CN110610244A - Water supply pipeline hidden danger troubleshooting integrated operation method, computer readable storage medium and terminal - Google Patents

Water supply pipeline hidden danger troubleshooting integrated operation method, computer readable storage medium and terminal Download PDF

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CN110610244A
CN110610244A CN201910454608.4A CN201910454608A CN110610244A CN 110610244 A CN110610244 A CN 110610244A CN 201910454608 A CN201910454608 A CN 201910454608A CN 110610244 A CN110610244 A CN 110610244A
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hidden danger
water supply
mobile terminal
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data
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林继贤
周志刚
刘松利
魏日强
曾文钦
陈侯
张伟
蔡海良
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Guangdong Longquan Technology Co Ltd
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Abstract

The water supply pipeline hidden danger troubleshooting integrated operation method comprises the steps that data of the hidden danger troubleshooting of a water supply pipeline are received through an intelligent mobile terminal, the intelligent mobile terminal and a management terminal are communicated to achieve data synchronization, the management terminal runs risk assessment through the data and forms a risk assessment result, the water supply pipeline is subjected to level marking on a map according to a risk assessment level, the management terminal obtains the real-time geographic position of the intelligent mobile terminal and records the moving route of the intelligent mobile terminal to form an operation track, and the water supply pipeline hidden danger troubleshooting method can achieve the advantages of being high in processing efficiency, controllable in progress, safe and reliable in data and visual.

Description

Water supply pipeline hidden danger troubleshooting integrated operation method, computer readable storage medium and terminal
Technical Field
The invention relates to the technical field of pipeline hidden danger troubleshooting, in particular to a water supply pipeline hidden danger troubleshooting integrated operation method, a computer readable storage medium and a terminal.
Background
The urban water supply network is an important component of urban infrastructure, and the safe operation of the urban water supply network is the guarantee of high-efficiency and high-quality operation of modern cities. The rapid development of urban economy and the large-scale implementation of various constructions bring higher requirements and pressure to urban municipal planning, construction and management work, and in recent years, the accidents of water supply pipeline explosion, road surface collapse and the like happen in some cities in succession, so that the life and property safety of people and the urban operation order are seriously influenced. In order to ensure the safe operation of the water supply pipeline, water departments all over the country develop the hidden danger investigation work of the water supply pipeline in succession in recent years.
The hidden danger inspection work of the water supply pipeline has the characteristics of wide inspection range, high target concealment, numerous participators, multiple data processing links and tight project construction period, and if the traditional paper operation mode or general office software is simply adopted to carry out management and processing such as work distribution, personnel management, progress tracking, data accuracy and the like of hidden danger inspection, the problems of low efficiency, uncontrollable progress, data distortion and incapability of visual management exist in the process.
Disclosure of Invention
The invention aims to overcome the defects in the prior art and provides a water supply pipeline hidden danger troubleshooting integrated operation method which can realize higher processing efficiency, controllable progress and safe, reliable and visual data.
The purpose of the invention is realized by the following technical scheme:
the water supply pipeline hidden danger troubleshooting integrated operation method comprises the following steps of:
the method comprises the following steps: the intelligent mobile terminal receives the data for water supply pipeline hidden danger investigation, the intelligent mobile terminal and the management terminal are communicated to realize data synchronization, the management terminal utilizes the data to run risk assessment and form a risk assessment result,
step two: grade marks are made on the map for the water supply line according to the risk assessment grade,
step three: the management terminal acquires the real-time geographic position of the intelligent mobile terminal and records the moving route of the intelligent mobile terminal to form an operation track.
Preferably, the first step comprises the following sub-steps:
substep (1): the manager uses the management terminal to distribute tasks to the intelligent mobile terminal,
substep (2): the operating personnel carries the intelligent mobile terminal to execute the task, the intelligent mobile terminal obtains the data collected on site,
substep (3): the intelligent mobile terminal uploads the collected data to a server of the management terminal,
substep (4): and the server of the management terminal utilizes the data to run risk assessment and form a risk assessment result.
Preferably, when the operator carries the intelligent mobile terminal to execute the task, the navigation of the task road section of the intelligent mobile terminal is opened,
the navigation can use a mobile system based on mobile GIS and GPRS positioning functions to carry out real-time positioning and direction guiding.
Preferably, in the substep (4), the risk assessment specifically establishes a pipeline hidden danger risk assessment model based on a modeling technology, and realizes numerical recording of investigation information by performing parameterization and optional design on pipeline hidden danger investigation factors (assessment factors), and realizes automatic assessment of hidden danger risk level by using the pipeline hidden danger risk assessment model.
Preferably, in the second step, different colors are marked on the water supply pipeline hidden danger inspection map of the management terminal aiming at different water supply pipelines, and the colors represent the level of hidden danger risks.
Preferably, in the third step, the management terminal acquires the real-time position of the intelligent mobile terminal by adopting GPS positioning, and marks the moving route of the intelligent mobile terminal on the task route on the water supply pipeline hidden danger investigation map in real time to form an operation track, wherein the colors of the route which has been investigated by the operator and the route which has not been investigated are different.
Preferably, in the second step or the third step, if no water supply pipeline hidden danger map is found on the intelligent mobile terminal, the map service on the server is accessed by using longitude and latitude coordinates, the map data is obtained from the server, and the map data is drawn through the interface after being analyzed.
Preferably, the data acquisition in the first step is specifically that an operator performs data acquisition according to set process steps and fills the data into the intelligent mobile terminal, the intelligent mobile terminal transmits the data to the server of the management terminal after completing the data acquisition of each item, and the server of the management terminal evaluates the hidden danger level of the item according to a set standard; after the project evaluation of each large class is completed, the server of the management terminal automatically evaluates the hidden danger level of the large class, and after the evaluation of all the large classes is completed, the management terminal evaluates the operation risk level of the pipeline according to the standard.
The invention also provides a computer readable storage medium, on which a computer program is stored, which when executed by a processor implements the water supply line hidden danger troubleshooting integrated operation method as described above.
The invention also provides a terminal which comprises a processor and a computer program which is stored on the memory and can run on the processor, wherein the processor executes the computer program to realize the water supply pipeline hidden danger troubleshooting integrated operation method, and the terminal specifically comprises an intelligent mobile terminal and a management terminal.
The invention has the beneficial effects that:
(1) according to the water supply pipeline hidden danger troubleshooting integrated operation method, data of hidden danger troubleshooting of the water supply pipeline are received through the intelligent mobile terminal, the intelligent mobile terminal and the management terminal are communicated to achieve data synchronization, the management terminal runs risk assessment by using the data and forms a risk assessment result, the whole assessment process is free of manual intervention, and automatic assessment is carried out by the system according to standards; the method has the advantages that on one hand, the working pressure of a researcher can be reduced, on the other hand, human evaluation errors can be eliminated, the safety and reliability of data are improved, on the other hand, the efficiency can be improved, and the information can be obtained in a visible mode.
(2) The water supply pipeline hidden danger troubleshooting integrated operation method can be used for marking the water supply pipeline in grades on a map according to risk assessment grades, for example, different hidden danger grades are represented by different colors, the corresponding pipeline is marked as the color corresponding to the hidden danger grade, the hidden danger grade of each water supply pipeline can be visually seen from the map through the colors, and visualization is achieved.
(3) According to the water supply pipeline hidden danger troubleshooting integrated operation method, the management terminal obtains the real-time geographic position of the intelligent mobile terminal and records the moving route of the intelligent mobile terminal to form the operation track, and therefore supervision and management of operation personnel and real-time monitoring of hidden danger troubleshooting working progress can be achieved.
Drawings
The invention is further illustrated by means of the attached drawings, but the embodiments in the drawings do not constitute any limitation to the invention, and for a person skilled in the art, other drawings can be derived on the basis of the following drawings without inventive effort.
FIG. 1 is a pipe network distribution diagram of the water supply pipeline hidden danger troubleshooting integrated operation method of the invention.
FIG. 2 is a pipeline investigation state diagram of the water supply pipeline hidden danger inspection integrated operation method of the invention.
Fig. 3 is a diagram showing the progress of investigation of a certain device in the present embodiment.
Fig. 4 is an online monitoring interface of the management terminal for each worker.
Fig. 5 is an enlarged schematic view of the detail in fig. 4.
FIG. 6 is a hidden danger assessment topic map of the water supply pipeline hidden danger troubleshooting integrated operation method of the present invention.
FIG. 7 is a water leakage hidden trouble point distribution diagram of the water supply pipeline hidden trouble inspection integrated operation method of the present invention.
FIG. 8 is a summary report table of the water supply line hidden danger inspection integrated operation method of the present invention.
Fig. 9 is an operation interface for the operator to enter the corresponding survey value.
FIG. 10 is a schematic diagram of the software architecture of the water supply line hidden danger inspection integrated operation method of the present invention.
Detailed Description
The invention is further described with reference to the following examples.
The invention discloses a water supply pipeline hidden danger troubleshooting integrated operation method, which comprises the following steps:
the method comprises the following steps: the intelligent mobile terminal receives the data for water supply pipeline hidden danger investigation, the intelligent mobile terminal and the management terminal are communicated to realize data synchronization, the management terminal utilizes the data to run risk assessment and form a risk assessment result,
step two: grade marks are made on the map for the water supply line according to the risk assessment grade,
step three: the management terminal acquires the real-time geographic position of the intelligent mobile terminal and records the moving route of the intelligent mobile terminal to form an operation track.
The above features of the present invention have the following advantages:
(1) according to the water supply pipeline hidden danger troubleshooting integrated operation method, data of hidden danger troubleshooting of the water supply pipeline are received through the intelligent mobile terminal, the intelligent mobile terminal and the management terminal are communicated to achieve data synchronization, the management terminal runs risk assessment by using the data and forms a risk assessment result, the whole assessment process is free of manual intervention, and automatic assessment is carried out by the system according to standards; the method has the advantages that on one hand, the working pressure of a researcher can be reduced, on the other hand, human evaluation errors can be eliminated, and on the other hand, the efficiency can be improved, and the information can be obtained.
(2) The water supply pipeline hidden danger troubleshooting integrated operation method can be used for marking the water supply pipeline in grades on the map according to the risk assessment grade, for example, different hidden danger grades are represented by different colors, the corresponding pipeline is marked as the color corresponding to the hidden danger grade, and the hidden danger grade of each water supply pipeline can be visually seen from the map through the color.
(3) According to the water supply pipeline hidden danger troubleshooting integrated operation method, the management terminal obtains the real-time geographic position of the intelligent mobile terminal and records the moving route of the intelligent mobile terminal to form the operation track, and therefore supervision and management of operation personnel and real-time monitoring of hidden danger troubleshooting working progress can be achieved.
Preferably, the first step comprises the following sub-steps:
substep (1): the manager uses the management terminal to distribute tasks to the intelligent mobile terminal,
substep (2): the operating personnel carries the intelligent mobile terminal to execute the task, the intelligent mobile terminal obtains the data collected on site,
substep (3): the intelligent mobile terminal uploads the collected data to a server of the management terminal,
substep (4): the server of the management terminal uses the data to run risk assessment and form a risk assessment result, preferably, the risk assessment is specifically based on a modeling technology, a pipeline hidden danger risk assessment model is established, parameterization and optional design is performed on pipeline hidden danger investigation factors (assessment factors), numerical recording of investigation information is achieved, and automatic assessment of hidden danger risk levels is achieved through the pipeline hidden danger risk assessment model.
The conventional modes are: the management personnel summons the operation personnel for meeting, allocates tasks on site, shows which area a certain person is responsible for, shows that a certain person and a certain person should clearly remember where the area starts and ends from, then finds the area when the site is checked, and possibly leaks a certain area or mistakenly checks other peripheral areas in the process of checking the hidden danger.
Secondly, after the former operating personnel acquire data on site, a pile of data can be brought back for analysis, and finally a risk assessment result can be obtained.
Preferably, when the operator carries the intelligent mobile terminal to execute the task, the navigation of the task road section of the intelligent mobile terminal is opened,
this navigation can use the mobile system based on remove GIS and GPRS locate function to fix a position and direction guide in real time, and the operation personnel need not to remember in which region the task of oneself receiving is, also need not very familiar with the environment in this region, only need open the navigation, and then the location of navigation with guide, just can accurately carry out the pipeline hidden danger investigation to the region of being responsible for.
Preferably, in the second step, the hidden danger level of each water supply pipeline can be seen at a glance by managers conveniently because different colors are marked on the water supply pipeline hidden danger inspection map of the management terminal aiming at different water supply pipelines and represent the hidden danger level.
Preferably, in the third step, the management terminal acquires the real-time position of the intelligent mobile terminal by adopting GPS positioning, and marks the mobile route of the intelligent mobile terminal on the task route on the water supply pipeline hidden danger investigation map in real time to form an operation track, wherein the colors of the routes which are already investigated by the operator and the colors of the routes which are not already investigated by the operator are different, so that the management personnel can check the operation progress of the operator in real time, and meanwhile, whether the operation route of the operator is correct can be checked.
Preferably, in the second step or the third step, if the intelligent mobile terminal does not have the water supply pipeline hidden danger investigation map, the map service on the server is accessed by using the longitude and latitude coordinates, the map data is obtained from the server and is drawn out through the interface after being analyzed, and the intelligent mobile terminal is ensured to be capable of normally using the water supply pipeline hidden danger investigation map.
Preferably, the data acquisition in the first step is specifically that an operator performs data acquisition according to process steps set by software and fills the data into the intelligent mobile terminal, the intelligent mobile terminal transmits the data to the server of the management terminal after completing the data acquisition of each item, and the server of the management terminal evaluates the hidden danger level of the item according to a set standard; after the project evaluation of each major category is completed, the server of the management terminal can automatically evaluate the potential risk level of the major category, after the evaluation of all major categories is completed, the management terminal can evaluate the operation risk level of the pipeline according to the standard, the automatic evaluation of the potential risk level is realized by using the evaluation model, the problems of large workload and easy error of manual evaluation are solved, and the accuracy and reliability of the working efficiency and the evaluation result are improved.
The invention also provides a computer readable storage medium, on which a computer program is stored, which when executed by a processor implements the water supply line hidden danger troubleshooting integrated operation method as described above.
The invention also provides a terminal which comprises a processor and a computer program which is stored on the memory and can run on the processor, wherein the processor executes the computer program to realize the water supply pipeline hidden danger troubleshooting integrated operation method, and the terminal specifically comprises an intelligent mobile terminal and a management terminal.
The above method of the present invention is actually a set of software installed on the intelligent mobile terminal of the operator and the management terminal of the manager.
The water supply pipeline hidden danger troubleshooting integrated operation method disclosed by the invention is shown in fig. 10 and comprises an IT infrastructure layer, a data layer, an application supporting layer, an application layer and a user layer:
an IT infrastructure layer: the layer is the foundation of the whole set of method and mainly comprises safety facilities, a host server, a storage backup system, system support software, a network and other infrastructure facilities. The appliance/device may be either a physical based appliance/device or a cloud based virtual appliance/device.
And (3) a data layer: the layer is a data center of the whole system and provides data support for the upper layer; the main data of the system comprises special databases such as an urban basic terrain database, a water supply pipe network database, a hidden danger information database, an operation management database, a personnel and equipment management database and the like.
Applying a support layer: the layer is a core tool layer of the whole system, and the layer mainly provides various support services for an application layer, such as services and tools of a workflow engine, LBS, map service, data mining and the like.
An application layer: the layer is composed of application systems based on investigation services, and the Longquan water supply network hidden danger arrangement system is composed of a pipe network hidden danger investigation acquisition subsystem and a pipe network hidden danger investigation management subsystem based on WEB, wherein the pipe network hidden danger investigation acquisition subsystem runs on intelligent mobile equipment.
And (3) a user layer: the layer is the object of providing service and using for the system, and is mainly used by the inspectors, project managers and owner and unit managers.
The specific embodiment of the present invention is as follows, please refer to fig. 1 to 9:
the manager installs the software of the method in the management terminal based on the WEB, and opens the software, as shown in fig. 1, the task is allocated to the operator according to the water pipeline hidden danger troubleshooting map on the software interface, for example, a region a is allocated to a certain old person for hidden danger troubleshooting, a region B is allocated to a certain old person for hidden danger troubleshooting, the software is also installed on a certain old person smart phone, and a certain old person opening software can receive the task of hidden danger troubleshooting on the region a.
After an operator receives the task arrangement, the system can monitor the position and the investigation line of the operator in real time, check the track of the investigation line afterwards, check whether the operator investigates according to the task line, and avoid missing investigation or wrong investigation.
The manager can also monitor the operation point and operation related condition of each operator through the online monitoring interface of fig. 4 and 5.
In the troubleshooting process, acquiring data one by one according to the process steps set on the software, uploading the data to the software, transmitting the data to a server of a management terminal after the software finishes acquiring each item of data, and evaluating the hidden danger level of the item by the server of the management terminal according to a set standard; after the project evaluation of each large category is completed, the server of the management terminal automatically evaluates the hidden danger level of the large category, after the evaluation of all the large categories is completed, the management terminal evaluates the operation risk level of the pipeline according to the standard, and automatically generates a summary report as shown in fig. 6, or automatically forms a hidden danger point distribution map as shown in fig. 7, or automatically generates a summary report table as shown in fig. 8.
The system carries out parameterization and optional design aiming at water supply pipeline hidden danger investigation factors (assessment factors), investigation information recording of an operator is completed based on the intelligent mobile terminal, as shown in fig. 9, after the investigation of one pipe section is completed, the pipe section can be directly selected, corresponding investigation numerical values are selected and input, and the system background can assess the hidden danger level of the pipe section after evaluation conditions are met.
The water supply pipeline hidden danger troubleshooting integrated operation method of the embodiment has the following advantages:
firstly, an integrated operation technology is introduced into the traditional water supply pipeline hidden danger troubleshooting work, a hidden danger troubleshooting integrated operation platform is constructed by comprehensively utilizing key technologies such as project management, wireless communication, data visualization, a Geographic Information System (GIS), Location Based Service (LBS) and workflow, the integrated operation from hidden danger investigation data acquisition to hidden danger assessment and result management is realized, and the automatic hidden danger level assessment and hidden danger troubleshooting result management from on-line dispatching, process supervision and operation statistics of tasks to investigation pipe sections are realized; the authenticity and the accuracy of source data, the controllability and the traceability of a working process, the standard property, the accuracy and the authenticity of field survey data and the timeliness of data processing are ensured, the visual management of a survey target, a survey result and the working process is realized, the flow, the standardization and the supervision visual management of hidden danger investigation work are promoted, the working efficiency is improved, and the problems of operation supervision and process management of a project are solved.
Secondly, a pipeline hidden danger risk assessment model is established based on a modeling technology, the numerical recording of investigation information is realized by carrying out parameterization and optional design on pipeline hidden danger investigation factors (assessment factors), the automatic assessment of hidden danger risk level is realized by utilizing the assessment model, the problems of large workload and easy error of manual assessment are solved, and the accuracy and reliability of the work efficiency and the assessment result are improved.
Thirdly, introducing a visual project management technology in the hidden danger troubleshooting work, and realizing the scheduling arrangement of the operating personnel through the system task area management; the monitoring management of the operators is realized through the online monitoring of the intelligent mobile terminal and the operation track, the work progress is managed through a GIS map, the omission of survey pipelines is reduced, and the integrity of the survey hidden danger troubleshooting results is improved; the real-time monitoring of the hidden danger troubleshooting working progress is realized by showing the troubleshooting states of the water supply pipeline in different colors.
Fourth, the application of system realizes the networking, the flow, the standardization, the intellectuality of water supply line hidden danger investigation management work, has guaranteed the smooth implementation of water supply line hidden danger investigation work:
(1) and (4) using hidden danger investigation mobile equipment to assist investigation, recording investigation project information of the peripheral condition of the pipe section on site, and automatically evaluating the level of the hidden danger.
(2) By monitoring the operation position of the operator on line, the investigation track is automatically recorded in the investigation process, and investigation omission and investigation falsifying are avoided.
(3) Through the supervision function of the water supply pipeline hidden danger troubleshooting system, automatic reminding and result checking of investigation pipe sections are achieved, format and integrity checking is achieved for results uploaded by the mobile end, and automatic reminding is conducted on errors and missing.
(4) The progress and coverage condition of the investigation is visually displayed on a GIS map through the investigation track and the well opening record of the system, so that missing is avoided.
(5) The information management of the survey results is realized, the survey results are displayed on line, and hidden danger pipelines of different levels are displayed in a classified manner.
Finally, it should be noted that the above embodiments are only used for illustrating the technical solutions of the present invention, and not for limiting the protection scope of the present invention, although the present invention is described in detail with reference to the preferred embodiments, it should be understood by those skilled in the art that modifications or equivalent substitutions can be made on the technical solutions of the present invention without departing from the spirit and scope of the technical solutions of the present invention.

Claims (10)

1. The water supply pipeline hidden danger troubleshooting integrated operation method is characterized by comprising the following steps of: the method comprises the following steps:
the method comprises the following steps: the intelligent mobile terminal receives the data for water supply pipeline hidden danger investigation, the intelligent mobile terminal and the management terminal are communicated to realize data synchronization, the management terminal utilizes the data to run risk assessment and form a risk assessment result,
step two: grade marks are made on the map for the water supply line according to the risk assessment grade,
step three: the management terminal acquires the real-time geographic position of the intelligent mobile terminal and records the moving route of the intelligent mobile terminal to form an operation track.
2. The water supply pipeline hidden danger inspection integrated operation method as claimed in claim 1, wherein: the first step comprises the following substeps:
substep (1): the manager uses the management terminal to distribute tasks to the intelligent mobile terminal,
substep (2): the operating personnel carries the intelligent mobile terminal to execute the task, the intelligent mobile terminal obtains the data collected on site,
substep (3): the intelligent mobile terminal uploads the collected data to a server of the management terminal,
substep (4): and the server of the management terminal utilizes the data to run risk assessment and form a risk assessment result.
3. The water supply pipeline hidden danger inspection integrated operation method as claimed in claim 2, wherein: when an operator carries the intelligent mobile terminal to execute a task, navigation of a task road section of the intelligent mobile terminal is started, and the navigation can be used for real-time positioning and direction guiding by using a mobile system based on mobile GIS and GPRS positioning functions.
4. The water supply pipeline hidden danger inspection integrated operation method as claimed in claim 1, wherein: in the substep (4), the risk assessment is specifically based on a modeling technology, a pipeline hidden danger risk assessment model is established, the numerical recording of investigation information is realized by carrying out parameterization and optional design on pipeline hidden danger investigation factors, and the pipeline hidden danger risk assessment model is utilized to realize the automatic assessment of the hidden danger risk level.
5. The water supply pipeline hidden danger inspection integrated operation method as claimed in claim 1, wherein: and in the second step, marking different colors aiming at different water supply pipelines on a water supply pipeline hidden danger inspection map of the management terminal, wherein the colors represent the level of hidden danger risks.
6. The water supply pipeline hidden danger inspection integrated operation method as claimed in claim 1, wherein: in the third step, the management terminal obtains the real-time position of the intelligent mobile terminal by adopting GPS positioning, and marks the moving route of the intelligent mobile terminal on the task route on the water supply pipeline hidden danger troubleshooting map in real time to form an operation track, wherein the colors of the route which is already investigated by the operator and the route which is not investigated by the operator are different.
7. The water supply pipeline hidden danger inspection integrated operation method as claimed in claim 5 or 6, wherein: in the second step or the third step, if no water supply pipeline hidden danger map is arranged on the intelligent mobile terminal, the map service on the server is accessed by using the longitude and latitude coordinates, the map data is obtained from the server, and the map data is drawn through the interface after being analyzed.
8. The water supply pipeline hidden danger inspection integrated operation method as claimed in claim 1, wherein: the data acquisition of the first step is specifically that an operator acquires data according to set process steps and fills the data into the intelligent mobile terminal, the intelligent mobile terminal transmits the data to a server of the management terminal after completing the acquisition of each item of data, and the server of the management terminal evaluates the hidden danger level of the item according to a set standard; after the project evaluation of each large class is completed, the server of the management terminal automatically evaluates the hidden danger level of the large class, and after the evaluation of all the large classes is completed, the management terminal evaluates the operation risk level of the pipeline according to the standard.
9. Computer-readable storage medium, on which a computer program is stored, which program, when being executed by a processor, carries out the integrated service method of water supply line hazard clearance according to any one of claims 1 to 8.
10. A terminal, characterized by: the water supply line hidden danger troubleshooting integrated operation method comprises a processor and a computer program which is stored on a memory and can run on the processor, wherein the processor executes the computer program to realize the water supply line hidden danger troubleshooting integrated operation method according to any one of claims 1 to 8.
CN201910454608.4A 2019-05-29 2019-05-29 Water supply pipeline hidden danger troubleshooting integrated operation method, computer readable storage medium and terminal Pending CN110610244A (en)

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Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112101181A (en) * 2020-09-10 2020-12-18 湖北烽火平安智能消防科技有限公司 Automatic hidden danger scene recognition method and system based on deep learning
CN114693193A (en) * 2022-06-02 2022-07-01 中国人民解放军海军工程大学 Equipment scientific research project risk factor evaluation system and method

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