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Rail transit equipment state prediction method and device, equipment and storage medium

A technology of equipment status and rail transportation, applied in data processing applications, instruments, calculations, etc., can solve problems such as insufficient maintenance of equipment, potential safety hazards, frequent failures, etc., and achieve the effects of improving efficiency, saving costs, and improving effectiveness

Pending Publication Date: 2022-07-22
CHINA RAILWAY SIYUAN SURVEY & DESIGN GRP
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  • Application Information

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Problems solved by technology

[0003] At present, my country's rail transit operation and maintenance business mostly adopts the management mode of fault maintenance and planned maintenance, which has lagged behind the development requirements of intelligent and complex equipment, which is likely to cause problems of insufficient equipment maintenance and excessive maintenance, leading to frequent failures waste of resources and potential safety hazards

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  • Rail transit equipment state prediction method and device, equipment and storage medium
  • Rail transit equipment state prediction method and device, equipment and storage medium
  • Rail transit equipment state prediction method and device, equipment and storage medium

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Embodiment Construction

[0043] In order to make the purpose, technical solutions and advantages of the present invention clearer, the present invention will be further described in detail below with reference to the accompanying drawings. All other embodiments obtained under the premise of creative work fall within the protection scope of the present invention.

[0044] In the following description, reference is made to "some embodiments" which describe a subset of all possible embodiments, but it is understood that "some embodiments" can be the same or a different subset of all possible embodiments, and Can be combined with each other without conflict.

[0045] In the following description, the term "first\second\third" is only used to distinguish similar objects, and does not represent a specific ordering of objects. It is understood that "first\second\third" Where permitted, the specific order or sequence may be interchanged to enable the embodiments of the invention described herein to be practi...

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Abstract

The invention provides a rail transit equipment state prediction method and device, equipment and a storage medium. The method comprises the following steps: acquiring monitoring data of target equipment in a preset time period; wherein the monitoring data comprises sensing data of the target equipment and sensing data of an external environment of the target equipment; according to the to-be-predicted state of the target equipment, a feature data set is screened out from the monitoring data, and the feature data set is a set of the monitoring data of which the relevance with the to-be-predicted state of the target equipment reaches a preset range; processing the feature data set by using a prediction model to obtain a prediction result corresponding to the to-be-predicted state; wherein the prediction model is constructed based on a random forest regression algorithm.

Description

technical field [0001] The invention relates to the technical field of intelligent operation and maintenance of urban rail transit, in particular to a state prediction method, device, device and storage medium of rail transit equipment. Background technique [0002] Urban rail transit, led by subway, is developing rapidly in my country, and rail transit has become an important part of urban construction in my country. According to the "2020 Overview of Urban Rail Transit Lines in Mainland China" released by the China Urban Rail Transit Association, as of December 31, 2020, the total mileage of urban rail transit in my country was about 7,978km, with 45 cities open to traffic, with a total of new operations. The mileage of the line is about 1241km, and 36 new operating lines are added. With the continuous increase of new lines in various places, the number of related equipment has increased greatly, and the facility equipment system has suffered a heavy load. [0003] At pre...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/62G06Q50/26G06N20/20G06Q10/00G06Q50/30
CPCG06N20/20G06Q10/20G06Q50/26G06F18/24323G06F18/214G06Q50/40
Inventor 胡祖翰徐余明刘利平石先明刘留王凯苏昭阳郑胜洁
Owner CHINA RAILWAY SIYUAN SURVEY & DESIGN GRP