be divided into three categories according to their uses: industrial electromechanical equipment, information electromechanical equipment, and livelihood electromechanical equipment. Industrial electromechanical equipment refers to electromechanical equipment used in production enterprises, such as ordinary lathes, ordinary milling machines, CNC machine tools, etc.; information electromechanical equipment refers to electronic mechanical products used for information collection, transmission, storage and processing, such as computer terminals, Co...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G01D21/02G06N3/04G06N3/08
CPCG01D21/02G06N3/08G06N3/045
Inventor 程涛温浩凯
Owner SHENZHEN TECH UNIV
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