CN118154166A - Equipment maintenance method, device, equipment and storage medium - Google Patents

Equipment maintenance method, device, equipment and storage medium Download PDF

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Publication number
CN118154166A
CN118154166A CN202410364519.1A CN202410364519A CN118154166A CN 118154166 A CN118154166 A CN 118154166A CN 202410364519 A CN202410364519 A CN 202410364519A CN 118154166 A CN118154166 A CN 118154166A
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China
Prior art keywords
target
equipment
nuclear power
data
health
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Pending
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CN202410364519.1A
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Chinese (zh)
Inventor
张秉卓
黄翔
范少华
蔡向阳
王珊珊
梁春磊
刘非
李建伟
王翔宇
徐国彬
霍学华
邢照凯
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State Nuclear Electric Power Planning Design and Research Institute Co Ltd
Shandong Nuclear Power Co Ltd
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State Nuclear Electric Power Planning Design and Research Institute Co Ltd
Shandong Nuclear Power Co Ltd
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Application filed by State Nuclear Electric Power Planning Design and Research Institute Co Ltd, Shandong Nuclear Power Co Ltd filed Critical State Nuclear Electric Power Planning Design and Research Institute Co Ltd
Priority to CN202410364519.1A priority Critical patent/CN118154166A/en
Publication of CN118154166A publication Critical patent/CN118154166A/en
Pending legal-status Critical Current

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    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y04INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
    • Y04SSYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
    • Y04S10/00Systems supporting electrical power generation, transmission or distribution
    • Y04S10/50Systems or methods supporting the power network operation or management, involving a certain degree of interaction with the load-side end user applications

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  • Testing And Monitoring For Control Systems (AREA)

Abstract

The invention discloses a device maintenance method, a device and a storage medium, belonging to the technical field of device monitoring, wherein the method comprises the following steps: performing data processing on the equipment image data and the equipment operation measuring point data of the target nuclear power equipment to obtain the equipment operation data of the target nuclear power equipment; analyzing the equipment operation data to obtain a target health grade of target nuclear power equipment; determining a target maintenance scheme corresponding to the target nuclear power equipment according to the target health grade based on the corresponding relation between the health grade and the maintenance scheme; and maintaining the target nuclear power equipment by adopting a target maintenance scheme. The invention unifies the data format of the equipment operation data, is convenient for the follow-up utilization of the equipment operation data to more accurately determine the target health grade of the target nuclear power equipment, and further can generate a more targeted target maintenance scheme according to the target health grade, thereby improving the maintenance quality of the nuclear power equipment in the nuclear power plant and the safety of the nuclear power plant.

Description

Equipment maintenance method, device, equipment and storage medium
Technical Field
The present invention relates to the field of device monitoring technologies, and in particular, to a device maintenance method, a device, and a storage medium.
Background
The health status of the nuclear power plant during operation directly affects the safety of the nuclear power plant. At present, the acquisition of nuclear power equipment operation data in a nuclear power plant is often obtained through manual inspection on-site meter reading.
However, the manual inspection site meter reading can cause non-uniform data format and non-standard content, so that the collected nuclear power equipment operation data are difficult to arrange and utilize. In addition, due to the limitations of personnel capacity, working environment and working mode, the obtained running data of the nuclear power plant are often not comprehensive and accurate enough, the health state of the nuclear power plant can not be accurately determined, the maintenance quality of the nuclear power plant can not be guaranteed, and therefore the safety of the nuclear power plant is reduced.
Disclosure of Invention
The invention provides a device maintenance method, a device and a storage medium, which are used for improving the maintenance quality of nuclear power equipment in a nuclear power plant and improving the safety of the nuclear power plant.
According to an aspect of the present invention, there is provided an apparatus maintenance method, the method comprising:
Performing data processing on the equipment image data and the equipment operation measuring point data of the target nuclear power equipment to obtain the equipment operation data of the target nuclear power equipment;
analyzing the equipment operation data to obtain a target health grade of target nuclear power equipment;
determining a target maintenance scheme corresponding to the target nuclear power equipment according to the target health grade based on the corresponding relation between the health grade and the maintenance scheme;
And maintaining the target nuclear power equipment by adopting a target maintenance scheme.
According to another aspect of the present invention, there is provided an apparatus for maintaining equipment, the apparatus comprising:
the device operation data determining module is used for carrying out data processing on the device image data and the device operation measuring point data of the target nuclear power device to obtain the device operation data of the target nuclear power device;
The target health grade determining module is used for analyzing the equipment operation data to obtain a target health grade of the target nuclear power equipment;
The target maintenance scheme determining module is used for determining a target maintenance scheme corresponding to the target nuclear power equipment according to the target health grade based on the corresponding relation between the health grade and the maintenance scheme;
and the equipment maintenance module is used for maintaining the target nuclear power equipment by adopting a target maintenance scheme.
According to another aspect of the present invention, there is provided an electronic apparatus including:
At least one processor; and
A memory communicatively coupled to the at least one processor; wherein,
The memory stores a computer program executable by the at least one processor to enable the at least one processor to perform the apparatus maintenance method of any one of the embodiments of the present invention.
According to another aspect of the present invention, there is provided a computer readable storage medium storing computer instructions for causing a processor to perform the apparatus maintenance method of any of the embodiments of the present invention.
According to the technical scheme, the equipment image data and the equipment operation measuring point data of the target nuclear power equipment are subjected to data processing to obtain the equipment operation data of the target nuclear power equipment; analyzing the equipment operation data to obtain a target health grade of target nuclear power equipment; determining a target maintenance scheme corresponding to the target nuclear power equipment according to the target health grade based on the corresponding relation between the health grade and the maintenance scheme; and maintaining the target nuclear power equipment by adopting a target maintenance scheme. According to the technical scheme, the equipment image data and the equipment operation measurement point data of the target nuclear power equipment are subjected to data processing to obtain the equipment operation data of the target nuclear power equipment, the data format of the equipment operation data is unified, the target health grade of the target nuclear power equipment can be conveniently and accurately determined by using the equipment operation data, and further a target maintenance scheme with pertinence can be generated according to the target health grade, so that the maintenance quality of the nuclear power equipment in the nuclear power plant is improved, and the safety of the nuclear power plant is improved.
It should be understood that the description in this section is not intended to identify key or critical features of the embodiments of the invention or to delineate the scope of the invention. Other features of the present invention will become apparent from the description that follows.
Drawings
In order to more clearly illustrate the technical solutions of the embodiments of the present invention, the drawings required for the description of the embodiments will be briefly described below, and it is apparent that the drawings in the following description are only some embodiments of the present invention, and other drawings may be obtained according to these drawings without inventive effort for a person skilled in the art.
FIG. 1 is a flow chart of a method of equipment maintenance according to a first embodiment of the present invention;
fig. 2 is a flowchart of a method for maintaining equipment according to a second embodiment of the present invention;
Fig. 3 is a schematic structural view of an apparatus maintenance device according to a third embodiment of the present invention;
fig. 4 is a schematic structural diagram of an electronic device implementing a device maintenance method according to an embodiment of the present invention.
Detailed Description
In order that those skilled in the art will better understand the present invention, a technical solution in the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings in which it is apparent that the described embodiments are only some embodiments of the present invention, not all embodiments. All other embodiments, which can be made by those skilled in the art based on the embodiments of the present invention without making any inventive effort, shall fall within the scope of the present invention.
It should be noted that the terms "target," "candidate," "first," and "second," etc. in the description and claims of the present invention and the above figures are used for distinguishing between similar objects and not necessarily for describing a particular sequential or chronological order. It is to be understood that the data so used may be interchanged where appropriate such that the embodiments of the invention described herein may be implemented in sequences other than those illustrated or otherwise described herein. Furthermore, the terms "comprises," "comprising," and "having," and any variations thereof, are intended to cover a non-exclusive inclusion, such that a process, method, system, article, or apparatus that comprises a list of steps or elements is not necessarily limited to those steps or elements expressly listed but may include other steps or elements not expressly listed or inherent to such process, method, article, or apparatus.
In addition, in the technical scheme of the invention, the corresponding relation between the related health grade and the maintenance scheme, the collection, storage, use, processing, transmission, provision, disclosure and other processes of the equipment image data of the target nuclear power equipment and the like all conform to the regulations of related laws and regulations, and do not violate the popular regulations.
Example 1
Fig. 1 is a flowchart of an apparatus maintenance method according to a first embodiment of the present invention, where the method may be applied to a case of performing equipment monitoring on a nuclear power plant, where the method may be performed by an apparatus maintenance device, and the device may be implemented in a hardware and/or software form, and may be configured in an electronic apparatus. As shown in fig. 1, the method includes:
s101, performing data processing on equipment image data and equipment operation measuring point data of the target nuclear power equipment to obtain the equipment operation data of the target nuclear power equipment.
The target nuclear power equipment refers to nuclear power equipment in a nuclear power plant, for example, the target nuclear power equipment can be a shaft seal pump, and for example, the target nuclear power equipment can be a transformer. The equipment image data refers to data obtained by image acquisition of the target nuclear power equipment through the image acquisition equipment. The equipment operation measuring point data refers to data obtained through a sensor on the target nuclear power equipment based on a data acquisition protocol. Wherein, the data acquisition protocol refers to a communication protocol for data acquisition; alternatively, the data collection protocol may be one of MODBUS (MODBUS protocol), OPC (Object LINKING AND Embedding for Process Control, OPC data collection protocol), and PROFIBUS (process field bus). The equipment operation data refers to data generated when the target nuclear power equipment operates; optionally, the device operational data includes device indication data and device status data. The equipment indication data refer to data displayed by an instrument or an indicator lamp installed on the target nuclear power equipment; alternatively, the device indication data may be at least one of pointer meter indication data, digital meter indication data, indicator light indication data, and oil level gauge indication data. The equipment state data is data for representing the state of the target nuclear power equipment; optionally, the device state data includes, but is not limited to, device door closed state data, device switch state data, device stored energy state data.
Specifically, the device image data of the target nuclear power device can be acquired through the image acquisition device; based on an image recognition model, extracting characteristics of equipment image data of target nuclear power equipment to obtain first operation data; performing data processing on equipment operation measurement point data of the target nuclear power equipment through a data acquisition protocol to obtain second operation data; and carrying out data fusion on the first operation data and the second operation data to obtain the equipment operation data of the target nuclear power equipment. By the aid of the method, the data format of the equipment operation data can be unified, manual inspection on-site meter reading is not needed, the burden of equipment operation and maintenance personnel is reduced, data errors caused by manual inspection on-site meter reading are reduced, and accordingly accuracy of the equipment operation data is improved.
The image acquisition device comprises, but is not limited to, a camera arranged on the mobile robot, a camera arranged at a fixed position and a voiceprint acquisition device. The image recognition model is obtained by training a first pre-constructed neural network model through sample image data pre-marked with image categories.
S102, analyzing the equipment operation data to obtain the target health grade of the target nuclear power equipment.
The target health grade refers to the health grade of target nuclear power equipment.
Specifically, the device operation data may be analyzed based on the device health assessment model to obtain a target health grade of the target nuclear power device. The device health evaluation model is obtained by training a second neural network model which is built in advance through sample device operation data which is marked with device health grades in advance.
S103, determining a target maintenance scheme corresponding to the target nuclear power equipment according to the target health grade based on the corresponding relation between the health grade and the maintenance scheme.
The target maintenance scheme is used for carrying out equipment maintenance on the target nuclear power equipment.
Specifically, based on the correspondence between the health grade and the maintenance scheme, the maintenance scheme corresponding to the target health grade is retrieved from the data table storing the health grade and the maintenance scheme by taking the target health grade as an index condition, and the maintenance scheme is determined as a target maintenance scheme corresponding to the target nuclear power equipment.
S104, maintaining the target nuclear power equipment by adopting a target maintenance scheme.
Specifically, the target maintenance scheme can be sent to equipment operation staff, and the equipment operation staff can conduct targeted maintenance on the target nuclear power equipment based on the target maintenance scheme, so that the maintenance efficiency of the target nuclear power equipment is improved, and the maintenance quality of the target nuclear power equipment is improved.
According to the technical scheme, the equipment image data and the equipment operation measuring point data of the target nuclear power equipment are subjected to data processing to obtain the equipment operation data of the target nuclear power equipment; analyzing the equipment operation data to obtain a target health grade of target nuclear power equipment; determining a target maintenance scheme corresponding to the target nuclear power equipment according to the target health grade based on the corresponding relation between the health grade and the maintenance scheme; and maintaining the target nuclear power equipment by adopting a target maintenance scheme. According to the technical scheme, the equipment image data and the equipment operation measurement point data of the target nuclear power equipment are subjected to data processing to obtain the equipment operation data of the target nuclear power equipment, the data format of the equipment operation data is unified, the target health grade of the target nuclear power equipment can be conveniently and accurately determined by using the equipment operation data, and further a target maintenance scheme with pertinence can be generated according to the target health grade, so that the maintenance quality of the nuclear power equipment in the nuclear power plant is improved, and the safety of the nuclear power plant is improved.
On the basis of the above embodiment, as an alternative manner of the embodiment of the present invention, it is also possible to: and performing visualization processing on at least one of the equipment image data, the equipment operation measuring point data, the equipment operation data and the target maintenance scheme.
Specifically, at least one of the equipment image data, the equipment operation measuring point data, the equipment operation data and the target maintenance scheme can be displayed on the display equipment in a chart form by utilizing the visualization tool, so that relevant staff can know the data related to the target nuclear power equipment more clearly, and the relevant staff can be helped to make decisions.
Example two
Fig. 2 is a flowchart of an equipment maintenance method according to a second embodiment of the present invention, where on the basis of the foregoing embodiment, the "analyzing the equipment operation data to obtain the target health level of the target nuclear power equipment" is further optimized, and an alternative implementation is provided. In the embodiments of the present invention, parts not described in detail may be referred to for related expressions of other embodiments. As shown in fig. 2, the method includes:
s201, performing data processing on the equipment image data and the equipment operation measuring point data of the target nuclear power equipment to obtain the equipment operation data of the target nuclear power equipment.
S202, based on the equipment health evaluation model, evaluating the equipment operation data to obtain the health index value of the target nuclear power equipment.
The device health evaluation model is obtained by training a second neural network model which is built in advance through sample device operation data which is marked with device health grades in advance; optionally, the device health assessment model may include a device status assessment indicator. The health index value refers to an index value for representing the health state of the target nuclear power equipment.
Specifically, based on the equipment state evaluation index in the equipment health evaluation model, the equipment operation data is converted into the health index value of the target nuclear power equipment.
S203, determining a target health index value range to which the health index value belongs.
The target health index value range refers to a health index range to which the health index value belongs.
Specifically, the health index value and at least one preset health index value range can be matched, and the successfully matched preset health index value range is used as the target health index value range to which the health index value belongs. The preset health index value range may be preset according to experience values or actual service requirements of those skilled in the art.
S204, determining the target health grade of the target nuclear power equipment according to the target health index value range based on the corresponding relation between the health index range and the health grade.
Specifically, the health grade corresponding to the target health index range may be extracted from a data table storing the health index range and the health grade based on a correspondence between the health index range and the health grade, with the target health index range as a search condition, and the health grade may be determined as the target health grade of the target nuclear power equipment.
Optionally, after determining the target health grade of the target nuclear power equipment, matching the target health grade with at least one candidate early warning grade to determine the target early warning grade; and generating equipment early warning information according to the target early warning grade.
The candidate early warning level refers to a preset early warning level. It should be noted that different candidate early warning levels are used for representing health conditions of nuclear power equipment in different degrees; alternatively, different candidate alert levels may be characterized by different colors. For example, if there are 4 candidate early warning levels, the 4 candidate early warning levels are 1 level, 2 level, 3 level and 4 level, respectively, and 1 level corresponds to green, 2 level corresponds to white, 3 level corresponds to yellow, and 4 level corresponds to red. The target early warning level refers to a candidate early warning level corresponding to the target health level. The equipment early warning information is information for carrying out early warning on the health condition of the target nuclear power equipment; optionally, the device early warning information includes color information of an early warning indicator lamp, a target health grade of the target nuclear power device, and a target early warning grade corresponding to the target health grade.
For example, if there are 4 candidate early warning levels, the 4 candidate early warning levels are classified into level 1, level 2, level 3 and level 4; respectively matching the target health grade with the 4 candidate early warning grades, and taking the 4 grades as the target early warning grades if the target health grade is matched with the 4 grades; according to the target early warning, equipment early warning information is sent to equipment operation staff through the warning equipment, so that the equipment operation staff is prompted to maintain the target nuclear power equipment as soon as possible, normal operation of the target nuclear power equipment is guaranteed, and accordingly safety of a nuclear power plant is guaranteed.
S205, determining a target maintenance scheme corresponding to the target nuclear power equipment according to the target health grade based on the corresponding relation between the health grade and the maintenance scheme.
S206, maintaining the target nuclear power equipment by adopting a target maintenance scheme.
According to the technical scheme, the equipment image data and the equipment operation measuring point data of the target nuclear power equipment are subjected to data processing to obtain the equipment operation data of the target nuclear power equipment; based on the equipment health evaluation model, evaluating the equipment operation data to obtain a health index value of the target nuclear power equipment; determining a target health index value range to which the health index value belongs; determining a target health grade of the target nuclear power equipment according to the target health index value range based on the corresponding relation between the health index range and the health grade; determining a target maintenance scheme corresponding to the target nuclear power equipment according to the target health grade based on the corresponding relation between the health grade and the maintenance scheme; and maintaining the target nuclear power equipment by adopting a target maintenance scheme. According to the technical scheme, the equipment image data and the equipment operation measurement point data of the target nuclear power equipment are subjected to data processing to obtain the equipment operation data of the target nuclear power equipment, the data format of the equipment operation data is unified, the target health grade of the target nuclear power equipment can be conveniently and accurately determined by using the equipment operation data, and further a target maintenance scheme with pertinence can be generated according to the target health grade, so that the maintenance quality of the nuclear power equipment in the nuclear power plant is improved, and the safety of the nuclear power plant is improved.
Example III
Fig. 3 is a schematic structural diagram of an apparatus maintenance device according to a third embodiment of the present invention, where the embodiment is applicable to a case of performing equipment monitoring on a nuclear power plant, and the apparatus may be implemented in a hardware and/or software manner, and may be configured in an electronic device. As shown in fig. 3, the apparatus includes:
The device operation data determining module 301 is configured to perform data processing on device image data and device operation measurement point data of the target nuclear power device to obtain device operation data of the target nuclear power device;
the target health grade determining module 302 is configured to analyze the device operation data to obtain a target health grade of the target nuclear power device;
the target maintenance scheme determining module 303 is configured to determine a target maintenance scheme corresponding to the target nuclear power equipment according to the target health level based on a correspondence between the health level and the maintenance scheme;
The device maintenance module 304 is configured to maintain the target nuclear power device by adopting a target maintenance scheme.
According to the technical scheme, the equipment image data and the equipment operation measuring point data of the target nuclear power equipment are subjected to data processing to obtain the equipment operation data of the target nuclear power equipment; analyzing the equipment operation data to obtain a target health grade of target nuclear power equipment; determining a target maintenance scheme corresponding to the target nuclear power equipment according to the target health grade based on the corresponding relation between the health grade and the maintenance scheme; and maintaining the target nuclear power equipment by adopting a target maintenance scheme. According to the technical scheme, the equipment image data and the equipment operation measurement point data of the target nuclear power equipment are subjected to data processing to obtain the equipment operation data of the target nuclear power equipment, the data format of the equipment operation data is unified, the target health grade of the target nuclear power equipment can be conveniently and accurately determined by using the equipment operation data, and further a target maintenance scheme with pertinence can be generated according to the target health grade, so that the maintenance quality of the nuclear power equipment in the nuclear power plant is improved, and the safety of the nuclear power plant is improved.
Optionally, the target health level determining module 302 is specifically configured to:
Based on the equipment health evaluation model, evaluating the equipment operation data to obtain a health index value of the target nuclear power equipment;
Determining a target health index value range to which the health index value belongs;
and determining the target health grade of the target nuclear power equipment according to the target health index value range based on the corresponding relation between the health index range and the health grade.
Optionally, the apparatus further comprises:
The device image data acquisition module is used for acquiring device image data of the target nuclear power device through the image acquisition device.
Optionally, the apparatus further comprises:
The target early warning grade determining module is used for matching the target health grade with at least one candidate early warning grade and determining the target early warning grade;
And the equipment early warning information generation module is used for generating equipment early warning information according to the target early warning grade.
Optionally, the device operation data includes device indication data and device status data:
Optionally, the apparatus further comprises:
And the data visualization module is used for performing visualization processing on at least one of equipment image data, equipment operation measuring point data, equipment operation data and a target maintenance scheme.
The equipment maintenance device provided by the embodiment of the invention can execute the equipment maintenance method provided by any embodiment of the invention, and has the corresponding functional modules and beneficial effects of executing the equipment maintenance methods.
Example IV
Fig. 4 shows a schematic diagram of the structure of an electronic device 10 that may be used to implement an embodiment of the invention. Electronic devices are intended to represent various forms of digital computers, such as laptops, desktops, workstations, personal digital assistants, servers, blade servers, mainframes, and other appropriate computers. Electronic equipment may also represent various forms of mobile devices, such as personal digital processing, cellular telephones, smartphones, wearable devices (e.g., helmets, glasses, watches, etc.), and other similar computing devices. The components shown herein, their connections and relationships, and their functions, are meant to be exemplary only, and are not meant to limit implementations of the inventions described and/or claimed herein.
As shown in fig. 4, the electronic device 10 includes at least one processor 11, and a memory, such as a Read Only Memory (ROM) 12, a Random Access Memory (RAM) 13, etc., communicatively connected to the at least one processor 11, in which the memory stores a computer program executable by the at least one processor, and the processor 11 may perform various appropriate actions and processes according to the computer program stored in the Read Only Memory (ROM) 12 or the computer program loaded from the storage unit 18 into the Random Access Memory (RAM) 13. In the RAM13, various programs and data required for the operation of the electronic device 10 may also be stored. The processor 11, the ROM12 and the RAM13 are connected to each other via a bus 14. An input/output (I/O) interface 15 is also connected to bus 14.
Various components in the electronic device 10 are connected to the I/O interface 15, including: an input unit 16 such as a keyboard, a mouse, etc.; an output unit 17 such as various types of displays, speakers, and the like; a storage unit 18 such as a magnetic disk, an optical disk, or the like; and a communication unit 19 such as a network card, modem, wireless communication transceiver, etc. The communication unit 19 allows the electronic device 10 to exchange information/data with other devices via a computer network, such as the internet, and/or various telecommunication networks.
The processor 11 may be a variety of general and/or special purpose processing components having processing and computing capabilities. Some examples of processor 11 include, but are not limited to, a Central Processing Unit (CPU), a Graphics Processing Unit (GPU), various specialized Artificial Intelligence (AI) computing chips, various processors running machine learning model algorithms, digital Signal Processors (DSPs), and any suitable processor, controller, microcontroller, etc. The processor 11 performs the various methods and processes described above, such as the equipment maintenance method.
In some embodiments, the device maintenance method may be implemented as a computer program tangibly embodied on a computer-readable storage medium, such as the storage unit 18. In some embodiments, part or all of the computer program may be loaded and/or installed onto the electronic device 10 via the ROM12 and/or the communication unit 19. When the computer program is loaded into RAM13 and executed by processor 11, one or more steps of the device maintenance method described above may be performed. Alternatively, in other embodiments, the processor 11 may be configured to perform the device maintenance method in any other suitable manner (e.g., by means of firmware).
Various implementations of the systems and techniques described here above may be implemented in digital electronic circuitry, integrated circuit systems, field Programmable Gate Arrays (FPGAs), application Specific Integrated Circuits (ASICs), application Specific Standard Products (ASSPs), systems On Chip (SOCs), load programmable logic devices (CPLDs), computer hardware, firmware, software, and/or combinations thereof. These various embodiments may include: implemented in one or more computer programs, the one or more computer programs may be executed and/or interpreted on a programmable system including at least one programmable processor, which may be a special purpose or general-purpose programmable processor, that may receive data and instructions from, and transmit data and instructions to, a storage system, at least one input device, and at least one output device.
A computer program for carrying out methods of the present invention may be written in any combination of one or more programming languages. These computer programs may be provided to a processor of a general purpose computer, special purpose computer, or other programmable data processing apparatus, such that the computer programs, when executed by the processor, cause the functions/acts specified in the flowchart and/or block diagram block or blocks to be implemented. The computer program may execute entirely on the machine, partly on the machine, as a stand-alone software package, partly on the machine and partly on a remote machine or entirely on the remote machine or server.
In the context of the present invention, a computer-readable storage medium may be a tangible medium that can contain, or store a computer program for use by or in connection with an instruction execution system, apparatus, or device. The computer readable storage medium may include, but is not limited to, an electronic, magnetic, optical, electromagnetic, infrared, or semiconductor system, apparatus, or device, or any suitable combination of the foregoing. Alternatively, the computer readable storage medium may be a machine readable signal medium. More specific examples of a machine-readable storage medium would include an electrical connection based on one or more wires, a portable computer diskette, a hard disk, a Random Access Memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or flash memory), an optical fiber, a portable compact disc read-only memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination of the foregoing.
To provide for interaction with a user, the systems and techniques described here can be implemented on an electronic device having: a display device (e.g., a CRT (cathode ray tube) or LCD (liquid crystal display) monitor) for displaying information to a user; and a keyboard and a pointing device (e.g., a mouse or a trackball) through which a user can provide input to the electronic device. Other kinds of devices may also be used to provide for interaction with a user; for example, feedback provided to the user may be any form of sensory feedback (e.g., visual feedback, auditory feedback, or tactile feedback); and input from the user may be received in any form, including acoustic input, speech input, or tactile input.
The systems and techniques described here can be implemented in a computing system that includes a background component (e.g., as a data server), or that includes a middleware component (e.g., an application server), or that includes a front-end component (e.g., a user computer having a graphical user interface or a web browser through which a user can interact with an implementation of the systems and techniques described here), or any combination of such background, middleware, or front-end components. The components of the system can be interconnected by any form or medium of digital data communication (e.g., a communication network). Examples of communication networks include: local Area Networks (LANs), wide Area Networks (WANs), blockchain networks, and the internet.
The computing system may include clients and servers. The client and server are typically remote from each other and typically interact through a communication network. The relationship of client and server arises by virtue of computer programs running on the respective computers and having a client-server relationship to each other. The server can be a cloud server, also called a cloud computing server or a cloud host, and is a host product in a cloud computing service system, so that the defects of high management difficulty and weak service expansibility in the traditional physical hosts and VPS service are overcome.
It should be appreciated that various forms of the flows shown above may be used to reorder, add, or delete steps. For example, the steps described in the present invention may be performed in parallel, sequentially, or in a different order, so long as the desired results of the technical solution of the present invention are achieved, and the present invention is not limited herein.
The above embodiments do not limit the scope of the present invention. It will be apparent to those skilled in the art that various modifications, combinations, sub-combinations and alternatives are possible, depending on design requirements and other factors. Any modifications, equivalent substitutions and improvements made within the spirit and principles of the present invention should be included in the scope of the present invention.

Claims (10)

1. A method of equipment maintenance, comprising:
Performing data processing on equipment image data and equipment operation measuring point data of the target nuclear power equipment to obtain the equipment operation data of the target nuclear power equipment;
analyzing the equipment operation data to obtain a target health grade of the target nuclear power equipment;
based on the corresponding relation between the health grade and the maintenance scheme, determining a target maintenance scheme corresponding to the target nuclear power equipment according to the target health grade;
And maintaining the target nuclear power equipment by adopting the target maintenance scheme.
2. The method of claim 1, wherein analyzing the device operational data to obtain a target health level of the target nuclear power device comprises:
Based on a device health evaluation model, evaluating the device operation data to obtain a health index value of the target nuclear power device;
determining a target health index value range to which the health index value belongs;
And determining the target health grade of the target nuclear power equipment according to the target health index value range based on the corresponding relation between the health index range and the health grade.
3. The method according to claim 1, wherein the method further comprises:
and acquiring equipment image data of the target nuclear power equipment through an image acquisition equipment.
4. A method according to any one of claims 1-3, characterized in that the method comprises:
Matching the target health grade with at least one candidate early warning grade, and determining a target early warning grade;
and generating equipment early warning information according to the target early warning grade.
5. A method according to any of claims 1-3, wherein the device operational data comprises device indication data and device status data.
6. The method according to claim 1, wherein the method further comprises:
And performing visualization processing on at least one of the equipment image data, the equipment operation measuring point data, the equipment operation data and the target maintenance scheme.
7. An equipment maintenance device, comprising:
The device operation data determining module is used for carrying out data processing on the device image data and the device operation measuring point data of the target nuclear power device to obtain the device operation data of the target nuclear power device;
the target health grade determining module is used for analyzing the equipment operation data to obtain a target health grade of the target nuclear power equipment;
The target maintenance scheme determining module is used for determining a target maintenance scheme corresponding to the target nuclear power equipment according to the target health grade based on the corresponding relation between the health grade and the maintenance scheme;
And the equipment maintenance module is used for maintaining the target nuclear power equipment by adopting the target maintenance scheme.
8. The apparatus of claim 7, wherein the target health level determination module is specifically configured to:
Based on a device health evaluation model, evaluating the device operation data to obtain a health index value of the target nuclear power device;
determining a target health index value range to which the health index value belongs;
And determining the target health grade of the target nuclear power equipment according to the target health index value range based on the corresponding relation between the health index range and the health grade.
9. An electronic device, the electronic device comprising:
At least one processor; and
A memory communicatively coupled to the at least one processor; wherein,
The memory stores a computer program executable by the at least one processor to enable the at least one processor to perform the equipment maintenance method of any one of claims 1-6.
10. A computer readable storage medium storing computer instructions for causing a processor to perform the method of equipment maintenance of any one of claims 1-6.
CN202410364519.1A 2024-03-28 2024-03-28 Equipment maintenance method, device, equipment and storage medium Pending CN118154166A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN202410364519.1A CN118154166A (en) 2024-03-28 2024-03-28 Equipment maintenance method, device, equipment and storage medium

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN202410364519.1A CN118154166A (en) 2024-03-28 2024-03-28 Equipment maintenance method, device, equipment and storage medium

Publications (1)

Publication Number Publication Date
CN118154166A true CN118154166A (en) 2024-06-07

Family

ID=91290601

Family Applications (1)

Application Number Title Priority Date Filing Date
CN202410364519.1A Pending CN118154166A (en) 2024-03-28 2024-03-28 Equipment maintenance method, device, equipment and storage medium

Country Status (1)

Country Link
CN (1) CN118154166A (en)

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