CN110505452B - Capital construction power transmission project progress monitoring method and monitoring system - Google Patents
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Abstract
The invention relates to the technical field of power construction, and particularly discloses a method and a system for monitoring the progress of infrastructure power transmission engineering, wherein the method comprises the following steps: acquiring the field image data of each node; establishing an engineering image model corresponding to the capital construction power transmission engineering, wherein the engineering image model comprises a plurality of areas to be filled, which correspond to the nodes one by one; and filling corresponding construction progress information into the area to be filled corresponding to the node according to the on-site image data of each node. The invention provides a method and a system for monitoring the progress of a capital construction power transmission project, which can realize automatic monitoring of the construction progress of each node of the capital construction power transmission project and have the advantages of high efficiency, high accuracy, high updating speed and the like.
Description
Technical Field
The invention relates to the technical field of power construction, in particular to a method and a system for monitoring the progress of infrastructure power transmission engineering.
Background
Generally, a complete infrastructure power transmission project needs to go through numerous processes of foundation excavation, foundation pouring, iron tower erection, spanning frame erection, lead erection and the like, and electric power personnel need to control progress of each node along the whole infrastructure power transmission project. The current main practice is to adopt a traditional manual management and control mode, namely, to perform on-site survey and supervision on each node or to acquire the construction progress of each node in a telephone, oral report, picture transmission and other modes. As the problems of long length of a radiation area, complex terrain conditions, more high-altitude operations, more cross operations and the like generally exist in the capital construction power transmission project, the difficulty of manual management and control is very high.
At present, the manual management and control mode for the infrastructure power transmission project has the problems of low efficiency, low accuracy, low updating speed and the like, so that the existing management and control mode needs to be improved to improve the intelligent level of project management, the management level of an iterative optimization auxiliary project and the lean level of project management.
Disclosure of Invention
The invention aims to provide a method and a system for monitoring the progress of a capital construction power transmission project, which can realize automatic monitoring of the construction progress of each node of the capital construction power transmission project and have the advantages of high efficiency, high accuracy, high updating speed and the like.
In order to achieve the above object, in one aspect, the present invention provides a method for monitoring the progress of a infrastructure power transmission project, which is used for monitoring the construction progress of a plurality of nodes on the infrastructure power transmission project, and includes:
acquiring the field image data of each node;
establishing an engineering image model corresponding to the capital construction power transmission engineering, wherein the engineering image model comprises a plurality of areas to be filled, which correspond to the nodes one by one;
and filling corresponding construction progress information into the area to be filled corresponding to the node according to the on-site image data of each node.
Preferably, the live image data includes aerial image data, and the acquiring the live image data of each node includes:
establishing a route based on the capital construction power transmission project, wherein the route passes through all the nodes to be monitored;
shooting each node along the route to obtain aerial image data of each node;
uploading the aerial image data to the storage position matched with the corresponding node.
Preferably, the live image data includes ground image data, and the acquiring the live image data of each node includes:
performing ground image data rephotography on each node;
and uploading the ground image data to a storage position matched with the corresponding node.
Preferably, the construction progress information is display image data, and the filling of the corresponding construction progress information in the to-be-filled area corresponding to the node according to the on-site image data of each node includes:
selecting a part of all on-site image data corresponding to the node as display image data;
and filling the display image data into the region to be filled corresponding to the node.
Preferably, after acquiring the live image data of each node, the method further includes:
and identifying the on-site image data through an image identification model to obtain the construction progress of each node.
Preferably, the construction progress information includes predetermined image data and text information, and filling corresponding construction progress information into the to-be-filled area corresponding to the node according to the on-site image data of each node specifically includes:
and filling the preset image data and the character information into the corresponding area to be filled according to the construction progress of each node.
Preferably, the identifying the on-site image data through the image identification model further includes, after the construction progress of each node is obtained:
and carrying out progress statistics according to the construction progress of each node to form a summary report in at least one form of image data, tables, videos and characters.
Preferably, before the image recognition model is used to recognize the on-site image data and obtain the construction progress of each node, the method further includes:
establishing an image recognition model based on a deep learning algorithm;
inputting project progress image data of different periods of a given project and construction progress information corresponding to the project progress image data into the image recognition model;
starting sample training, extracting identification features from the project progress image data, and acquiring the corresponding relation between the identification features and the construction progress;
and iteratively optimizing the image recognition model according to the corresponding relation between the recognition characteristics and the construction progress.
On the other hand, the invention also provides a monitoring system for monitoring the construction progress of a plurality of nodes on the infrastructure power transmission project, which comprises the following steps:
the image data acquisition equipment is used for acquiring the field image data of each node;
the electronic display terminal is used for establishing an engineering image model corresponding to the capital construction power transmission engineering, and the engineering image model comprises a plurality of areas to be filled which correspond to the nodes one by one; and filling corresponding construction progress information into the area to be filled corresponding to the node according to the on-site image data of each node.
Preferably, the image data acquiring apparatus includes:
the aerial photography unmanned aerial vehicle is used for establishing a route based on the capital construction power transmission project, and the route passes through all the nodes to be monitored; shooting each node along the route to obtain aerial image data of each node;
the ground camera is used for carrying out ground image data complementary shooting on each node; and uploading the ground image data to a storage position matched with the corresponding node.
The invention has the beneficial effects that: the method and the system for monitoring the progress of the capital construction power transmission project can realize automatic monitoring of the construction progress of each node of the capital construction power transmission project, and have the advantages of high efficiency, high accuracy, high updating speed and the like.
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In order to more clearly illustrate the technical solutions in the present embodiment or the prior art, the drawings needed to be used in the description of the embodiment or the prior art will be briefly introduced below, and it is obvious that the drawings in the following description are only some embodiments of the present invention, and it is obvious for those skilled in the art to obtain other drawings according to these drawings without inventive labor.
Fig. 1 is a flowchart of a method for monitoring a progress of a infrastructure power transmission project according to an embodiment of the present invention;
fig. 2 is a flowchart of a method for monitoring a progress of a infrastructure power transmission project according to a second embodiment of the present invention.
Detailed Description
In order to make the objects, features and advantages of the present invention more obvious and understandable, the technical solutions in the embodiments will be clearly and completely described below with reference to the drawings in the embodiments, and it is apparent that the embodiments described below are only a part of embodiments of the present invention, and not all embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
Example one
The embodiment provides a method for monitoring the progress of a infrastructure power transmission project, which is used for monitoring the construction progress of a plurality of nodes on the infrastructure power transmission project, is suitable for application scenarios in the field of power construction, and can improve the efficiency of monitoring the construction progress of the infrastructure power transmission project.
Fig. 1 is a flowchart of a method for monitoring a progress of a infrastructure power transmission project according to a first embodiment of the present invention.
Referring to fig. 1, the method for monitoring the progress of the capital construction power transmission project includes the following steps:
s10: and acquiring the field image data of each node.
The live image data includes aerial image data and ground image data, and specifically, the S10 includes:
s101: establishing a route based on the capital construction power transmission project, wherein the route passes through all the nodes to be monitored;
s102: shooting each node along the route to obtain aerial image data of each node;
s103: uploading the aerial image data to a storage position matched with the corresponding node;
s104: performing ground image data rephotography on each node;
s105: and uploading the ground image data to a storage position matched with the corresponding node.
It should be noted that the image data may be at least one of a photograph, a video and a voice.
It can be understood that, after the air route is established for the aerial photography unmanned aerial vehicle, the unmanned aerial vehicle can automatically shoot at the appointed geographical position, the whole process is automatic, manual interference is not needed, and therefore the unmanned aerial vehicle can be used as a main source of on-site image data. When partial details or special conditions need to pay attention, the supplementary shooting can be manually carried out on the ground through a mobile phone or a camera and the like.
S20: and establishing an engineering image model corresponding to the capital construction power transmission engineering, wherein the engineering image model comprises a plurality of areas to be filled, which correspond to the nodes one by one.
It can be understood that the specific software can be installed in an electronic display terminal such as a computer or a mobile phone, and the display interface of the software is a three-dimensional image of the whole infrastructure electric power project, wherein a blank space is left at each node for filling.
S30: and filling corresponding construction progress information into the area to be filled corresponding to the node according to the on-site image data of each node.
The construction progress information is display image data, and preferably, S30 includes:
s301: selecting a part of all on-site image data corresponding to the node as display image data;
s302: and filling the display image data into the region to be filled corresponding to the node.
The method can randomly select a plurality of pictures or videos from all on-site image data corresponding to the nodes as display image data, can also select a plurality of pictures or videos with highest similarity as display image data, and after the display image data are filled in an area to be filled, an electric power worker can directly see the on-site image data of each node on a display interface of the software by only opening the software, and can judge the current construction progress of the node through the on-site image data, so that the method is very visual. Such a display mode is favorable to the direct observation construction situation of power personnel.
According to the infrastructure power transmission project progress monitoring method provided by the embodiment, the photo obtaining and uploading can be automatically carried out by the aerial photography unmanned aerial vehicle, and electric power personnel are not required to follow the photography to the site, so that the obtaining period interval of the site image data can be greatly reduced, the updating speed of the site image data is improved, and the construction progress misinformation caused by great delay in displaying the image data is avoided.
The method for monitoring the progress of the capital construction power transmission project can be used for monitoring the construction progress in the technical field of power construction, on-site image data are obtained in modes of aerial photography of the unmanned aerial vehicle and ground artificial compensation photography, image model display is carried out in software according to the on-site image data, the monitoring efficiency can be effectively improved, manpower is saved, the accuracy is improved, and the updating speed is increased.
Example two
And the second embodiment adds an image recognition function on the basis of the first embodiment, and further refines the step of monitoring the construction progress.
Fig. 2 is a flowchart of a method for monitoring a progress of a infrastructure power transmission project according to the second embodiment.
Referring to fig. 2, the method for monitoring the progress of the capital construction power transmission project includes the following steps:
s10: and acquiring the field image data of each node.
The live image data includes aerial image data and ground image data, and specifically, the S10 includes:
s101: establishing a route based on the capital construction power transmission project, wherein the route passes through all the nodes to be monitored;
s102: shooting each node along the route to obtain aerial image data of each node;
s103: uploading the aerial image data to a storage position matched with the corresponding node;
s104: performing ground image data rephotography on each node;
s105: and uploading the ground image data to a storage position matched with the corresponding node.
It should be noted that the image data may be at least one of a photograph, a video and a voice.
It can be understood that, after the air route is established for the aerial photography unmanned aerial vehicle, the unmanned aerial vehicle can automatically shoot at the appointed geographical position, the whole process is automatic, manual interference is not needed, and therefore the unmanned aerial vehicle can be used as a main source of on-site image data. When partial details or special conditions need to pay attention, the supplementary shooting can be manually carried out on the ground through a mobile phone or a camera and the like.
S20: and acquiring an image recognition model after iterative optimization.
Specifically, the S20 includes:
s201: establishing an image recognition model based on a deep learning algorithm;
s202: inputting project progress image data of different periods of a given project and construction progress information corresponding to the project progress image data into the image recognition model;
s203: starting sample training, extracting identification features from the project progress image data, and acquiring the corresponding relation between the identification features and the construction progress;
s204: and iteratively optimizing the image recognition model according to the corresponding relation between the recognition characteristics and the construction progress.
It should be noted that a specific deep learning algorithm is technically implemented, which is not the focus of the embodiment, and is not described herein again.
S30: and identifying the on-site image data through an image identification model to obtain the construction progress of each node.
It can be understood that the identification features of the image identification models can be extracted by inputting the field image data into the image identification models one by one, and the construction progress corresponding to the field image data can be known according to the identification features. For example, if the on-site image data includes the identification feature of the foundation being poured, it can be determined that the node is in the foundation pouring stage.
S40: and establishing an engineering image model corresponding to the capital construction power transmission engineering, wherein the engineering image model comprises a plurality of areas to be filled, which correspond to the nodes one by one.
It can be understood that the specific software can be installed in an electronic display terminal such as a computer or a mobile phone, and the display interface of the software is a three-dimensional image of the whole infrastructure electric power project, wherein a blank space is left at each node for filling.
S50: and filling corresponding construction progress information into the area to be filled corresponding to the node according to the on-site image data of each node.
In this embodiment, the construction progress information includes predetermined image data and text information. Preferably, S30 is specifically: and filling the preset image data and the character information into the corresponding area to be filled according to the construction progress of each node.
The predetermined image data may be from live image data or may be pre-specified image data different from the live image data. For example, as long as the node is identified as being in the stage of pouring the foundation in step S40, a cartoon or animation that is pouring the foundation is filled in the area to be filled corresponding to the node, and text information of "pouring the foundation" is filled in. By adopting the mode, the pictures displayed in the area to be filled corresponding to all the nodes at the same construction progress are the same, and the setting can ensure that the display interface is neat and beautiful and is not messy.
S60: and carrying out progress statistics according to the construction progress of each node to form a summary report in at least one form of image data, tables, videos and characters.
Due to the fact that the text information is provided, some related data can be automatically counted, for example, the number of nodes which are pouring foundation and the number of nodes which are slower than the planned schedule can be automatically counted, and an image-text and table report can be automatically generated, so that reporting is facilitated.
According to the infrastructure power transmission project progress monitoring method provided by the embodiment, the photo obtaining and uploading can be automatically carried out by the aerial photography unmanned aerial vehicle, and electric power personnel are not required to follow the photography to the site, so that the obtaining period interval of the site image data can be greatly reduced, the updating speed of the site image data is improved, and the construction progress misinformation caused by great delay in displaying the image data is avoided.
EXAMPLE III
The monitoring system provided by the embodiment of the invention can be used for executing the method for monitoring the progress of the infrastructure power transmission project provided by the embodiment of the invention, and has corresponding functions and beneficial effects.
The present embodiment provides a monitoring system, including:
the image data acquisition equipment is used for acquiring the field image data of each node;
the electronic display terminal is used for establishing an engineering image model corresponding to the capital construction power transmission engineering, and the engineering image model comprises a plurality of areas to be filled which correspond to the nodes one by one; and filling corresponding construction progress information into the area to be filled corresponding to the node according to the on-site image data of each node.
Preferably, the image data acquiring apparatus includes:
the aerial photography unmanned aerial vehicle is used for establishing a route based on the capital construction power transmission project, and the route passes through all the nodes to be monitored; shooting each node along the route to obtain aerial image data of each node;
the ground camera is used for carrying out ground image data complementary shooting on each node; and uploading the ground image data to a storage position matched with the corresponding node.
Preferably, the electronic display terminal may be a desktop computer, a notebook, a tablet computer, a smart phone, or the like, in which the specified software is installed.
In the embodiments provided in the present application, it should be understood that the disclosed system, unit, apparatus and method may be implemented in other ways. For example, all the embodiments described above are merely illustrative, and for example, the division of the above units or modules is only one logical function division, and there may be other divisions when the actual implementation is performed, for example, a plurality of units, modules and components may be combined or integrated into another system, or some features may be omitted or not executed. In addition, the shown or discussed mutual coupling or direct coupling or communication connection may be an indirect coupling or communication connection through some interfaces, devices or units, and may be in an electrical, mechanical or other form.
The units described as separate parts may or may not be physically separate, and parts displayed as units may or may not be physical units, may be located in one place, or may be distributed on a plurality of network units. Some or all of the units can be selected according to actual needs to achieve the purpose of the solution of the embodiment.
In addition, functional units in the embodiments of the present application may be integrated into one processing unit, or each unit may exist alone physically, or two or more units are integrated into one unit. The integrated unit can be realized in a form of hardware, and can also be realized in a form of a software functional unit.
The integrated unit, if implemented in the form of a software functional unit and sold or used as a stand-alone product, may be stored in a computer readable storage medium. Based on such understanding, the technical solution of the present application may be substantially implemented or contributed to by the prior art, or all or part of the technical solution may be embodied in a software product, which is stored in a computer-readable storage medium and includes instructions for causing a terminal device (which may be a mobile phone, a notebook, or other electronic device) to perform all or part of the steps of the method according to the embodiments of the present application. And the aforementioned storage medium includes: a U-disk, a removable hard disk, a Read-Only Memory (ROM), a Random Access Memory (RAM), a magnetic disk or an optical disk, and other various media capable of storing program codes.
The above examples are only intended to illustrate the technical solution of the present invention, but not to limit it; although the present invention has been described in detail with reference to the foregoing embodiments, it will be understood by those of ordinary skill in the art that: the technical solutions described in the foregoing embodiments may still be modified, or some technical features may be equivalently replaced; and such modifications or substitutions do not depart from the spirit and scope of the corresponding technical solutions of the embodiments of the present invention.
Claims (3)
1. A method for monitoring the progress of a capital construction power transmission project is used for monitoring the construction progress of a plurality of nodes on the capital construction power transmission project, and is characterized by comprising the following steps:
acquiring the field image data of each node; the on-site image data comprises aerial image data and ground image data, and the acquiring of the on-site image data of each node comprises:
establishing a route based on the capital construction power transmission project, wherein the route passes through all the nodes to be monitored;
shooting each node along the route to obtain aerial image data of each node;
uploading the aerial image data to a storage position matched with the corresponding node;
performing ground image data rephotography on each node;
uploading the ground image data to a storage position matched with the corresponding node;
establishing an engineering image model corresponding to the capital construction power transmission engineering, wherein the engineering image model comprises a plurality of areas to be filled, which correspond to the nodes one by one;
filling corresponding construction progress information into the area to be filled corresponding to the node according to the on-site image data of each node; the construction progress information is display image data, and filling corresponding construction progress information in the to-be-filled area corresponding to each node according to the on-site image data of the node comprises the following steps:
selecting a part of all on-site image data corresponding to the node as display image data;
filling the display image data into the region to be filled corresponding to the node;
establishing an image recognition model based on a deep learning algorithm;
inputting project progress image data of different periods of a given project and construction progress information corresponding to the project progress image data into the image recognition model;
starting sample training, extracting identification features from the project progress image data, and acquiring the corresponding relation between the identification features and the construction progress;
iteratively optimizing the image recognition model according to the corresponding relation between the recognition characteristics and the construction progress;
identifying the on-site image data through an image identification model to obtain the construction progress of each node;
and carrying out progress statistics according to the construction progress of each node to form a summary report in at least one form of image data, tables, videos and characters.
2. A monitoring system adapted to the method for monitoring the progress of a infrastructure power transmission project according to claim 1, for monitoring the progress of construction of a plurality of nodes on the infrastructure power transmission project, comprising:
the image data acquisition equipment is used for acquiring the field image data of each node;
the electronic display terminal is used for establishing an engineering image model corresponding to the capital construction power transmission engineering, and the engineering image model comprises a plurality of areas to be filled which correspond to the nodes one by one; and filling corresponding construction progress information into the area to be filled corresponding to the node according to the on-site image data of each node.
3. The monitoring system of claim 2, wherein the image data acquisition device comprises:
the aerial photography unmanned aerial vehicle is used for establishing a route based on the capital construction power transmission project, and the route passes through all the nodes to be monitored; shooting each node along the route to obtain aerial image data of each node;
the ground camera is used for carrying out ground image data complementary shooting on each node; and uploading the ground image data to a storage position matched with the corresponding node.
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