WO2021027728A1 - Rail transit operation and maintenance method, device, system and apparatus, and medium - Google Patents

Rail transit operation and maintenance method, device, system and apparatus, and medium Download PDF

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Publication number
WO2021027728A1
WO2021027728A1 PCT/CN2020/107826 CN2020107826W WO2021027728A1 WO 2021027728 A1 WO2021027728 A1 WO 2021027728A1 CN 2020107826 W CN2020107826 W CN 2020107826W WO 2021027728 A1 WO2021027728 A1 WO 2021027728A1
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Prior art keywords
maintenance
information
rail transit
equipment
transit operation
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PCT/CN2020/107826
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French (fr)
Chinese (zh)
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付瑞林
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比亚迪股份有限公司
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Publication of WO2021027728A1 publication Critical patent/WO2021027728A1/en

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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/20Administration of product repair or maintenance
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B61RAILWAYS
    • B61LGUIDING RAILWAY TRAFFIC; ENSURING THE SAFETY OF RAILWAY TRAFFIC
    • B61L27/00Central railway traffic control systems; Trackside control; Communication systems specially adapted therefor
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0631Resource planning, allocation, distributing or scheduling for enterprises or organisations
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W24/00Supervisory, monitoring or testing arrangements
    • H04W24/04Arrangements for maintaining operational condition

Definitions

  • the present disclosure relates to the field of information technology, and in particular to a rail transit operation and maintenance method, device, system, equipment and medium.
  • the existing rail transit operation and maintenance system does not have the function of real-time monitoring of the operating status of the equipment, and the maintenance methods are mainly planned maintenance and daily inspections, and the maintenance cost is relatively high.
  • the asset management system in the rail transit operation and maintenance system cannot be fully interconnected with the various rail transit operation subsystems, resulting in the existence of data islands, which makes the rail transit operation and maintenance system unable to provide an overall comprehensive operation and maintenance strategy.
  • the embodiments of the present disclosure provide a rail transit operation and maintenance method, device, equipment, and medium, so as to at least to a certain extent solve the data islands, poor operation and maintenance strategies, and maintenance of the prior art when the rail transit is operated and maintained.
  • a rail transit operation and maintenance method including:
  • a rail transit operation and maintenance device including:
  • the acquisition module is used to acquire the operating status information and/or system configuration information of each rail transit operation subsystem
  • the analysis and decision-making module is used to analyze the operation status information and/or the system configuration information to generate an operation and maintenance decision plan for the rail transit operation subsystem;
  • the distribution module is used to distribute the operation and maintenance decision plan to instruct the operation and maintenance personnel who received the operation and maintenance decision plan to perform repair, maintenance or inspection.
  • a rail transit operation and maintenance system comprising: an intelligent maintenance system, a real-time monitoring system, a work order management system, an inventory management system, and an asset management system;
  • the intelligent maintenance system is used to implement the rail transit operation and maintenance method described above;
  • the real-time monitoring system is used to monitor each rail transit operation subsystem
  • the work order management system is used to store and manage work orders
  • the inventory management system is used to manage inventory spare parts
  • the asset management system is used to manage initial asset ledgers and statements.
  • a computer device includes a memory, a processor, and a computer program that is stored in the memory and can run on the processor, and the processor implements the above-mentioned rail transit operation and maintenance method when the processor executes the computer program.
  • a computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the above-mentioned rail transit operation and maintenance method is realized.
  • the embodiment of the present disclosure obtains the operation status information and/or system configuration information of each rail transit operation subsystem; then analyzes the operation status information and/or system configuration information to generate the operation and maintenance of the rail transit operation subsystem Decision-making plan; Finally, the operation and maintenance decision-making plan is distributed to instruct the operation and maintenance personnel who received the operation and maintenance decision-making plan to perform repair, maintenance or inspection.
  • the embodiments of the present disclosure realize real-time monitoring of rail transit based on collecting operating status data, and perform maintenance and maintenance decisions based on operating status data, effectively reducing planned maintenance, improving the rationality and accuracy of operation and maintenance decisions, and reducing Operation and maintenance costs.
  • Figure 1 (a) is a structural diagram of the rail transit operation and maintenance system in an embodiment of the present disclosure
  • Figure 1(b) is a hierarchical diagram of the intelligent maintenance system in an embodiment of the present disclosure
  • Fig. 2 is a flowchart of a rail transit operation and maintenance method in an embodiment of the present disclosure
  • FIG. 3 is a flowchart of classified storage in a rail transit operation and maintenance method in an embodiment of the present disclosure
  • FIG. 4 is a flowchart of visualization processing in a rail transit operation and maintenance method in an embodiment of the present disclosure
  • step S202 is a flowchart of step S202 in the rail transit operation and maintenance method in an embodiment of the present disclosure
  • step S202 is a flowchart of step S202 in the rail transit operation and maintenance method in an embodiment of the present disclosure
  • FIG. 7 is a flowchart of step S202 in the rail transit operation and maintenance method in an embodiment of the present disclosure
  • Fig. 8 is a functional block diagram of a rail transit operation and maintenance device in an embodiment of the present disclosure
  • Fig. 9 is a schematic diagram of a computer device in an embodiment of the present disclosure.
  • the rail transit operation and maintenance method is implemented by an intelligent maintenance system.
  • Figure 1(a) shows a rail transit operation and maintenance system, which includes: an intelligent maintenance system 1, a real-time monitoring system 2, a work order management system 3, an inventory management system 4, and an asset management system 5.
  • the intelligent maintenance system 1 is used to implement the rail transit operation and maintenance method.
  • the real-time monitoring system 2 is used to monitor each rail transit operation subsystem, specifically including displaying system information, operation status information, alarm information, and notifications of each rail transit operation subsystem.
  • the work order management system 3 is used to store and manage work orders, specifically including storage and management of maintenance work orders, maintenance work orders, inspection work orders, and construction work orders.
  • the inventory management system 4 is used to manage the inventory of spare parts, which may specifically include but is not limited to displaying inventory spare parts information, proposing spare parts requirements (such as the issuance of spare parts requirements), and performing spare parts inventory (that is, regular inventory of inventory spare parts, such as daily Inventory, monthly inventory, etc.) etc.
  • the asset management system 5 is used to manage initial asset ledgers and reports, which may specifically include, but is not limited to, managing initial asset ledgers, statistical reports, asset inventory, and process management.
  • Figure 1(b) shows a hierarchical diagram of the intelligent maintenance system.
  • the intelligent maintenance system 1 includes 5 levels from bottom to top, namely, a data source layer, a data collection layer, a data storage layer, a function module layer, and a business application layer.
  • the data in the data source layer refers to the data to be collected and processed, including but not limited to initial asset ledger information, spare parts inventory information, operating status information of each rail transit subsystem, maintenance performance, Inspection feedback information.
  • the data collection layer is responsible for real-time data collection.
  • the data storage layer is responsible for classifying and storing the collected data.
  • the functional module layer is responsible for implementing specific sub-module functions based on classified stored data, and supporting functional realization of specific services upward.
  • the business application layer is responsible for making the real-time monitoring system 2 perform real-time monitoring, the intelligent maintenance system 1 for intelligent maintenance, the work order management system 3 for work order management, and the inventory management system 4 Carry out inventory management, make the asset management system 5 carry out asset management, and provide a visual interface for operation and maintenance personnel.
  • real-time monitoring includes, but is not limited to, managing and viewing equipment assets, displaying real-time equipment operating status and system operating information, displaying notifications and alarms.
  • Intelligent maintenance refers to the use of fault prediction and health management (PHM) technology to process fault alarms, fault predictions, and health assessments by calculating operating status information, combining equipment parameters and equipment principle models, and using fault prediction and health management (PHM) technology. Generate repair, maintenance or inspection decision plans.
  • PPM fault prediction and health management
  • Work order management is an information management system for the execution of operation and maintenance tasks, including but not limited to the management of maintenance work orders, maintenance work orders, and inspection work orders.
  • Inventory management includes but is not limited to displaying inventory spare parts information, proposing spare parts requirements, and performing spare parts inventory.
  • Asset management includes but is not limited to initial asset ledger management, statistical reports, asset inventory, and process management.
  • the rail transit operation and maintenance method provided by the embodiments of the present disclosure first collects data from the rail transit operation subsystem and equipment covered by the operating line through the data collection layer, and then classifies and stores the collected data through the data storage layer, and finally passes the data collection layer.
  • the functional module layer and the business application layer perform visual output and generate operation and maintenance decisions based on the collected data, so as to facilitate the operation and maintenance personnel to view and grasp the true state of the system, reduce planned maintenance, and achieve precise operation and maintenance.
  • the rail transit operation and maintenance method includes:
  • step S201 the operating status information and/or system configuration information of each rail transit operation subsystem is acquired.
  • the embodiment of the present disclosure obtains the operating status information and system configuration information of each rail transit operation subsystem covered by the operating line through the data collection layer, and each rail transit operation subsystem may include multiple devices.
  • the operating status information may include status data automatically reported by the rail transit operation subsystem during operation, and/or status data reported by installing additional sensors, and this information reflects the real-time status of the operating line.
  • the status data reported by the sensor is related to the business of the rail transit operation subsystem, including but not limited to current, voltage, temperature, humidity, speed, pressure, acceleration.
  • the system configuration information refers to the configuration information of the rail transit operation subsystem and its equipment, including but not limited to temporary task information, maintenance plan information, inspection feedback information, equipment parameters, and equipment principle models.
  • Temporary task information refers to temporary and emergency maintenance tasks manually created by operation and maintenance personnel due to special reasons. The special reasons include, but are not limited to, unexpected conditions, special test requirements, and manual decisions.
  • the maintenance plan information refers to the maintenance guidance and method suggestions given by the original equipment manufacturer.
  • Inspection feedback information refers to the feedback result of manual inspection, which is used to supplement the operation status information reported by the rail transit operation subsystem. Through manual inspection, it is possible to feed back the true status information of the rail transit operation subsystem and its equipment itself that cannot be automatically reported and the sensor equipment is not installed.
  • Equipment parameters refer to equipment characteristic parameters provided by original equipment manufacturers for specific equipment, reflecting the upper and lower limits of the equipment.
  • the equipment principle model is a principle model of equipment operation provided by original equipment manufacturers. Based on this model, it is possible to gain in-depth understanding of equipment operation principles and obtain key influence parameters.
  • the rail transit operation subsystem includes but is not limited to an automatic fare collection system, a passenger information system, and a signal system.
  • the intelligent maintenance system and the rail transit operation subsystem can communicate with each other by means of, for example, a preset gateway, system interface, and/or message transfer, so that the intelligent maintenance system is interconnected with each rail transit operation subsystem Intercommunication, real-time collection of data fed back from the rail transit operation subsystem, and obtaining rail transit operating status information, effectively solving the problem of data islands and ensuring the timeliness of operating status information.
  • each rail transit operation subsystem includes multiple devices, and the collected operating status information is large and complex.
  • the embodiments of the present disclosure classify and store the operating status information.
  • Each rail transit operation subsystem sets corresponding system ID information, and each rail transit operation subsystem covers equipment sets corresponding device ID information.
  • the intelligent maintenance system classifies and stores the operation status information according to the received system ID information and device ID information.
  • step S201 obtains the operating status information and/or system configuration information of each rail transit operation subsystem, it further includes:
  • step S301 the system ID information and device ID information corresponding to the operating state information are acquired.
  • the system ID information is an identifier of the rail transit operation subsystem that reports the operation status information, and is used to distinguish different rail transit operation subsystems.
  • the device ID information is the identifier of the device that specifically reports the operating status information under the rail transit operation subsystem, and is used to distinguish different devices under the same rail transit operation subsystem.
  • the intelligent maintenance system collects status data packets from various rail transit operation subsystems through preset gateways, calling system interfaces, etc., it further analyzes the status data packets to obtain real-time operating status information and its corresponding System ID information and device ID information of the device.
  • step S302 the operating state information is stored in a storage sub-area in the database, where the storage sub-area is determined by the system ID information and device ID information.
  • the embodiment of the present disclosure divides the database according to each rail transit operation subsystem and the equipment below it in advance.
  • Each rail transit operation subsystem corresponds to a storage area in the database.
  • the storage area is based on the system ID corresponding to the rail transit operation subsystem.
  • Information naming; the storage area corresponding to the rail transit operation subsystem is divided into multiple storage sub-areas according to the devices under the rail transit operation subsystem, and the storage sub-areas are named after the device ID information of the device.
  • the storage area corresponding to the signal system is named 123456 and the system ID information corresponding to the signal system is 123456.
  • the signal system includes speed sensors, direction sensors and other devices.
  • the storage sub-area corresponding to the speed sensor is named device ID information sd
  • the storage sub-area corresponding to the direction sensor is named device ID information fx.
  • step S201 obtains the operating status information and/or system configuration information of each rail transit operation subsystem, it further includes:
  • step S401 the system ID information and the device ID information are acquired according to the query instruction, and the operating status information corresponding to the system ID information and the device ID information is acquired from the database.
  • operation and maintenance personnel can view specific aspects of the status information on rail transit, such as the operating speed of trains, by entering query instructions, for example.
  • the intelligent maintenance system retrieves system ID information and device ID information according to the query instruction, and then queries the database according to the system ID information and device ID information to obtain corresponding operating status information.
  • the intelligent maintenance system queries the storage area corresponding to the information system according to the system ID information 123456, and then queries the storage sub-area in the storage area according to the device ID information sd, and reads the storage From the data in the sub-area, get the running speed of the train.
  • step S402 visual processing is performed on the operating state information, and the visualized operating state information is displayed.
  • the embodiments of the present disclosure use computer graphics and image processing technology to convert the operating status information into graphics or images and display them on the screen to achieve real-time monitoring, which greatly facilitates the operation and maintenance personnel to view and grasp the truth of the operating line status.
  • step S202 the operation status information and/or system configuration information is analyzed to generate an operation and maintenance decision plan of the rail transit operation subsystem.
  • the operation status information reflects the current real operation information of each rail transit operation subsystem. It is the first-hand data to grasp the operation status of rail transit. It is objective and true. It has a high level of operational and maintenance decisions based on the operation status information. Scientific rigor improves the feasibility of decision-making, avoids subjective misjudgment by operators, and reduces the cost and waste caused by excessive maintenance.
  • the embodiments of the present disclosure analyze the operating status information and/or system configuration information, including analysis of real-time status, analysis of health assessment information, analysis of failure prediction information, analysis of temporary maintenance information, and maintenance plan
  • the analysis of each aspect may generate at least one of maintenance work orders, maintenance work orders, and inspection work orders.
  • the maintenance work order refers to the work document that needs to be repaired when the equipment fails
  • the maintenance work order refers to the work document that needs maintenance for the equipment to perform poorly
  • the inspection work order refers to the work document that the equipment needs to be inspected.
  • the step S202 includes:
  • step S501 real-time status analysis is performed on the operating status information.
  • real-time status analysis refers to data analysis performed with only running status information as the analysis object.
  • the embodiments of the present disclosure perform real-time status analysis on the running status data reported at each moment, including judging fault information, calculating reporting frequency, and monitoring fluctuations. Rules to analyze and locate possible problems and corresponding problem equipment.
  • step S502 if the operating status information includes fault status information, a maintenance work order corresponding to the problem equipment is generated.
  • step S503 if the running status value reported multiple times within the specified time range of the same information item in the running status information is close to the upper threshold or the lower threshold, a maintenance work order corresponding to the problem equipment is generated, where the close to the upper threshold is Means that the difference between the reported running state value and the upper threshold is less than or equal to the approach threshold. Near the lower threshold means that the difference between the reported running state value and the lower threshold is less than or equal to the approach threshold.
  • each information item corresponds to a pair of upper threshold and lower threshold.
  • the operating status information includes N information items, there can be N pairs of upper threshold and lower threshold.
  • the upper threshold and lower threshold are used to determine whether the corresponding information item There is a problem.
  • step S504 if the operating status information exhibits irregular fluctuations, a patrol work order corresponding to the problem device is generated.
  • the content contained in the operating status information intuitively reflects the status of the rail transit operation subsystem and equipment. If the operating status information includes fault status information, it indicates that the equipment corresponding to the fault status information has failed, and a maintenance work order corresponding to the faulty equipment is generated.
  • the running status value of some information items in the running status information has a corresponding floating range.
  • a dangerous situation will occur; when the running status When the value is close to the upper threshold or lower threshold for many times, it indicates that the device is currently prone to dangerous situations.
  • the embodiments of the present disclosure screen out potentially dangerous equipment by monitoring whether the running state value reported multiple times by the same information item is close to the upper threshold or the lower threshold.
  • the approach threshold by setting the approach threshold, the difference between the operating state value reported by the same information item at different times and the upper threshold or lower threshold is calculated, and if the difference is less than or equal to the approach threshold multiple times, then It is considered that the running status value of the information item reported multiple times within the specified time range is close to the upper threshold or the lower threshold, and a maintenance work order corresponding to the problem equipment is generated.
  • the fluctuation rule of the operating status information is also stable or fluctuates within a specified range. If the operating status information at a certain moment fluctuates irregularly, it indicates that the equipment in the rail transit operation subsystem will have operational problems, and the equipment in the rail transit operation subsystem needs to be inspected. In the embodiments of the present disclosure, by monitoring the fluctuation rules of the operating status information, the problem devices exhibiting irregular fluctuations are screened, and the inspection work order corresponding to the problem device is generated.
  • the real-time status analysis may further include:
  • the reporting frequency of the operating status information is less than the lower frequency threshold or greater than the upper frequency threshold, a maintenance work order corresponding to the problem equipment is generated.
  • the reporting frequency is the difference between the current reporting time of the running status data and the previous reporting time.
  • the reporting frequency of the operating status information of the rail transit operating subsystem and its equipment is stable or fluctuates within a specified range. If the reporting frequency of the operating status information is too slow or too fast, it indicates that the equipment in the rail transit operation subsystem is about to fail, and timely maintenance of the equipment in the rail transit operation subsystem is required. Therefore, the embodiments of the present disclosure filter out potentially problematic devices by setting a lower limit frequency threshold and an upper limit frequency threshold. When the reporting frequency of the operating status information is less than the lower frequency threshold or greater than the upper frequency threshold, a maintenance work order corresponding to the problem equipment is generated.
  • the above real-time status analysis of the operating status data realizes the status repair of the equipment in the rail transit operation subsystem, effectively avoids planned repairs, and helps reduce operation and maintenance costs.
  • the step S202 includes:
  • step S601 the health status assessment is performed on the current operating state information and system configuration information to obtain the health value corresponding to the equipment in the rail transit operation subsystem.
  • the system configuration information includes equipment parameters and equipment principle models.
  • Health assessment analysis refers to the evaluation of the health value of the equipment in the rail transit operation subsystem based on the degradation model, combined with historical data, equipment parameters, equipment principle models and current operating status information, to obtain a health value about the equipment.
  • step S602 if the health value is less than the first expected health threshold, a maintenance work order for the equipment corresponding to the health value is generated, and if the health value is greater than the first expected health threshold and less than the second expected health threshold, then Generate an inspection work order for the equipment corresponding to the health value.
  • the health value reflects the operating state of the equipment in the rail transit operation subsystem. When the health value is high, the operating state of the equipment is good, and when the health value is low, the operating state of the equipment is poor.
  • the embodiment of the present disclosure sets a first expected health threshold and a second expected health threshold, where the first expected health threshold is smaller than the shown second expected health threshold.
  • the first expected health threshold is used to determine whether the equipment is about to fail, and is a criterion for determining whether a maintenance work order is generated.
  • the second expected health threshold is used to determine whether the equipment has operating problems, and is a criterion for determining whether to generate an inspection work order.
  • the health value is compared with the first expected health threshold and the second expected health threshold, and if the health value is less than the first expected health threshold, a maintenance work order is generated, and if the health value is greater than the first expected health threshold If the health threshold is less than the second expected health threshold, an inspection work order is generated.
  • the step S202 includes:
  • step S701 the prediction model is used to perform fault prediction on the current running state information and system configuration information, and the failure probability corresponding to the equipment in the rail transit operation subsystem within the preset time range from the current moment is obtained.
  • the system configuration information includes equipment parameters and equipment principle models.
  • Failure prediction analysis refers to the use of predictive model algorithms, combined with historical failure data, equipment parameters, equipment principle models, and current operating status information to predict the probability of equipment failure in the rail transit operation subsystem, and obtain the rail transit operation subsystem The probability that the device will fail within the next preset time frame.
  • the prediction model algorithm includes, but is not limited to, logistic regression algorithm, arima algorithm based on time series, and recurrent neural network algorithm.
  • step S702 if the failure probability is greater than or equal to the failure probability threshold, a maintenance work order for the equipment corresponding to the failure probability is generated.
  • the failure probability reflects the probability of failure of the equipment in the rail transit operation subsystem. When the failure probability is high, the equipment in the rail transit operation subsystem is prone to failure. When the failure probability is low, the rail transit operation subsystem The equipment in is not prone to failure.
  • the embodiment of the present disclosure sets a failure probability threshold, which is used to determine whether the equipment in the rail transit operation subsystem is about to fail, as a criterion for determining whether to generate a maintenance work order. The failure probability is compared with the failure probability threshold, and if the failure probability is greater than or equal to the failure probability threshold, a maintenance work order for the equipment corresponding to the failure probability is generated.
  • the system configuration information may also include temporary maintenance information, and the temporary maintenance information refers to a maintenance task of a specified device manually created by an operation and maintenance personnel.
  • the intelligent maintenance system When performing temporary maintenance analysis and decision-making, the intelligent maintenance system generates maintenance work orders based on maintenance tasks created by operation and maintenance personnel.
  • the step S202 further includes: generating a maintenance work order according to the temporary maintenance information in the system configuration information.
  • the system configuration information may also include maintenance plan information, and the maintenance plan information refers to the maintenance tasks of the specified equipment in the preset maintenance plan content.
  • the intelligent maintenance system When performing maintenance plan analysis and decision-making, the intelligent maintenance system generates a maintenance work order according to the maintenance plan.
  • the step S202 further includes: generating a maintenance work order according to the maintenance plan information in the system configuration information.
  • the system configuration information may also include inspection feedback information.
  • the patrol inspection feedback information refers to the feedback result of manual patrol inspection, including the actual status information of the equipment in the rail transit operation subsystem that cannot automatically report and the equipment without additional sensors.
  • the intelligent maintenance system combines the equipment model to generate a corresponding maintenance work order or maintenance work order.
  • the step S202 further includes:
  • a maintenance work order and/or maintenance work order is generated according to the inspection feedback information, equipment parameters, and equipment principle model in the system configuration information.
  • equipment parameters refer to equipment characteristic parameters provided by original equipment manufacturers for specific equipment, reflecting the upper and lower limits of equipment.
  • the equipment principle model is a principle model of equipment operation provided by original equipment manufacturers. Based on this model, it is possible to gain in-depth understanding of equipment operation principles and obtain key influence parameters.
  • the embodiments of the present disclosure obtain key influencing parameters according to the inspection feedback information and equipment principle model in the system configuration information, and then compare the key influencing parameters with the equipment parameters, and screen out the problematic equipment according to the comparison results , Generate repair work orders and/or maintenance work orders for problem equipment.
  • the embodiments of the present disclosure make operation and maintenance decisions based on operating status information and system configuration information, which has high scientific rigor, improves the feasibility of decision-making, and effectively reduces the dependence on traditional planned maintenance. It also reduces the cost and waste caused by excessive maintenance.
  • step S203 the operation and maintenance decision plan is distributed to instruct the operation and maintenance personnel who received the operation and maintenance decision plan to perform repair, maintenance or inspection.
  • the above-mentioned operation and maintenance decision-making plan generated through real-time status analysis, health assessment analysis, failure prediction analysis, temporary maintenance analysis, maintenance plan analysis, and inspection result analysis will be sent to the corresponding operation and maintenance personnel, and the operation and maintenance personnel will be based on the operation and maintenance
  • the maintenance decision plan implements repair, maintenance or inspection work.
  • the embodiments of the present disclosure obtain operation status information and/or system configuration information of each rail transit operation subsystem; then analyze the operation status information and/or system configuration information to generate an operation and maintenance decision plan for the operation line; and finally The operation and maintenance decision plan is sent to the operation and maintenance personnel, so that the operation and maintenance personnel perform repair or maintenance according to the operation and maintenance decision plan.
  • the embodiments of the present disclosure realize real-time monitoring of operating lines based on collecting operating status data, and perform maintenance and maintenance decisions based on operating status data, which effectively reduces planned maintenance, improves the rationality and accuracy of operation and maintenance decisions, and reduces Operation and maintenance costs.
  • a rail transit operation and maintenance device is provided, and the rail transit operation and maintenance device corresponds to the rail transit operation and maintenance method in the foregoing embodiment one-to-one.
  • the rail transit operation and maintenance device includes an acquisition module 81, an analysis and decision module 82, and a distribution module 83.
  • the detailed description of each functional module is as follows:
  • the obtaining module 81 is used to obtain operating status information and/or system configuration information of each rail transit operation subsystem;
  • the analysis and decision module 82 is used to analyze the operation status information and/or system configuration information to generate an operation and maintenance decision plan for the rail transit operation subsystem;
  • the distribution module 83 is configured to distribute the operation and maintenance decision-making plan to instruct the operation and maintenance personnel who have received the operation and maintenance decision-making plan to perform repair, maintenance or inspection.
  • the analysis and decision module 83 includes:
  • the real-time status analysis unit is used to generate a maintenance work order corresponding to the problem equipment when the operating status information includes fault status information; the operating status value of the same information item reported multiple times within a specified time range in the operating status information
  • a maintenance work order corresponding to the problem equipment is generated.
  • the close to the upper threshold means that the difference between the reported operating state value and the upper threshold is less than or equal to the close threshold, and the close to the lower threshold means the reported The difference between the operating state value and the lower threshold is less than or equal to the approaching threshold; when the operating state information presents irregular fluctuations, an inspection work order corresponding to the problem equipment is generated.
  • the analysis and decision module 83 includes:
  • the health evaluation unit is configured to perform health evaluation on the current operating state information and system configuration information to obtain the health value corresponding to the equipment in the rail transit operation subsystem;
  • the work order generation unit is configured to generate a maintenance work order for the equipment corresponding to the health value when the health value is less than a first expected health threshold value, and when the health value is greater than the first expected health threshold value and less than the second expected health value When the health threshold is used, an inspection work order of the equipment corresponding to the health value is generated.
  • the analysis and decision module 83 includes:
  • the fault prediction unit is configured to use the prediction model to perform fault prediction on the current operating state information and system configuration information, and obtain the failure probability corresponding to the equipment in the rail transit operation subsystem within the preset time range from the current time;
  • the work order generation unit is further configured to generate a maintenance work order for the equipment corresponding to the failure probability when the failure probability is greater than or equal to the failure probability threshold.
  • the analysis and decision module 83 is also used to:
  • a maintenance work order and/or maintenance work order is generated according to the inspection feedback information, equipment parameters, and equipment principle model in the system configuration information.
  • the device further includes:
  • the ID acquisition module is used to acquire system ID information and device ID information corresponding to the operating status information
  • the classification storage module is used to store the operating status information in a storage sub-area determined by the system ID information and the device ID information in the database.
  • the device further includes:
  • the status information acquisition module is configured to acquire system ID information and device ID information according to the query instruction, and acquire the operating status information corresponding to the system ID information and device ID information from the database;
  • the visualization module is used to perform visualization processing on the running state information and display the running state information after the visualization processing.
  • Each module in the above-mentioned rail transit operation and maintenance device can be implemented in whole or in part by software, hardware, and a combination thereof.
  • the foregoing modules may be embedded in the form of hardware or independent of the processor in the computer device, or may be stored in the memory of the computer device in the form of software, so that the processor can call and execute the operations corresponding to the foregoing modules.
  • a computer device is provided.
  • the computer device may be a server, and its internal structure diagram may be as shown in FIG. 9.
  • the computer equipment includes a processor, a memory, a network interface and a database connected through a system bus.
  • the processor of the computer device is used to provide calculation and control capabilities.
  • the memory of the computer device includes a non-volatile storage medium and an internal memory.
  • the non-volatile storage medium stores an operating system, a computer program, and a database.
  • the internal memory provides an environment for the operation of the operating system and computer programs in the non-volatile storage medium.
  • the network interface of the computer device is used to communicate with an external terminal through a network connection.
  • the computer program is executed by the processor to realize a rail transit operation and maintenance method.
  • a computer device including a memory, a processor, and a computer program stored in the memory and capable of running on the processor, and the processor implements the following steps when the processor executes the computer program:
  • a computer-readable storage medium on which a computer program is stored, and when the computer program is executed by a processor, the following steps are implemented:
  • first and second are only used for descriptive purposes, and cannot be understood as indicating or implying relative importance or implicitly indicating the number of indicated technical features. Thus, the features defined with “first” and “second” may explicitly or implicitly include one or more of these features. Further, in the description of the present disclosure, unless otherwise specified, “plurality” means two or more.

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Abstract

A rail transit operation and maintenance method, device and apparatus, and a medium, relating to the field of information technologies. Said method comprises: acquiring operation state information and/or system configuration information of all rail transit operation subsystems; analyzing the operation state information and/or system configuration information, and generating operation and maintenance decision schemes of the rail transit operation subsystems; and distributing the operation and maintenance decision schemes, so as to instruct operation and maintenance personnel receiving the operation and maintenance decision schemes to perform maintenance, service or inspection.

Description

轨道交通运维方法、装置、系统、设备及介质Rail transit operation and maintenance methods, devices, systems, equipment and media
相关申请的交叉引用Cross references to related applications
本公开要求于2019年08月09日提交的申请号为201910736419.6,名称为“轨道交通运维方法、装置、系统、设备及介质”的中国专利申请的优先权,其全部内容通过引用结合在本公开中。This disclosure claims the priority of the Chinese patent application filed on August 9, 2019 with the application number 201910736419.6, titled "Rail Transit Operation and Maintenance Methods, Devices, Systems, Equipment, and Media", the entire contents of which are incorporated herein by reference Open.
技术领域Technical field
本公开涉及信息技术领域,尤其涉及一种轨道交通运维方法、装置、系统、设备及介质。The present disclosure relates to the field of information technology, and in particular to a rail transit operation and maintenance method, device, system, equipment and medium.
背景技术Background technique
现有的轨道交通运维体系,不具备对设备运行状态的实时监控功能,且维修方式以计划维修、日常巡检为主,维修成本较高。同时,轨道交通运维体系中的资产管理系统,不能与各轨道交通运营子系统全面互联互通,造成数据孤岛的存在,从而导致轨道交通运维体系无法提供整体全面的运维策略。The existing rail transit operation and maintenance system does not have the function of real-time monitoring of the operating status of the equipment, and the maintenance methods are mainly planned maintenance and daily inspections, and the maintenance cost is relatively high. At the same time, the asset management system in the rail transit operation and maintenance system cannot be fully interconnected with the various rail transit operation subsystems, resulting in the existence of data islands, which makes the rail transit operation and maintenance system unable to provide an overall comprehensive operation and maintenance strategy.
公开内容Public content
本公开实施例提供了一种轨道交通运维方法、装置、设备及介质,以至少在一定程度上解决现有技术在对轨道交通进行运维时存在的数据孤岛、运维策略欠佳、维修成本高的问题之一。The embodiments of the present disclosure provide a rail transit operation and maintenance method, device, equipment, and medium, so as to at least to a certain extent solve the data islands, poor operation and maintenance strategies, and maintenance of the prior art when the rail transit is operated and maintained. One of the problems of high cost.
一种轨道交通运维方法,包括:A rail transit operation and maintenance method, including:
获取各个轨道交通运营子系统的运行状态信息和/或系统配置信息;Obtain the operating status information and/or system configuration information of each rail transit operation subsystem;
对所述运行状态信息和/或所述系统配置信息进行分析,生成所述轨道交通运营子系统的运维决策方案;Analyzing the operating status information and/or the system configuration information to generate an operation and maintenance decision plan of the rail transit operation subsystem;
对所述运维决策方案执行分发,以指示接收到所述运维决策方案的运维人员执行维修、保养或巡检。Distribute the operation and maintenance decision plan to instruct the operation and maintenance personnel who received the operation and maintenance decision plan to perform repair, maintenance or inspection.
一种轨道交通运维装置,包括:A rail transit operation and maintenance device, including:
获取模块,用于获取各个轨道交通运营子系统的运行状态信息和/或系统配置信息;The acquisition module is used to acquire the operating status information and/or system configuration information of each rail transit operation subsystem;
分析决策模块,用于对所述运行状态信息和/或所述系统配置信息进行分析,生成所述轨道交通运营子系统的运维决策方案;The analysis and decision-making module is used to analyze the operation status information and/or the system configuration information to generate an operation and maintenance decision plan for the rail transit operation subsystem;
分发模块,用于对所述运维决策方案执行分发,以指示接收到所述运维决策方案的运维人员执行维修、保养或巡检。The distribution module is used to distribute the operation and maintenance decision plan to instruct the operation and maintenance personnel who received the operation and maintenance decision plan to perform repair, maintenance or inspection.
一种轨道交通运维系统,所述系统包括:智能维保系统、实时监视系统、工单管理系统、库存管理系统以及资产管理系统;A rail transit operation and maintenance system, the system comprising: an intelligent maintenance system, a real-time monitoring system, a work order management system, an inventory management system, and an asset management system;
所述智能维保系统,用于实现如上所述的轨道交通运维方法;The intelligent maintenance system is used to implement the rail transit operation and maintenance method described above;
所述实时监视系统,用于对各个轨道交通运营子系统进行监控;The real-time monitoring system is used to monitor each rail transit operation subsystem;
所述工单管理系统,用于对工单进行存储、管理;The work order management system is used to store and manage work orders;
所述库存管理系统,用于对库存备件进行管理;The inventory management system is used to manage inventory spare parts;
所述资产管理系统,用于对初始资产台账、报表进行管理。The asset management system is used to manage initial asset ledgers and statements.
一种计算机设备,包括存储器、处理器以及存储在所述存储器中并可在所述处理器上运行的计算机程序,所述处理器执行所述计算机程序时实现上述轨道交通运维方法。A computer device includes a memory, a processor, and a computer program that is stored in the memory and can run on the processor, and the processor implements the above-mentioned rail transit operation and maintenance method when the processor executes the computer program.
一种计算机可读存储介质,所述计算机可读存储介质存储有计算机程序,所述计算机程序被处理器执行时实现上述轨道交通运维方法。A computer-readable storage medium, the computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the above-mentioned rail transit operation and maintenance method is realized.
本公开实施例通过获取各个轨道交通运营子系统的运行状态信息和/或系统配置信息;然后对所述运行状态信息和/或系统配置信息进行分析,生成所述轨道交通运营子系统的运维决策方案;最后对所述运维决策方案执行分发,以指示接收到所述运维决策方案的运维人员执行维修、保养或巡检。本公开实施例基于采集运行状态数据,实现对轨道交通的实时监控,并基于运行状态数据进行维护和保养决策,有效地减少了计划维修,提高了运维决策的合理性和准确性,降低了运维成本。The embodiment of the present disclosure obtains the operation status information and/or system configuration information of each rail transit operation subsystem; then analyzes the operation status information and/or system configuration information to generate the operation and maintenance of the rail transit operation subsystem Decision-making plan; Finally, the operation and maintenance decision-making plan is distributed to instruct the operation and maintenance personnel who received the operation and maintenance decision-making plan to perform repair, maintenance or inspection. The embodiments of the present disclosure realize real-time monitoring of rail transit based on collecting operating status data, and perform maintenance and maintenance decisions based on operating status data, effectively reducing planned maintenance, improving the rationality and accuracy of operation and maintenance decisions, and reducing Operation and maintenance costs.
本公开的附加方面和优点将在下面的描述中部分给出,部分将从下面的描述中变得明显,或通过本公开的实践了解到。The additional aspects and advantages of the present disclosure will be partially given in the following description, and some will become obvious from the following description, or be understood through the practice of the present disclosure.
附图说明Description of the drawings
为了更清楚地说明本公开实施例的技术方案,下面将对本公开实施例的描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本公开的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动性的前提下,还可以根据这些附图获得其他的附图。In order to explain the technical solutions of the embodiments of the present disclosure more clearly, the following will briefly introduce the drawings that need to be used in the description of the embodiments of the present disclosure. Obviously, the drawings in the following description are only some embodiments of the present disclosure. For those of ordinary skill in the art, other drawings can be obtained based on these drawings without creative labor.
图1(a)是本公开一实施例中轨道交通运维系统的组成结构图;Figure 1 (a) is a structural diagram of the rail transit operation and maintenance system in an embodiment of the present disclosure;
图1(b)是本公开一实施例中智能维保系统的层次图;Figure 1(b) is a hierarchical diagram of the intelligent maintenance system in an embodiment of the present disclosure;
图2是本公开一实施例中轨道交通运维方法的一流程图;Fig. 2 is a flowchart of a rail transit operation and maintenance method in an embodiment of the present disclosure;
图3是本公开一实施例中轨道交通运维方法中分类存储的一流程图;3 is a flowchart of classified storage in a rail transit operation and maintenance method in an embodiment of the present disclosure;
图4是本公开一实施例中轨道交通运维方法中可视化处理的一流程图;4 is a flowchart of visualization processing in a rail transit operation and maintenance method in an embodiment of the present disclosure;
图5是本公开一实施例中轨道交通运维方法中步骤S202的一流程图;5 is a flowchart of step S202 in the rail transit operation and maintenance method in an embodiment of the present disclosure;
图6是本公开一实施例中轨道交通运维方法中步骤S202的一流程图;6 is a flowchart of step S202 in the rail transit operation and maintenance method in an embodiment of the present disclosure;
图7是本公开一实施例中轨道交通运维方法中步骤S202的一流程图;FIG. 7 is a flowchart of step S202 in the rail transit operation and maintenance method in an embodiment of the present disclosure;
图8是本公开一实施例中轨道交通运维装置的一原理框图;Fig. 8 is a functional block diagram of a rail transit operation and maintenance device in an embodiment of the present disclosure;
图9是本公开一实施例中计算机设备的一示意图。Fig. 9 is a schematic diagram of a computer device in an embodiment of the present disclosure.
具体实施方式detailed description
下面详细描述本公开的实施例,所述实施例的示例在附图中示出,其中自始至终相同或类似的标号表示相同或类似的元件或具有相同或类似功能的元件。下面通过参考附图描述的实施例是示例性的,仅用于解释本公开,而不能理解为对本公开的限制。The embodiments of the present disclosure will be described in detail below. Examples of the embodiments are shown in the accompanying drawings, in which the same or similar reference numerals indicate the same or similar elements or elements with the same or similar functions. The embodiments described below with reference to the accompanying drawings are exemplary, and are only used to explain the present disclosure, and cannot be understood as a limitation to the present disclosure.
下面将结合本公开实施例中的附图,对本公开实施例中的技术方案进行清楚、完整地描 述,显然,所描述的实施例是本公开一部分实施例,而不是全部的实施例。基于本公开中的实施例,本领域普通技术人员在没有作出创造性劳动前提下所获得的所有其他实施例,都属于本公开保护的范围。The technical solutions in the embodiments of the present disclosure will be described clearly and completely in conjunction with the accompanying drawings in the embodiments of the present disclosure. Obviously, the described embodiments are part of the embodiments of the present disclosure, rather than all of them. Based on the embodiments in the present disclosure, all other embodiments obtained by those of ordinary skill in the art without creative work shall fall within the protection scope of the present disclosure.
以下对本实施例提供的轨道交通运维方法进行详细的描述。在本实施例中,所述轨道交通运维方法由智能维保系统实现。The following describes in detail the rail transit operation and maintenance method provided in this embodiment. In this embodiment, the rail transit operation and maintenance method is implemented by an intelligent maintenance system.
图1(a)示出了一种轨道交通运维系统,所述系统包括:智能维保系统1、实时监视系统2、工单管理系统3、库存管理系统4以及资产管理系统5。所述智能维保系统1,用于实现所述的轨道交通运维方法。所述实时监视系统2,用于对各个轨道交通运营子系统进行监控,具体包括展示各个轨道交通运营子系统的系统信息、运行状态信息、告警信息以及通知。所述工单管理系统3,用于对工单进行存储、管理,具体包括存储、管理维修工单、保养工单、巡检工单以及施工工单。Figure 1(a) shows a rail transit operation and maintenance system, which includes: an intelligent maintenance system 1, a real-time monitoring system 2, a work order management system 3, an inventory management system 4, and an asset management system 5. The intelligent maintenance system 1 is used to implement the rail transit operation and maintenance method. The real-time monitoring system 2 is used to monitor each rail transit operation subsystem, specifically including displaying system information, operation status information, alarm information, and notifications of each rail transit operation subsystem. The work order management system 3 is used to store and manage work orders, specifically including storage and management of maintenance work orders, maintenance work orders, inspection work orders, and construction work orders.
所述库存管理系统4,用于对库存备件进行管理,具体可包括但不限于展示库存备件信息,提出备件需求(如发放备件需求),执行备件盘点(即对库存备件进行定期盘点,如日盘点、月盘点等)等。The inventory management system 4 is used to manage the inventory of spare parts, which may specifically include but is not limited to displaying inventory spare parts information, proposing spare parts requirements (such as the issuance of spare parts requirements), and performing spare parts inventory (that is, regular inventory of inventory spare parts, such as daily Inventory, monthly inventory, etc.) etc.
所述资产管理系统5,用于对初始资产台账、报表进行管理,具体可包括但不限于管理初始资产台账、统计报表、资产盘点、过程管理。The asset management system 5 is used to manage initial asset ledgers and reports, which may specifically include, but is not limited to, managing initial asset ledgers, statistical reports, asset inventory, and process management.
图1(b)示出了所述智能维保系统的层次图。如图1(b)所示,所述智能维保系统1从下至上包括5个层次,分别为数据来源层、数据采集层、数据存储层、功能模块层、业务应用层。其中,所述数据来源层中的数据是指待采集和待处理的数据,包括但不限于初始资产台账信息、备件盘点信息、各轨道交通子系统的运行状态信息、维修保养的执行情况、巡检反馈信息。所述数据采集层负责进行数据实时采集。所述数据存储层负责对采集的数据进行分类存储。所述功能模块层负责基于分类存储的数据实现具体的子模块功能,向上支持具体业务的功能实现。所述业务应用层负责根据轨道交通的运维业务需求,使实时监视系统2进行实时监视、使智能维保系统1进行智能维保,使工单管理系统3进行工单管理,使库存管理系统4进行库存管理,使资产管理系统5进行资产管理,同时为运维人员提供可视化接口。其中,实时监视包括但不限于管理及查看设备资产、展示实时设备运行状态及系统运行信息、显示通知及告警。智能维保是指通过对运行状态信息进行计算,并结合设备参数、设备原理模型,采用故障预测与健康管理(Prognostic and Health Management,简称PHM)技术进行故障告警、故障预测、健康评估的处理,生成维修、保养或者巡检决策方案。工单管理是运维任务执行的信息管理系统,包括但不限于对维修工单、保养工单、巡检工单的管理。库存管理包括但不限于展示库存备件信息、提出备件需求、执行备件盘点。资产管理包括但不限于初始资产台账管理、统计报表、资产盘点、过程管理。Figure 1(b) shows a hierarchical diagram of the intelligent maintenance system. As shown in Figure 1(b), the intelligent maintenance system 1 includes 5 levels from bottom to top, namely, a data source layer, a data collection layer, a data storage layer, a function module layer, and a business application layer. Among them, the data in the data source layer refers to the data to be collected and processed, including but not limited to initial asset ledger information, spare parts inventory information, operating status information of each rail transit subsystem, maintenance performance, Inspection feedback information. The data collection layer is responsible for real-time data collection. The data storage layer is responsible for classifying and storing the collected data. The functional module layer is responsible for implementing specific sub-module functions based on classified stored data, and supporting functional realization of specific services upward. The business application layer is responsible for making the real-time monitoring system 2 perform real-time monitoring, the intelligent maintenance system 1 for intelligent maintenance, the work order management system 3 for work order management, and the inventory management system 4 Carry out inventory management, make the asset management system 5 carry out asset management, and provide a visual interface for operation and maintenance personnel. Among them, real-time monitoring includes, but is not limited to, managing and viewing equipment assets, displaying real-time equipment operating status and system operating information, displaying notifications and alarms. Intelligent maintenance refers to the use of fault prediction and health management (PHM) technology to process fault alarms, fault predictions, and health assessments by calculating operating status information, combining equipment parameters and equipment principle models, and using fault prediction and health management (PHM) technology. Generate repair, maintenance or inspection decision plans. Work order management is an information management system for the execution of operation and maintenance tasks, including but not limited to the management of maintenance work orders, maintenance work orders, and inspection work orders. Inventory management includes but is not limited to displaying inventory spare parts information, proposing spare parts requirements, and performing spare parts inventory. Asset management includes but is not limited to initial asset ledger management, statistical reports, asset inventory, and process management.
本公开实施例提供的轨道交通运维方法,首先通过数据采集层对运营线路覆盖的轨道交通运营子系统及设备进行数据采集,然后通过数据存储层对采集得到的数据进行分类存储,最后通过所述功能模块层和业务应用层根据采集得到的数据进行可视化输出、生成运维决 策,以方便运维人员查看和掌握系统真实状态,降低计划维修,实现精准运维。如图2所示,所述轨道交通运维方法包括:The rail transit operation and maintenance method provided by the embodiments of the present disclosure first collects data from the rail transit operation subsystem and equipment covered by the operating line through the data collection layer, and then classifies and stores the collected data through the data storage layer, and finally passes the data collection layer. The functional module layer and the business application layer perform visual output and generate operation and maintenance decisions based on the collected data, so as to facilitate the operation and maintenance personnel to view and grasp the true state of the system, reduce planned maintenance, and achieve precise operation and maintenance. As shown in Figure 2, the rail transit operation and maintenance method includes:
在步骤S201中,获取各个轨道交通运营子系统的运行状态信息和/或系统配置信息。In step S201, the operating status information and/or system configuration information of each rail transit operation subsystem is acquired.
在这里,本公开实施例通过数据采集层获取运营线路所覆盖的各轨道交通运营子系统的运行状态信息以及系统配置信息,每一个轨道交通运营子系统可包括多个设备。Here, the embodiment of the present disclosure obtains the operating status information and system configuration information of each rail transit operation subsystem covered by the operating line through the data collection layer, and each rail transit operation subsystem may include multiple devices.
其中,所述运行状态信息可包括所述轨道交通运营子系统在运行过程中自动上报的状态数据,和/或通过加装传感器上报的状态数据,该信息反映了运营线路的实时状态。传感器上报的状态数据与轨道交通运营子系统的业务相关,包括但不限于电流、电压、温度、湿度、速度、压力、加速度。Wherein, the operating status information may include status data automatically reported by the rail transit operation subsystem during operation, and/or status data reported by installing additional sensors, and this information reflects the real-time status of the operating line. The status data reported by the sensor is related to the business of the rail transit operation subsystem, including but not limited to current, voltage, temperature, humidity, speed, pressure, acceleration.
所述系统配置信息是指所述轨道交通运营子系统及其设备的配置信息,包括但不限于临时任务信息、维修计划信息、巡检反馈信息、设备参数、设备原理模型。其中临时任务信息是指运维人员由于特殊原因手动创建的临时性、应急性维修任务,所述特殊原因包括但不限于意外状况、特殊测试需求以及人工决策。维修计划信息是指原始设备厂商给与的维修指导和方法建议。巡检反馈信息是指人工巡检的反馈结果,用于补充轨道交通运营子系统所上报的运行状态信息。通过人工巡检可以反馈轨道交通运营子系统及其设备本身不能自动上报和没有加装传感器设备的真实状态信息。设备参数是指原始设备厂商针对具体设备提供的设备特性参数,反映了设备承受的上下限。设备原理模型是原始设备厂商提供的设备运行的原理模型,基于此模型可以深入了解设备运行原理,得到关键影响参数。The system configuration information refers to the configuration information of the rail transit operation subsystem and its equipment, including but not limited to temporary task information, maintenance plan information, inspection feedback information, equipment parameters, and equipment principle models. Temporary task information refers to temporary and emergency maintenance tasks manually created by operation and maintenance personnel due to special reasons. The special reasons include, but are not limited to, unexpected conditions, special test requirements, and manual decisions. The maintenance plan information refers to the maintenance guidance and method suggestions given by the original equipment manufacturer. Inspection feedback information refers to the feedback result of manual inspection, which is used to supplement the operation status information reported by the rail transit operation subsystem. Through manual inspection, it is possible to feed back the true status information of the rail transit operation subsystem and its equipment itself that cannot be automatically reported and the sensor equipment is not installed. Equipment parameters refer to equipment characteristic parameters provided by original equipment manufacturers for specific equipment, reflecting the upper and lower limits of the equipment. The equipment principle model is a principle model of equipment operation provided by original equipment manufacturers. Based on this model, it is possible to gain in-depth understanding of equipment operation principles and obtain key influence parameters.
作为本公开的一个示例,所述轨道交通运营子系统包括但不限于自动售检票系统、乘客信息系统、信号系统。所述智能维保系统与所述轨道交通运营子系统之间可以通过比如预设网关、系统接口和/或消息传递的方式进行通信,使得智能维保系统与各轨道交通运营子系统之间互联互通,实时采集轨道交通运营子系统反馈的数据,得到轨道交通的运行状态信息,有效地解决了数据孤岛的问题,且保证了运行状态信息的时效性。As an example of the present disclosure, the rail transit operation subsystem includes but is not limited to an automatic fare collection system, a passenger information system, and a signal system. The intelligent maintenance system and the rail transit operation subsystem can communicate with each other by means of, for example, a preset gateway, system interface, and/or message transfer, so that the intelligent maintenance system is interconnected with each rail transit operation subsystem Intercommunication, real-time collection of data fed back from the rail transit operation subsystem, and obtaining rail transit operating status information, effectively solving the problem of data islands and ensuring the timeliness of operating status information.
如前所述,每一个轨道交通运营子系统包括多个设备,所采集到的运行状态信息多且复杂。作为本公开的一个示例,为了提高对所述运行状态信息的管理效率,本公开实施例对所述运行状态信息进行分类存储。每一个轨道交通运营子系统设置对应的系统ID信息,每一个轨道交通运营子系统下所覆盖的设备设置对应的设备ID信息。所述轨道交通运营子系统在向所述智能维保系统上报运行状态信息时,将所述运行状态信息和系统ID信息、设备ID信息进行打包发送。所述智能维保系统根据接收到的系统ID信息、设备ID信息对所述运行状态信息进行分类存储。As mentioned earlier, each rail transit operation subsystem includes multiple devices, and the collected operating status information is large and complex. As an example of the present disclosure, in order to improve the management efficiency of the operating status information, the embodiments of the present disclosure classify and store the operating status information. Each rail transit operation subsystem sets corresponding system ID information, and each rail transit operation subsystem covers equipment sets corresponding device ID information. When the rail transit operation subsystem reports the operation status information to the intelligent maintenance system, the operation status information, system ID information, and equipment ID information are packaged and sent. The intelligent maintenance system classifies and stores the operation status information according to the received system ID information and device ID information.
如图3所示,为本公开实施例提供的分类存储的流程图。所述步骤S201获取各个轨道交通运营子系统的运行状态信息和/或系统配置信息之后,还包括:As shown in FIG. 3, it is a flowchart of classified storage provided by an embodiment of the present disclosure. After the step S201 obtains the operating status information and/or system configuration information of each rail transit operation subsystem, it further includes:
在步骤S301中,获取运行状态信息对应的系统ID信息、设备ID信息。In step S301, the system ID information and device ID information corresponding to the operating state information are acquired.
其中,系统ID信息为上报所述运行状态信息的轨道交通运营子系统的标识符,用于区分不同的轨道交通运营子系统。所述设备ID信息为所述轨道交通运营子系统下面具体上报所述运行状态信息的设备的标识符,用于区分同一轨道交通运营子系统下面不同的设备。Wherein, the system ID information is an identifier of the rail transit operation subsystem that reports the operation status information, and is used to distinguish different rail transit operation subsystems. The device ID information is the identifier of the device that specifically reports the operating status information under the rail transit operation subsystem, and is used to distinguish different devices under the same rail transit operation subsystem.
各个轨道交通运营子系统在上报所述运行状态信息时,可以将所述运行状态信息与系统ID信息、设备ID信息打包成状态数据包进行传输。当所述智能维保系统通过预设网关、调用系统接口等方式从各个轨道交通运营子系统中采集到状态数据包时,进一步对所述状态数据包进行解析,得到实时运行状态信息及其对应的系统ID信息、设备ID信息。When each rail transit operation subsystem reports the operating status information, the operating status information, system ID information, and device ID information can be packaged into status data packets for transmission. When the intelligent maintenance system collects status data packets from various rail transit operation subsystems through preset gateways, calling system interfaces, etc., it further analyzes the status data packets to obtain real-time operating status information and its corresponding System ID information and device ID information of the device.
在步骤S302中,将所述运行状态信息存储至数据库中的存储子区域,其中,存储子区域由所述系统ID信息和设备ID信息决定。In step S302, the operating state information is stored in a storage sub-area in the database, where the storage sub-area is determined by the system ID information and device ID information.
本公开实施例预先根据各轨道交通运营子系统及其下面的设备划分数据库,每一个轨道交通运营子系统对应数据库中的一个存储区域,该存储区域以所述轨道交通运营子系统对应的系统ID信息命名;所述轨道交通运营子系统对应的存储区域又根据所述轨道交通运营子系统下面的设备划分出多个存储子区域,该存储子区域以所述设备的设备ID信息命名。比如信号系统对应的存储区域,其命名为信号系统对应的系统ID信息为123456,信号系统下面包括速度传感器、方向传感器等设备,其中速度传感器对应的存储子区域,其命名为设备ID信息sd,方向传感器对应的存储子区域,其命名为设备ID信息fx。在得到运行状态信息及其对应的系统ID信息、设备ID信息后,根据所述系统ID信息查找到对应的存储区域,然后根据所述设备ID信息查找到对应的存储子区域,将所述运行状态信息保存至所述存储子区域中,从而完成对运行状态信息的分类存储,有利于对各轨道交通运营子系统的运行状态信息进行统一管理。The embodiment of the present disclosure divides the database according to each rail transit operation subsystem and the equipment below it in advance. Each rail transit operation subsystem corresponds to a storage area in the database. The storage area is based on the system ID corresponding to the rail transit operation subsystem. Information naming; the storage area corresponding to the rail transit operation subsystem is divided into multiple storage sub-areas according to the devices under the rail transit operation subsystem, and the storage sub-areas are named after the device ID information of the device. For example, the storage area corresponding to the signal system is named 123456 and the system ID information corresponding to the signal system is 123456. The signal system includes speed sensors, direction sensors and other devices. The storage sub-area corresponding to the speed sensor is named device ID information sd, The storage sub-area corresponding to the direction sensor is named device ID information fx. After obtaining the operating status information and its corresponding system ID information and device ID information, the corresponding storage area is found according to the system ID information, and then the corresponding storage sub-area is found according to the device ID information, and the operation The status information is stored in the storage sub-area, thereby completing the classified storage of the operating status information, which is beneficial to the unified management of the operating status information of each rail transit operation subsystem.
作为本公开的一个示例,在图3所示的分类存储的基础上,如图4所示,为本公开实施例提供的可视化处理的实现流程图。所述步骤S201获取各个轨道交通运营子系统的运行状态信息和/或系统配置信息之后,还包括:As an example of the present disclosure, on the basis of the classified storage shown in FIG. 3, as shown in FIG. 4, a flowchart for implementing the visualization processing provided by the embodiment of the present disclosure is shown. After the step S201 obtains the operating status information and/or system configuration information of each rail transit operation subsystem, it further includes:
在步骤S401中,根据查询指令获取系统ID信息和设备ID信息,从所述数据库中获取所述系统ID信息和设备ID信息对应的运行状态信息。In step S401, the system ID information and the device ID information are acquired according to the query instruction, and the operating status information corresponding to the system ID information and the device ID information is acquired from the database.
具体地,运维人员可以通过比如输入查询指令的方式查看轨道交通上指定方面的状态信息,比如列车的运行速度。所述智能维保系统根据所述查询指令调取系统ID信息和设备ID信息,然后根据所述系统ID信息和设备ID信息查询所述数据库,获取对应的运行状态信息。以前述列车的运行速度为例,所述智能维保系统根据系统ID信息123456查询到信息系统对应的存储区域,然后根据设备ID信息sd查询所述存储区域中的存储子区域,读取该存储子区域中的数据,得到列车的运行速度。Specifically, operation and maintenance personnel can view specific aspects of the status information on rail transit, such as the operating speed of trains, by entering query instructions, for example. The intelligent maintenance system retrieves system ID information and device ID information according to the query instruction, and then queries the database according to the system ID information and device ID information to obtain corresponding operating status information. Taking the running speed of the aforementioned train as an example, the intelligent maintenance system queries the storage area corresponding to the information system according to the system ID information 123456, and then queries the storage sub-area in the storage area according to the device ID information sd, and reads the storage From the data in the sub-area, get the running speed of the train.
在步骤S402中,对所述运行状态信息进行可视化处理,并展示可视化处理后的所述运行状态信息。In step S402, visual processing is performed on the operating state information, and the visualized operating state information is displayed.
本公开实施例利用计算机图形学和图像处理技术,将所述运行状态信息转换成图形或图像在屏幕上显示出来,以实现实时监控,极大的方便了运维人员查看和掌握运营线路的真实状态。The embodiments of the present disclosure use computer graphics and image processing technology to convert the operating status information into graphics or images and display them on the screen to achieve real-time monitoring, which greatly facilitates the operation and maintenance personnel to view and grasp the truth of the operating line status.
在步骤S202中,对所述运行状态信息和/或系统配置信息进行分析,生成所述轨道交通运营子系统的运维决策方案。In step S202, the operation status information and/or system configuration information is analyzed to generate an operation and maintenance decision plan of the rail transit operation subsystem.
在这里,运行状态信息反映了各轨道交通运营子系统当前真实的运行信息,是掌握轨道 交通运行状态的第一手资料,客观真实,基于所述运行状态信息进行运维决策,具有较高的科学严谨性,提高了决策的可行性,且避免了运营人员的主观误判,也降低了过度维修带来的成本浪费。Here, the operation status information reflects the current real operation information of each rail transit operation subsystem. It is the first-hand data to grasp the operation status of rail transit. It is objective and true. It has a high level of operational and maintenance decisions based on the operation status information. Scientific rigor improves the feasibility of decision-making, avoids subjective misjudgment by operators, and reduces the cost and waste caused by excessive maintenance.
本公开实施例对所述运行状态信息和/或系统配置信息进行分析,包括对实时状态进行分析、对健康评估信息进行分析、对故障预测信息进行分析、对临时维修信息进行分析、对维修计划信息进行分析、对巡检结果信息进行分析六个方面,每一个方面的分析均可能产生维修工单、保养工单、巡检工单的至少一种。其中,维修工单是指设备出现故障需要维修的工作单据,保养工单是指设备运行欠佳需要保养的工作单据,巡检工单是指设备需要检查的工作单据。The embodiments of the present disclosure analyze the operating status information and/or system configuration information, including analysis of real-time status, analysis of health assessment information, analysis of failure prediction information, analysis of temporary maintenance information, and maintenance plan There are six aspects of information analysis and inspection result information analysis. The analysis of each aspect may generate at least one of maintenance work orders, maintenance work orders, and inspection work orders. Among them, the maintenance work order refers to the work document that needs to be repaired when the equipment fails, the maintenance work order refers to the work document that needs maintenance for the equipment to perform poorly, and the inspection work order refers to the work document that the equipment needs to be inspected.
作为本公开的一个示例,以下给出实时状态分析决策的具体实现流程,如图5所示,所述步骤S202包括:As an example of the present disclosure, the specific implementation process of real-time status analysis decision-making is given below. As shown in FIG. 5, the step S202 includes:
在步骤S501中,对所述运行状态信息执行实时状态分析。In step S501, real-time status analysis is performed on the operating status information.
在这里,实时状态分析是指仅以运行状态信息为分析对象执行的数据分析,本公开实施例对每一时刻上报的运行状态数据进行实时状态分析,包括判断故障信息、计算上报频率、监测波动规则,以分析定位出可能存在的问题及对应的问题设备。Here, real-time status analysis refers to data analysis performed with only running status information as the analysis object. The embodiments of the present disclosure perform real-time status analysis on the running status data reported at each moment, including judging fault information, calculating reporting frequency, and monitoring fluctuations. Rules to analyze and locate possible problems and corresponding problem equipment.
在步骤S502中,若所述运行状态信息包括故障状态信息,则生成问题设备对应的维修工单。In step S502, if the operating status information includes fault status information, a maintenance work order corresponding to the problem equipment is generated.
在步骤S503中,若所述运行状态信息中同一信息项在指定时间范围内多次上报的运行状态值接近上限阈值或下限阈值,则生成问题设备对应的保养工单,其中,接近上限阈值是指上报的运行状态值与上限阈值之间的差值小于或等于接近阈值,接近下限阈值是指上报的运行状态值与下限阈值之间的差值小于或等于接近阈值。In step S503, if the running status value reported multiple times within the specified time range of the same information item in the running status information is close to the upper threshold or the lower threshold, a maintenance work order corresponding to the problem equipment is generated, where the close to the upper threshold is Means that the difference between the reported running state value and the upper threshold is less than or equal to the approach threshold. Near the lower threshold means that the difference between the reported running state value and the lower threshold is less than or equal to the approach threshold.
其中,每一信息项对应一对上限阈值和下限阈值,例如,运行状态信息包括N个信息项时,可对应有N对上限阈值和下限阈值,上限阈值和下限阈值用于判定对应信息项是否存在问题。Among them, each information item corresponds to a pair of upper threshold and lower threshold. For example, when the operating status information includes N information items, there can be N pairs of upper threshold and lower threshold. The upper threshold and lower threshold are used to determine whether the corresponding information item There is a problem.
在步骤S504中,若所述运行状态信息呈现不规则波动,则生成问题设备对应的巡检工单。In step S504, if the operating status information exhibits irregular fluctuations, a patrol work order corresponding to the problem device is generated.
其中,运行状态信息中包含的内容直观反映了轨道交通运营子系统及设备的状态。若所述运行状态信息中包括故障状态信息,则表明所述故障状态信息所对应设备已出现故障,则生成问题设备对应的维修工单。Among them, the content contained in the operating status information intuitively reflects the status of the rail transit operation subsystem and equipment. If the operating status information includes fault status information, it indicates that the equipment corresponding to the fault status information has failed, and a maintenance work order corresponding to the faulty equipment is generated.
所述运行状态信息中的某些信息项的的运行状态值有对应的浮动范围,当所述运行状态值超过预设的上限阈值或下限阈值时,则会发生危险情况;当所述运行状态值多次接近于所述上限阈值或下限阈值时,表明设备当前容易发生危险情况。本公开实施例通过监测同一信息项多次上报的运行状态值是否接近上限阈值或下限阈值,来筛选出潜在危险的设备。具体地,通过设置接近阈值,计算同一信息项在不同时间上报的运行状态值与所述上限阈值或下限阈值之间的差值,若所述差值多次小于或等于所述接近阈值,则认为该信息项在指定时间范围内多次上报的运行状态值接近上限阈值或下限阈值,生成问题设备对应的保 养工单。The running status value of some information items in the running status information has a corresponding floating range. When the running status value exceeds a preset upper threshold or lower threshold, a dangerous situation will occur; when the running status When the value is close to the upper threshold or lower threshold for many times, it indicates that the device is currently prone to dangerous situations. The embodiments of the present disclosure screen out potentially dangerous equipment by monitoring whether the running state value reported multiple times by the same information item is close to the upper threshold or the lower threshold. Specifically, by setting the approach threshold, the difference between the operating state value reported by the same information item at different times and the upper threshold or lower threshold is calculated, and if the difference is less than or equal to the approach threshold multiple times, then It is considered that the running status value of the information item reported multiple times within the specified time range is close to the upper threshold or the lower threshold, and a maintenance work order corresponding to the problem equipment is generated.
同样地,运行状态信息的波动规则也是稳定的或者在指定范围内浮动变化。若某一时刻的运行状态信息出现不规则的波动,则表明轨道交通运营子系统中的设备将要出现运行问题,需要对轨道交通运营子系统中的设备进行巡检。本公开实施例通过对运行状态信息的波动规则监测,筛选呈现不规则波动的问题设备,生成所述问题设备对应的巡检工单。Similarly, the fluctuation rule of the operating status information is also stable or fluctuates within a specified range. If the operating status information at a certain moment fluctuates irregularly, it indicates that the equipment in the rail transit operation subsystem will have operational problems, and the equipment in the rail transit operation subsystem needs to be inspected. In the embodiments of the present disclosure, by monitoring the fluctuation rules of the operating status information, the problem devices exhibiting irregular fluctuations are screened, and the inspection work order corresponding to the problem device is generated.
作为一个示例,所述实时状态分析还可以包括:As an example, the real-time status analysis may further include:
若所述运行状态信息的上报频率小于下限频率阈值或大于上限频率阈值,则生成问题设备对应的保养工单。If the reporting frequency of the operating status information is less than the lower frequency threshold or greater than the upper frequency threshold, a maintenance work order corresponding to the problem equipment is generated.
在这里,上报频率为运行状态数据当前的上报时刻与前一次上报时刻之间的差值。通常,轨道交通运营子系统及其设备的运行状态信息的上报频率是稳定的或者在指定范围内浮动变化。若所述运行状态信息的上报频率过慢或者过快,则表明轨道交通运营子系统中的设备将要出现故障,需要对轨道交通运营子系统中的设备进行及时的保养。因此本公开实施例通过设置下限频率阈值和上限频率阈值,来筛选出潜在的问题设备。当所述运行状态信息的上报频率小于下限频率阈值或大于上限频率阈值时,生成问题设备对应的保养工单。Here, the reporting frequency is the difference between the current reporting time of the running status data and the previous reporting time. Generally, the reporting frequency of the operating status information of the rail transit operating subsystem and its equipment is stable or fluctuates within a specified range. If the reporting frequency of the operating status information is too slow or too fast, it indicates that the equipment in the rail transit operation subsystem is about to fail, and timely maintenance of the equipment in the rail transit operation subsystem is required. Therefore, the embodiments of the present disclosure filter out potentially problematic devices by setting a lower limit frequency threshold and an upper limit frequency threshold. When the reporting frequency of the operating status information is less than the lower frequency threshold or greater than the upper frequency threshold, a maintenance work order corresponding to the problem equipment is generated.
以上对运行状态数据的实时状态分析,实现了对轨道交通运营子系统中的设备的状态修,有效地避免了计划维修,有利于降低运维成本。The above real-time status analysis of the operating status data realizes the status repair of the equipment in the rail transit operation subsystem, effectively avoids planned repairs, and helps reduce operation and maintenance costs.
作为本公开的一个示例,以下给出健康评估分析决策的具体实现流程,如图6所示,所述步骤S202包括:As an example of the present disclosure, the specific implementation process of the health assessment analysis decision is given below. As shown in FIG. 6, the step S202 includes:
在步骤S601中,对当前时刻的运行状态信息、系统配置信息执行健康状态评估,得到所述轨道交通运营子系统中的设备对应的健康值。In step S601, the health status assessment is performed on the current operating state information and system configuration information to obtain the health value corresponding to the equipment in the rail transit operation subsystem.
在这里,所述系统配置信息包括设备参数、设备原理模型。健康评估分析是指依据劣化模型,结合历史数据、设备参数、设备原理模型以及当前的运行状态信息对轨道交通运营子系统中的设备进行健康值评估,得到一个关于设备的健康值。Here, the system configuration information includes equipment parameters and equipment principle models. Health assessment analysis refers to the evaluation of the health value of the equipment in the rail transit operation subsystem based on the degradation model, combined with historical data, equipment parameters, equipment principle models and current operating status information, to obtain a health value about the equipment.
在步骤S602中,若所述健康值小于第一预期健康阈值,则生成所述健康值对应设备的保养工单,若所述健康值大于第一预期健康阈值且小于第二预期健康阈值,则生成所述健康值对应设备的巡检工单。In step S602, if the health value is less than the first expected health threshold, a maintenance work order for the equipment corresponding to the health value is generated, and if the health value is greater than the first expected health threshold and less than the second expected health threshold, then Generate an inspection work order for the equipment corresponding to the health value.
所述健康值反映了轨道交通运营子系统中的设备的运行状态,当健康值较高时,设备的运行状态良好,当健康值较低时,设备的运行状态不佳。本公开实施例设置第一预期健康阈值和第二预期健康阈值,所述第一预期健康阈值小于所示第二预期健康阈值。所述第一预期健康阈值用于判断设备是否将要出现故障,为是否产生保养工单的判断标准。所述第二预期健康阈值用于判断设备是否出现运行问题,为是否产生巡检工单的判断标准。将所述健康值与所述第一预期健康阈值和第二预期健康阈值进行比对,若所述健康值小于第一预期健康阈值,则生成保养工单,若所述健康值大于第一预期健康阈值且小于第二预期健康阈值,则生成巡检工单。The health value reflects the operating state of the equipment in the rail transit operation subsystem. When the health value is high, the operating state of the equipment is good, and when the health value is low, the operating state of the equipment is poor. The embodiment of the present disclosure sets a first expected health threshold and a second expected health threshold, where the first expected health threshold is smaller than the shown second expected health threshold. The first expected health threshold is used to determine whether the equipment is about to fail, and is a criterion for determining whether a maintenance work order is generated. The second expected health threshold is used to determine whether the equipment has operating problems, and is a criterion for determining whether to generate an inspection work order. The health value is compared with the first expected health threshold and the second expected health threshold, and if the health value is less than the first expected health threshold, a maintenance work order is generated, and if the health value is greater than the first expected health threshold If the health threshold is less than the second expected health threshold, an inspection work order is generated.
作为本公开的一个示例,以下给出故障预测分析决策的具体实现流程,如图7所示,所述步骤S202包括:As an example of the present disclosure, the specific implementation process of the failure prediction analysis decision is given below. As shown in FIG. 7, the step S202 includes:
在步骤S701中,采用预测模型对当前时刻的运行状态信息、系统配置信息执行故障预测,得到在当前时刻起的预设时间范围内所述轨道交通运营子系统中的设备对应的故障概率。In step S701, the prediction model is used to perform fault prediction on the current running state information and system configuration information, and the failure probability corresponding to the equipment in the rail transit operation subsystem within the preset time range from the current moment is obtained.
在这里,所述系统配置信息包括设备参数、设备原理模型。故障预测分析是指使用预测模型算法,结合历史故障数据、设备参数、设备原理模型以及当前的运行状态信息对轨道交通运营子系统中的设备发生故障的概率进行预测,得到轨道交通运营子系统中的设备在接下来的预设时间范围内发生故障的概率。所述预测模型算法包括但不限于逻辑回归算法、基于时间序列的arima算法、递归神经网络算法。Here, the system configuration information includes equipment parameters and equipment principle models. Failure prediction analysis refers to the use of predictive model algorithms, combined with historical failure data, equipment parameters, equipment principle models, and current operating status information to predict the probability of equipment failure in the rail transit operation subsystem, and obtain the rail transit operation subsystem The probability that the device will fail within the next preset time frame. The prediction model algorithm includes, but is not limited to, logistic regression algorithm, arima algorithm based on time series, and recurrent neural network algorithm.
在步骤S702中,若所述故障概率大于或等于故障概率阈值,则生成所述故障概率对应设备的维修工单。In step S702, if the failure probability is greater than or equal to the failure probability threshold, a maintenance work order for the equipment corresponding to the failure probability is generated.
所述故障概率反映了轨道交通运营子系统中的设备发生故障的概率,当故障概率较高时,轨道交通运营子系统中的设备容易发生故障,当故障概率较低时,轨道交通运营子系统中的设备不易发生故障。本公开实施例设置故障概率阈值,用于判断轨道交通运营子系统中的设备是否将要出现故障,作为是否产生维修工单的判断标准。将所述故障概率与所述故障概率阈值进行比对,若所述故障概率大于或等于所述故障概率阈值,则生成所述故障概率对应设备的维修工单。The failure probability reflects the probability of failure of the equipment in the rail transit operation subsystem. When the failure probability is high, the equipment in the rail transit operation subsystem is prone to failure. When the failure probability is low, the rail transit operation subsystem The equipment in is not prone to failure. The embodiment of the present disclosure sets a failure probability threshold, which is used to determine whether the equipment in the rail transit operation subsystem is about to fail, as a criterion for determining whether to generate a maintenance work order. The failure probability is compared with the failure probability threshold, and if the failure probability is greater than or equal to the failure probability threshold, a maintenance work order for the equipment corresponding to the failure probability is generated.
作为本公开的一个示例,所述系统配置信息中还可以包括临时维修信息,所述临时维修信息是指运维人员手动创建的指定设备的维修任务。在执行临时维修分析决策时,智能维保系统根据运维人员创建的维修任务生成维修工单。所述步骤S202还包括:根据所述系统配置信息中的临时维修信息生成维修工单。As an example of the present disclosure, the system configuration information may also include temporary maintenance information, and the temporary maintenance information refers to a maintenance task of a specified device manually created by an operation and maintenance personnel. When performing temporary maintenance analysis and decision-making, the intelligent maintenance system generates maintenance work orders based on maintenance tasks created by operation and maintenance personnel. The step S202 further includes: generating a maintenance work order according to the temporary maintenance information in the system configuration information.
作为本公开的一个示例,所述系统配置信息中还可以包括维修计划信息,所述维修计划信息是指预置的维修计划内容中的指定设备的维修任务。在执行维修计划分析决策时,智能维保系统根据维修计划生成维修工单。所述步骤S202还包括:根据所述系统配置信息中的维修计划信息生成维修工单。As an example of the present disclosure, the system configuration information may also include maintenance plan information, and the maintenance plan information refers to the maintenance tasks of the specified equipment in the preset maintenance plan content. When performing maintenance plan analysis and decision-making, the intelligent maintenance system generates a maintenance work order according to the maintenance plan. The step S202 further includes: generating a maintenance work order according to the maintenance plan information in the system configuration information.
作为本公开的一个示例,所述系统配置信息中还可以包括巡检反馈信息。所述巡检反馈信息是指人工巡检的反馈结果,包括轨道交通运营子系统中的设备本身不能自动上报和没有加装传感器的设备的真实状态信息。在执行巡检反馈分析决策时,巡检反馈信息提交到智能维保系统后,由智能维保系统结合设备模型,产生相应的维修工单或保养工单。所述步骤S202还包括:As an example of the present disclosure, the system configuration information may also include inspection feedback information. The patrol inspection feedback information refers to the feedback result of manual patrol inspection, including the actual status information of the equipment in the rail transit operation subsystem that cannot automatically report and the equipment without additional sensors. When performing inspection feedback analysis and decision-making, after the inspection feedback information is submitted to the intelligent maintenance system, the intelligent maintenance system combines the equipment model to generate a corresponding maintenance work order or maintenance work order. The step S202 further includes:
根据所述系统配置信息中的巡检反馈信息、设备参数、设备原理模型生成维修工单和/或保养工单。A maintenance work order and/or maintenance work order is generated according to the inspection feedback information, equipment parameters, and equipment principle model in the system configuration information.
如前所述,设备参数是指原始设备厂商针对具体设备提供的设备特性参数,反映了设备承受的上下限。设备原理模型是原始设备厂商提供的设备运行的原理模型,基于此模型可以深入了解设备运行原理,得到关键影响参数。本公开实施例根据所述系统配置信息中的巡检反馈信息、设备原理模型得到关键影响参数,然后将所述关键影响参数与所述设备参数进行比对,并根据比对结果筛选出问题设备,生成问题设备的维修工单和/或保养工单。As mentioned earlier, equipment parameters refer to equipment characteristic parameters provided by original equipment manufacturers for specific equipment, reflecting the upper and lower limits of equipment. The equipment principle model is a principle model of equipment operation provided by original equipment manufacturers. Based on this model, it is possible to gain in-depth understanding of equipment operation principles and obtain key influence parameters. The embodiments of the present disclosure obtain key influencing parameters according to the inspection feedback information and equipment principle model in the system configuration information, and then compare the key influencing parameters with the equipment parameters, and screen out the problematic equipment according to the comparison results , Generate repair work orders and/or maintenance work orders for problem equipment.
综上所示,本公开实施例根据运行状态信息和系统配置信息进行运维决策,具有较高的科学严谨性,提高了决策的可行性,且有效地减小了对传统计划维修的依赖,也降低了过度维修带来的成本浪费。In summary, the embodiments of the present disclosure make operation and maintenance decisions based on operating status information and system configuration information, which has high scientific rigor, improves the feasibility of decision-making, and effectively reduces the dependence on traditional planned maintenance. It also reduces the cost and waste caused by excessive maintenance.
在步骤S203中,对所述运维决策方案执行分发,以指示接收到所述运维决策方案的运维人员执行维修、保养或巡检。In step S203, the operation and maintenance decision plan is distributed to instruct the operation and maintenance personnel who received the operation and maintenance decision plan to perform repair, maintenance or inspection.
上述通过实时状态分析、健康评估分析、故障预测分析、临时维修分析、维修计划分析、巡检结果分析生成的运维决策方案,将发送至对应的运维人员,由运维人员根据所述运维决策方案执行维修、保养或者巡检工作。The above-mentioned operation and maintenance decision-making plan generated through real-time status analysis, health assessment analysis, failure prediction analysis, temporary maintenance analysis, maintenance plan analysis, and inspection result analysis will be sent to the corresponding operation and maintenance personnel, and the operation and maintenance personnel will be based on the operation and maintenance The maintenance decision plan implements repair, maintenance or inspection work.
本公开实施例通过获取各个轨道交通运营子系统的运行状态信息和/或系统配置信息;然后对所述运行状态信息和/或系统配置信息进行分析,生成运营线路的运维决策方案;最后将所述运维决策方案发送至运维人员,以使所述运维人员按照所述运维决策方案执行维修或保养。本公开实施例基于采集运行状态数据,实现对运营线路的实时监控,并基于运行状态数据进行维护和保养决策,有效地减少了计划维修,提高了运维决策的合理性和准确性,降低了运维成本。The embodiments of the present disclosure obtain operation status information and/or system configuration information of each rail transit operation subsystem; then analyze the operation status information and/or system configuration information to generate an operation and maintenance decision plan for the operation line; and finally The operation and maintenance decision plan is sent to the operation and maintenance personnel, so that the operation and maintenance personnel perform repair or maintenance according to the operation and maintenance decision plan. The embodiments of the present disclosure realize real-time monitoring of operating lines based on collecting operating status data, and perform maintenance and maintenance decisions based on operating status data, which effectively reduces planned maintenance, improves the rationality and accuracy of operation and maintenance decisions, and reduces Operation and maintenance costs.
应理解,上述实施例中各步骤的序号的大小并不意味着执行顺序的先后,各过程的执行顺序应以其功能和内在逻辑确定,而不应对本公开实施例的实施过程构成任何限定。It should be understood that the size of the sequence number of each step in the foregoing embodiment does not mean the order of execution. The execution sequence of each process should be determined by its function and internal logic, and should not constitute any limitation on the implementation process of the embodiments of the present disclosure.
在一实施例中,提供一种轨道交通运维装置,该轨道交通运维装置与上述实施例中轨道交通运维方法一一对应。如图8所示,该轨道交通运维装置包括获取模块81、分析决策模块82、分发模块83。各功能模块详细说明如下:In one embodiment, a rail transit operation and maintenance device is provided, and the rail transit operation and maintenance device corresponds to the rail transit operation and maintenance method in the foregoing embodiment one-to-one. As shown in FIG. 8, the rail transit operation and maintenance device includes an acquisition module 81, an analysis and decision module 82, and a distribution module 83. The detailed description of each functional module is as follows:
获取模块81,用于获取各个轨道交通运营子系统的运行状态信息和/或系统配置信息;The obtaining module 81 is used to obtain operating status information and/or system configuration information of each rail transit operation subsystem;
分析决策模块82,用于对所述运行状态信息和/或系统配置信息进行分析,生成所述轨道交通运营子系统的运维决策方案;The analysis and decision module 82 is used to analyze the operation status information and/or system configuration information to generate an operation and maintenance decision plan for the rail transit operation subsystem;
分发模块83,用于对所述运维决策方案执行分发,以指示接收到所述运维决策方案的运维人员执行维修、保养或巡检。The distribution module 83 is configured to distribute the operation and maintenance decision-making plan to instruct the operation and maintenance personnel who have received the operation and maintenance decision-making plan to perform repair, maintenance or inspection.
作为一个示例,所述分析决策模块83包括:As an example, the analysis and decision module 83 includes:
实时状态分析单元,用于在所述运行状态信息包括故障状态信息时,生成问题设备对应的维修工单;在所述运行状态信息中同一信息项在指定时间范围内多次上报的运行状态值接近上限阈值或下限阈值时,生成问题设备对应的保养工单,其中,接近上限阈值是指上报的运行状态值与上限阈值之间的差值小于或等于接近阈值,接近下限阈值是指上报的运行状态值与下限阈值之间的差值小于或等于接近阈值;在所述运行状态信息呈现不规则波动时,生成问题设备对应的巡检工单。The real-time status analysis unit is used to generate a maintenance work order corresponding to the problem equipment when the operating status information includes fault status information; the operating status value of the same information item reported multiple times within a specified time range in the operating status information When it is close to the upper or lower threshold, a maintenance work order corresponding to the problem equipment is generated. The close to the upper threshold means that the difference between the reported operating state value and the upper threshold is less than or equal to the close threshold, and the close to the lower threshold means the reported The difference between the operating state value and the lower threshold is less than or equal to the approaching threshold; when the operating state information presents irregular fluctuations, an inspection work order corresponding to the problem equipment is generated.
作为一个示例,所述分析决策模块83包括:As an example, the analysis and decision module 83 includes:
健康评估单元,用于对当前时刻的运行状态信息、系统配置信息执行健康状态评估,得到所述轨道交通运营子系统中的设备对应的健康值;The health evaluation unit is configured to perform health evaluation on the current operating state information and system configuration information to obtain the health value corresponding to the equipment in the rail transit operation subsystem;
所述工单生成单元用于,在所述健康值小于第一预期健康阈值时,生成所述健康值对应设备的保养工单,在所述健康值大于第一预期健康阈值且小于第二预期健康阈值时,生成 所述健康值对应设备的巡检工单。The work order generation unit is configured to generate a maintenance work order for the equipment corresponding to the health value when the health value is less than a first expected health threshold value, and when the health value is greater than the first expected health threshold value and less than the second expected health value When the health threshold is used, an inspection work order of the equipment corresponding to the health value is generated.
作为一个示例,所述分析决策模块83包括:As an example, the analysis and decision module 83 includes:
故障预测单元,用于采用预测模型对当前时刻的运行状态信息、系统配置信息执行故障预测,得到在当前时刻起的预设时间范围内所述轨道交通运营子系统中的设备对应的故障概率;The fault prediction unit is configured to use the prediction model to perform fault prediction on the current operating state information and system configuration information, and obtain the failure probability corresponding to the equipment in the rail transit operation subsystem within the preset time range from the current time;
所述工单生成单元还用于,在所述故障概率大于或等于故障概率阈值时,生成所述故障概率对应设备的维修工单。The work order generation unit is further configured to generate a maintenance work order for the equipment corresponding to the failure probability when the failure probability is greater than or equal to the failure probability threshold.
作为一个示例,所述分析决策模块83还用于:As an example, the analysis and decision module 83 is also used to:
根据所述系统配置信息中的临时任务信息生成维修工单;Generating a maintenance work order according to the temporary task information in the system configuration information;
根据所述系统配置信息中的维修计划信息生成维修工单;Generating a maintenance work order according to the maintenance plan information in the system configuration information;
根据所述系统配置信息中的巡检反馈信息、设备参数、设备原理模型生成维修工单和/或保养工单。A maintenance work order and/or maintenance work order is generated according to the inspection feedback information, equipment parameters, and equipment principle model in the system configuration information.
作为一个示例,所述装置还包括:As an example, the device further includes:
ID获取模块,用于获取运行状态信息对应的系统ID信息、设备ID信息;The ID acquisition module is used to acquire system ID information and device ID information corresponding to the operating status information;
分类存储模块,用于将所述运行状态信息存储至数据库中由所述系统ID信息和设备ID信息决定的存储子区域。The classification storage module is used to store the operating status information in a storage sub-area determined by the system ID information and the device ID information in the database.
作为一个示例,所述装置还包括:As an example, the device further includes:
状态信息获取模块,用于根据查询指令获取系统ID信息和设备ID信息,从所述数据库中获取所述系统ID信息和设备ID信息对应的运行状态信息;The status information acquisition module is configured to acquire system ID information and device ID information according to the query instruction, and acquire the operating status information corresponding to the system ID information and device ID information from the database;
可视化模块,用于对所述运行状态信息进行可视化处理,并展示可视化处理后的所述运行状态信息。The visualization module is used to perform visualization processing on the running state information and display the running state information after the visualization processing.
关于轨道交通运维装置的具体说明可以参见上文中对于轨道交通运维方法的说明,在此不再赘述。上述轨道交通运维装置中的各个模块可全部或部分通过软件、硬件及其组合来实现。上述各模块可以硬件形式内嵌于或独立于计算机设备中的处理器中,也可以以软件形式存储于计算机设备中的存储器中,以便于处理器调用执行以上各个模块对应的操作。For the specific description of the rail transit operation and maintenance device, please refer to the description of the rail transit operation and maintenance method above, which will not be repeated here. Each module in the above-mentioned rail transit operation and maintenance device can be implemented in whole or in part by software, hardware, and a combination thereof. The foregoing modules may be embedded in the form of hardware or independent of the processor in the computer device, or may be stored in the memory of the computer device in the form of software, so that the processor can call and execute the operations corresponding to the foregoing modules.
在一个实施例中,提供了一种计算机设备,该计算机设备可以是服务器,其内部结构图可以如图9所示。该计算机设备包括通过系统总线连接的处理器、存储器、网络接口和数据库。其中,该计算机设备的处理器用于提供计算和控制能力。该计算机设备的存储器包括非易失性存储介质、内存储器。该非易失性存储介质存储有操作系统、计算机程序和数据库。该内存储器为非易失性存储介质中的操作系统和计算机程序的运行提供环境。该计算机设备的网络接口用于与外部的终端通过网络连接通信。该计算机程序被处理器执行时以实现一种轨道交通运维方法。In one embodiment, a computer device is provided. The computer device may be a server, and its internal structure diagram may be as shown in FIG. 9. The computer equipment includes a processor, a memory, a network interface and a database connected through a system bus. Among them, the processor of the computer device is used to provide calculation and control capabilities. The memory of the computer device includes a non-volatile storage medium and an internal memory. The non-volatile storage medium stores an operating system, a computer program, and a database. The internal memory provides an environment for the operation of the operating system and computer programs in the non-volatile storage medium. The network interface of the computer device is used to communicate with an external terminal through a network connection. The computer program is executed by the processor to realize a rail transit operation and maintenance method.
在一个实施例中,提供了一种计算机设备,包括存储器、处理器及存储在存储器上并可在处理器上运行的计算机程序,处理器执行计算机程序时实现以下步骤:In one embodiment, a computer device is provided, including a memory, a processor, and a computer program stored in the memory and capable of running on the processor, and the processor implements the following steps when the processor executes the computer program:
获取各个轨道交通运营子系统的运行状态信息和/或系统配置信息;Obtain the operating status information and/or system configuration information of each rail transit operation subsystem;
对所述运行状态信息和/或系统配置信息进行分析,生成所述轨道交通运营子系统的运 维决策方案;Analyzing the operating status information and/or system configuration information to generate an operation and maintenance decision-making plan for the rail transit operation subsystem;
对所述运维决策方案执行分发,以指示接收到所述运维决策方案的运维人员执行维修、保养或巡检。Distribute the operation and maintenance decision plan to instruct the operation and maintenance personnel who received the operation and maintenance decision plan to perform repair, maintenance or inspection.
在一个实施例中,提供了一种计算机可读存储介质,其上存储有计算机程序,计算机程序被处理器执行时实现以下步骤:In one embodiment, a computer-readable storage medium is provided, on which a computer program is stored, and when the computer program is executed by a processor, the following steps are implemented:
获取各个轨道交通运营子系统的运行状态信息和/或系统配置信息;Obtain the operating status information and/or system configuration information of each rail transit operation subsystem;
对所述运行状态信息和/或系统配置信息进行分析,生成所述轨道交通运营子系统的运维决策方案;Analyzing the operating status information and/or system configuration information to generate an operation and maintenance decision plan for the rail transit operation subsystem;
对所述运维决策方案执行分发,以指示接收到所述运维决策方案的运维人员执行维修、保养或巡检。Distribute the operation and maintenance decision plan to instruct the operation and maintenance personnel who received the operation and maintenance decision plan to perform repair, maintenance or inspection.
在本公开的描述中,需要理解的是,术语“中心”、“上”、“下”、“前”、“后”、“左”、“右”、“竖直”、“水平”、“顶”、“底”“内”、“外”等指示的方位或位置关系为基于附图所示的方位或位置关系,仅是为了便于描述本公开和简化描述,而不是指示或暗示所指的装置或元件必须具有特定的方位、以特定的方位构造和操作,因此不能理解为对本公开的限制。In the description of the present disclosure, it should be understood that the terms "center", "upper", "lower", "front", "rear", "left", "right", "vertical", "horizontal", The orientation or positional relationship indicated by "top", "bottom", "inner", "outer", etc. are based on the orientation or positional relationship shown in the drawings, and are only for the convenience of describing the present disclosure and simplifying the description, rather than indicating or implying. The device or element referred to must have a specific orientation, be configured and operated in a specific orientation, and therefore cannot be understood as a limitation of the present disclosure.
需要说明的是,术语“第一”、“第二”仅用于描述目的,而不能理解为指示或暗示相对重要性或者隐含指明所指示的技术特征的数量。由此,限定有“第一”、“第二”的特征可以明示或者隐含地包括一个或者更多个该特征。进一步地,在本公开的描述中,除非另有说明,“多个”的含义是两个或两个以上。It should be noted that the terms "first" and "second" are only used for descriptive purposes, and cannot be understood as indicating or implying relative importance or implicitly indicating the number of indicated technical features. Thus, the features defined with "first" and "second" may explicitly or implicitly include one or more of these features. Further, in the description of the present disclosure, unless otherwise specified, "plurality" means two or more.
在本说明书的描述中,参考术语“一个实施例”、“一些实施例”、“示意性实施例”、“示例”、“具体示例”、或“一些示例”等的描述意指结合该实施例或示例描述的具体特征、结构、材料或者特点包含于本公开的至少一个实施例或示例中。在本说明书中,对上述术语的示意性表述不一定指的是相同的实施例或示例。而且,描述的具体特征、结构、材料或者特点可以在任何的一个或多个实施例或示例中以合适的方式结合。In the description of this specification, the description with reference to the terms "one embodiment", "some embodiments", "exemplary embodiments", "examples", "specific examples", or "some examples" etc. means to incorporate the implementation The specific features, structures, materials or characteristics described by the examples or examples are included in at least one embodiment or example of the present disclosure. In this specification, the schematic representation of the above-mentioned terms does not necessarily refer to the same embodiment or example. Moreover, the described specific features, structures, materials or characteristics may be combined in any one or more embodiments or examples in a suitable manner.
尽管已经示出和描述了本公开的实施例,本领域的普通技术人员可以理解:在不脱离本公开的原理和宗旨的情况下可以对这些实施例进行多种变化、修改、替换和变型,本公开的范围由权利要求及其等同物限定。Although the embodiments of the present disclosure have been shown and described, those of ordinary skill in the art can understand that various changes, modifications, substitutions and modifications can be made to these embodiments without departing from the principles and principles of the present disclosure. The scope of the present disclosure is defined by the claims and their equivalents.

Claims (11)

  1. 一种轨道交通运维方法,包括:A rail transit operation and maintenance method, including:
    获取各个轨道交通运营子系统的运行状态信息和/或系统配置信息;Obtain the operating status information and/or system configuration information of each rail transit operation subsystem;
    对所述运行状态信息和/或所述系统配置信息进行分析,生成所述轨道交通运营子系统的运维决策方案;Analyzing the operating status information and/or the system configuration information to generate an operation and maintenance decision plan of the rail transit operation subsystem;
    对所述运维决策方案执行分发,以指示接收到所述运维决策方案的运维人员执行维修、保养或巡检。Distribute the operation and maintenance decision plan to instruct the operation and maintenance personnel who received the operation and maintenance decision plan to perform repair, maintenance or inspection.
  2. 如权利要求1所述的轨道交通运维方法,其中,所述对所述运行状态信息进行分析,生成所述轨道交通运营子系统的运维决策方案包括:The rail transit operation and maintenance method according to claim 1, wherein the analyzing the operation status information to generate the operation and maintenance decision plan of the rail transit operation subsystem comprises:
    若所述运行状态信息包括故障状态信息,则生成问题设备对应的维修工单;If the operating status information includes fault status information, a maintenance work order corresponding to the problem equipment is generated;
    若所述运行状态信息中同一信息项在指定时间范围内多次上报的运行状态值接近上限阈值或下限阈值,则生成问题设备对应的保养工单,其中,接近所述上限阈值是指上报的运行状态值与所述上限阈值之间的差值小于或等于接近阈值,接近所述下限阈值是指上报的运行状态值与所述下限阈值之间的差值小于或等于所述接近阈值;If the running status value of the same information item reported multiple times within a specified time range in the running status information is close to the upper threshold or the lower threshold, a maintenance work order corresponding to the equipment in question is generated, wherein, approaching the upper threshold refers to the reported The difference between the operating state value and the upper limit threshold is less than or equal to the approach threshold, and the approach to the lower threshold means that the difference between the reported operating state value and the lower threshold is less than or equal to the approach threshold;
    若所述运行状态信息呈现不规则波动,则生成问题设备对应的巡检工单。If the operating status information presents irregular fluctuations, a patrol inspection work order corresponding to the problem equipment is generated.
  3. 如权利要求1或2所述的轨道交通运维方法,其中,所述对所述运行状态信息和所述系统配置信息进行分析,生成所述轨道交通运营子系统的运维决策方案包括:The rail transit operation and maintenance method according to claim 1 or 2, wherein the analyzing the operation status information and the system configuration information to generate the operation and maintenance decision plan of the rail transit operation subsystem comprises:
    对当前时刻的运行状态信息、系统配置信息执行健康状态评估,得到所述轨道交通运营子系统中的设备对应的健康值;Perform health evaluation on the current operating state information and system configuration information to obtain the health value corresponding to the equipment in the rail transit operation subsystem;
    若所述健康值小于第一预期健康阈值,则生成所述健康值对应设备的保养工单,若所述健康值大于第一预期健康阈值且小于第二预期健康阈值,则生成所述健康值对应设备的巡检工单。If the health value is less than the first expected health threshold, a maintenance work order for the equipment corresponding to the health value is generated, and if the health value is greater than the first expected health threshold and less than the second expected health threshold, the health value is generated The inspection work order of the corresponding equipment.
  4. 如权利要求1或2所述的轨道交通运维方法,其中,所述对所述运行状态信息和所述系统配置信息进行分析,生成所述轨道交通运营子系统的运维决策方案还包括:The rail transit operation and maintenance method according to claim 1 or 2, wherein the analyzing the operation status information and the system configuration information to generate the operation and maintenance decision plan of the rail transit operation subsystem further comprises:
    采用预测模型对当前时刻的运行状态信息、系统配置信息执行故障预测,得到在当前时刻起的预设时间范围内所述轨道交通运营子系统中的设备对应的故障概率;The prediction model is used to perform failure prediction on the current operating status information and system configuration information, and obtain the failure probability corresponding to the equipment in the rail transit operation subsystem within the preset time range from the current time;
    若所述故障概率大于或等于故障概率阈值,则生成所述故障概率对应设备的维修工单。If the failure probability is greater than or equal to the failure probability threshold, a maintenance work order for the equipment corresponding to the failure probability is generated.
  5. 如权利要求1或2所述的轨道交通运维方法,其中,所述对所述系统配置信息进行分析,生成所述轨道交通运营子系统的运维决策方案还包括以下中一种或者其任意组合:The rail transit operation and maintenance method of claim 1 or 2, wherein the analysis of the system configuration information to generate the operation and maintenance decision plan of the rail transit operation subsystem further comprises one or any of the following combination:
    根据所述系统配置信息中的临时维修信息生成维修工单;Generating a maintenance work order according to the temporary maintenance information in the system configuration information;
    根据所述系统配置信息中的维修计划信息生成维修工单;Generating a maintenance work order according to the maintenance plan information in the system configuration information;
    根据所述系统配置信息中的巡检反馈信息、设备参数、设备原理模型生成维修工单和/或保养工单。A maintenance work order and/or maintenance work order is generated according to the inspection feedback information, equipment parameters, and equipment principle model in the system configuration information.
  6. 如权利要求1至5任一项所述的轨道交通运维方法,其中,所述获取各个轨道交通 运营子系统的运行状态信息和/或系统配置信息之后,还包括:The rail transit operation and maintenance method according to any one of claims 1 to 5, wherein after obtaining the operating status information and/or system configuration information of each rail transit operation subsystem, the method further comprises:
    获取运行状态信息对应的系统ID信息、设备ID信息;Obtain system ID information and device ID information corresponding to the running status information;
    将所述运行状态信息存储至数据库中的存储子区域,其中,所述存储子区域由所述系统ID信息和所述设备ID信息决定。The operation status information is stored in a storage sub-area in a database, wherein the storage sub-area is determined by the system ID information and the device ID information.
  7. 如权利要求6所述的轨道交通运维方法,其中,所述获取各个轨道交通运营子系统的运行状态信息和/或系统配置信息之后,还包括:The rail transit operation and maintenance method according to claim 6, wherein, after obtaining the operation status information and/or system configuration information of each rail transit operation subsystem, the method further comprises:
    根据查询指令获取系统ID信息和设备ID信息,从所述数据库中获取所述系统ID信息和所述设备ID信息对应的运行状态信息;Acquiring system ID information and device ID information according to the query instruction, and acquiring the operating status information corresponding to the system ID information and the device ID information from the database;
    对所述运行状态信息进行可视化处理,并展示可视化处理后的所述运行状态信息。Visual processing is performed on the operating state information, and the visualized operating state information is displayed.
  8. 一种轨道交通运维装置,所述装置包括:A rail transit operation and maintenance device, the device comprising:
    获取模块,用于获取各个轨道交通运营子系统的运行状态信息和/或系统配置信息;The acquisition module is used to acquire the operating status information and/or system configuration information of each rail transit operation subsystem;
    分析决策模块,用于对所述运行状态信息和/或所述系统配置信息进行分析,生成所述轨道交通运营子系统的运维决策方案;The analysis and decision-making module is used to analyze the operation status information and/or the system configuration information to generate an operation and maintenance decision plan for the rail transit operation subsystem;
    分发模块,用于对所述运维决策方案执行分发,以指示接收到所述运维决策方案的运维人员执行维修、保养或巡检。The distribution module is used to distribute the operation and maintenance decision plan to instruct the operation and maintenance personnel who received the operation and maintenance decision plan to perform repair, maintenance or inspection.
  9. 一种轨道交通运维系统,所述系统包括:智能维保系统、实时监视系统、工单管理系统、库存管理系统以及资产管理系统;A rail transit operation and maintenance system, the system comprising: an intelligent maintenance system, a real-time monitoring system, a work order management system, an inventory management system, and an asset management system;
    所述智能维保系统,用于实现权利要求1至7任一项所述的轨道交通运维方法;The intelligent maintenance system is used to implement the rail transit operation and maintenance method according to any one of claims 1 to 7;
    所述实时监视系统,用于对各个轨道交通运营子系统进行监控;The real-time monitoring system is used to monitor each rail transit operation subsystem;
    所述工单管理系统,用于对工单进行存储、管理;The work order management system is used to store and manage work orders;
    所述库存管理系统,用于对库存备件进行管理;The inventory management system is used to manage inventory spare parts;
    所述资产管理系统,用于对初始资产台账、报表进行管理。The asset management system is used to manage initial asset ledgers and statements.
  10. 一种计算机设备,包括存储器、处理器以及存储在所述存储器中并可在所述处理器上运行的计算机程序,所述处理器执行所述计算机程序时实现如权利要求1至7任一项所述的轨道交通运维方法。A computer device comprising a memory, a processor, and a computer program stored in the memory and capable of running on the processor. The processor implements any one of claims 1 to 7 when the processor executes the computer program The rail transit operation and maintenance method.
  11. 一种计算机可读存储介质,所述计算机可读存储介质存储有计算机程序,所述计算机程序被处理器执行时实现如权利要求1至7任一项所述的轨道交通运维方法。A computer-readable storage medium, the computer-readable storage medium stores a computer program, and when the computer program is executed by a processor, the rail transit operation and maintenance method according to any one of claims 1 to 7 is realized.
PCT/CN2020/107826 2019-08-09 2020-08-07 Rail transit operation and maintenance method, device, system and apparatus, and medium WO2021027728A1 (en)

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