CN108989756A - Construction engineering quality monitoring method, device and storage medium - Google Patents
Construction engineering quality monitoring method, device and storage medium Download PDFInfo
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- CN108989756A CN108989756A CN201810887140.3A CN201810887140A CN108989756A CN 108989756 A CN108989756 A CN 108989756A CN 201810887140 A CN201810887140 A CN 201810887140A CN 108989756 A CN108989756 A CN 108989756A
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N7/00—Television systems
- H04N7/18—Closed-circuit television [CCTV] systems, i.e. systems in which the video signal is not broadcast
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Abstract
The application provides a kind of construction engineering quality monitoring method, device and storage medium, wherein, this method comprises: obtaining architectural engineering image at the quality-monitoring point of architectural engineering to be monitored, and the architectural engineering image is input in defect inspection model and obtains defect inspection result, the defect inspection model is trained to historical building engineering image, finally according to the defect inspection result and default security information, determine the architectural engineering to be monitored with the presence or absence of safety problem.Automatic monitoring, the supervision that construction engineering quality may be implemented in the technical solution have saved personal monitoring and have obtained the human cost of monitoring data, and monitoring efficiency is high.
Description
Technical field
This application involves field of computer technology more particularly to a kind of construction engineering quality monitoring methods, device and storage
Medium.
Background technique
Industrial and Civil Engineering management in, it usually needs in time several years after examination to construction engineering quality into
Row monitoring, to supervise construction quality.Construction engineering quality monitoring refers to be forced according to national relevant laws, regulation, engineering construction
Property standard and design document, to the material of construction project, component and fitting, equipment and engineering entity quality, function etc. is used to carry out
Test the activity for determining its mass property.
In the prior art, construction engineering quality monitoring method goes out architectural engineering mainly periodically by manual measurement
The problems such as existing crack, wall skin peel off carries out record measurement, analysis comparison is then carried out, if had exceeded as defined in safety standard
Degree, it is determined that architectural engineering has certain problems.
However, need in above-mentioned construction engineering quality monitoring method by manually obtaining monitoring data, and handled
At high cost, monitoring efficiency is low.
Summary of the invention
The application provides a kind of construction engineering quality monitoring method, device and storage medium, to overcome existing building engineering
Needed in quality monitoring method by manually obtain monitoring data and manually handled caused by it is at high cost, monitoring efficiency is low
Problem.
A kind of construction engineering quality monitoring method that the application first aspect provides, comprising:
Architectural engineering image is obtained at the quality-monitoring point of architectural engineering to be monitored；
The architectural engineering image is input in defect inspection model and obtains defect inspection as a result, the defect inspection mould
Type is trained to historical building engineering image；
According to the defect inspection result and default security information, determine the architectural engineering to be monitored with the presence or absence of safety
Problem.
Optionally, in a kind of possible implementation of first aspect, the quality-monitoring in architectural engineering to be monitored
Architectural engineering image is obtained at point, comprising:
The architectural engineering image is obtained at the quality-monitoring point of the architectural engineering to be monitored using video camera, it is described
Video camera is binocular camera or monocular-camera.
Optionally, described according to the defect inspection result and pre- in the alternatively possible implementation of first aspect
If security information, determine the architectural engineering to be monitored with the presence or absence of safety problem, comprising:
According to the defect inspection as a result, judging the surface of the architectural engineering to be monitored with the presence or absence of defect；
In the surface existing defects of the architectural engineering to be monitored, the defect information of the defect, the defect are determined
Information includes: defect classification, defective locations and defect size；
According to the defect information of the defect default security information corresponding with the defect, the building to be monitored is determined
Engineering whether there is safety problem.
Optionally, in the above-mentioned possible implementation of first aspect, the defect information is included at least following any one
Kind:
Crackle, crack position and crack spacing；
It peels off, peel off position and peel off size；
Protrusion, raised position and height of projection.
It optionally, include: crackle, crackle position in the defect information in the above-mentioned possible implementation of first aspect
It sets and when crack spacing, the default security information includes: default crackle safety zone and default crack spacing threshold value；
Correspondingly, the defect information according to the defect default security information corresponding with the defect, determines institute
Architectural engineering to be monitored is stated with the presence or absence of safety problem, comprising:
Judge whether the crack position is located in the default crackle safety zone and whether the crack spacing is less than
The default crack spacing threshold value；
If so, determining that safety problem is not present in the architectural engineering to be monitored, if not, it is determined that the building to be monitored
There are safety problems for engineering.
Optionally, described according to the defect inspection result and pre- in another possible implementation of first aspect
If security information, after determining that the architectural engineering to be monitored whether there is safety problem, the method also includes:
If it is determined that there are safety problems for the architectural engineering to be monitored, then following one or more operations are executed:
Warning message is sent to monitoring personnel；
It stores the defect inspection result as log into monitor database；
The architectural engineering image and the defect inspection result are input in the defect inspection model to optimize
The defect inspection model.
The application second aspect provides a kind of construction engineering quality monitoring device, comprising: obtain module, processing module and really
Cover half block；
The acquisition module, for obtaining architectural engineering image at the quality-monitoring of architectural engineering to be monitored point；
The processing module obtains defect inspection knot for the architectural engineering image to be input in defect inspection model
Fruit, the defect inspection model are trained to historical building engineering image；
The determining module, for according to the defect inspection result and default security information, determining described to be monitored build
Engineering is built with the presence or absence of safety problem.
Optionally, in a kind of possible implementation of second aspect, the acquisition module, in building work to be monitored
Architectural engineering image is obtained at the quality-monitoring point of journey, specifically:
The acquisition module, specifically for being obtained at the quality-monitoring point of the architectural engineering to be monitored using video camera
The architectural engineering image, the video camera are binocular camera or monocular-camera.
Optionally, in the alternatively possible implementation of second aspect, the determining module, for according to the defect
Monitoring result and default security information determine that the architectural engineering to be monitored whether there is safety problem, specifically:
The determining module, for according to the defect inspection as a result, judging the surface of the architectural engineering to be monitored is
No existing defects determine the defect information of the defect in the surface existing defects of the architectural engineering to be monitored, described to lack
Sunken information includes: defect classification, defective locations and defect size, corresponding with the defect according to the defect information of the defect
Default security information determines the architectural engineering to be monitored with the presence or absence of safety problem.
Optionally, in the above-mentioned possible implementation of second aspect, the defect information is included at least following any one
Kind:
Crackle, crack position and crack spacing；
It peels off, peel off position and peel off size；
Protrusion, raised position and height of projection.
It optionally, include: crackle, crackle position in the defect information in the above-mentioned possible implementation of second aspect
It sets and when crack spacing, the default security information includes: default crackle safety zone and default crack spacing threshold value；
Correspondingly, the determining module, for the defect information default peace corresponding with the defect according to the defect
Full information determines that the architectural engineering to be monitored whether there is safety problem, specifically:
The determining module, specifically for judge the crack position whether be located in the default crackle safety zone and
Whether the crack spacing is less than the default crack spacing threshold value, if so, determining that the architectural engineering to be monitored is not present
Safety problem, if not, it is determined that there are safety problems for the architectural engineering to be monitored.
Optionally, in another possible implementation of second aspect, the processing module is also used in the determination
Module determines the architectural engineering to be monitored with the presence or absence of safety problem according to the defect inspection result and default security information
Later, determining the architectural engineering to be monitored, there are when safety problem, execute following one or more operations:
Warning message is sent to monitoring personnel；
It stores the defect inspection result as log into monitor database；
The architectural engineering image and the defect inspection result are input in the defect inspection model to optimize
The defect inspection model.
A kind of construction engineering quality monitoring device that the application third aspect provides, including processor, memory and storage
On the memory and the computer program that can run on a processor, the processor are realized as above when executing described program
State method described in first aspect and each possible implementation of first aspect.
A kind of storage medium that the application fourth aspect provides is stored with instruction in the storage medium, when it is being calculated
When being run on machine, so that computer executes the method as described in above-mentioned first aspect and each possible implementation of first aspect.
Construction engineering quality monitoring method, device and storage medium provided by the embodiments of the present application, by being built to be monitored
Acquisition architectural engineering image at the quality-monitoring point of engineering is built, which is input in defect inspection model and is obtained
Defect inspection is as a result, the defect inspection model is to be trained to historical building engineering image, and then lacked according to above-mentioned
Monitoring result and default security information are fallen into, determines architectural engineering to be monitored with the presence or absence of safety problem.It can be in the technical solution
Automatic monitoring, the supervision for realizing construction engineering quality, have saved personal monitoring and have obtained the human cost of monitoring data, monitoring
It is high-efficient.
Detailed description of the invention
Fig. 1 is the structural schematic diagram that construction engineering quality provided by the embodiments of the present application monitors system；
Fig. 2 is the flow chart of construction engineering quality monitoring method embodiment one provided by the embodiments of the present application；
Fig. 3 is the flow chart of construction engineering quality monitoring method embodiment two provided by the embodiments of the present application；
Fig. 4 is the flow chart of construction engineering quality monitoring method embodiment three provided by the embodiments of the present application；
Fig. 5 is the structural schematic diagram of construction engineering quality monitoring device embodiment one provided by the embodiments of the present application；
Fig. 6 is the structural schematic diagram of construction engineering quality monitoring device embodiment two provided by the embodiments of the present application.
Specific embodiment
To keep the purposes, technical schemes and advantages of the embodiment of the present application clearer, below in conjunction with the embodiment of the present application
In attached drawing, the technical scheme in the embodiment of the application is clearly and completely described, it is clear that described embodiment is
Some embodiments of the present application, instead of all the embodiments.Based on the embodiment in the application, those of ordinary skill in the art
Every other embodiment obtained without creative efforts, shall fall in the protection scope of this application.
Construction engineering quality monitoring method provided by the embodiments of the present application is applied in construction engineering quality monitoring system, figure
1 monitors the structural schematic diagram of system for construction engineering quality provided by the embodiments of the present application.As shown in Figure 1, the architectural engineering matter
Amount monitoring system includes: architectural engineering 11 to be monitored, the camera shooting being arranged at the quality-monitoring point 110 of architectural engineering 11 to be monitored
Unit 12 and processing platform 13.Optionally, which may include at least one video camera, and each video camera can be with
The image of architectural engineering 11 to be monitored is shot at the quality-monitoring point of setting, and the image taken is sent to the processing and is put down
Platform 13, so as to obtain defect to the image progress defect inspection received using defect inspection model in processing platform 13 is arranged in
Monitoring result finally determines that architectural engineering 11 to be monitored is asked with the presence or absence of safety according to defect inspection result and default security information
Topic.
Optionally, as shown in Figure 1, the processing platform 13 may include defect inspection model 131, communication unit 132 and deposit
Storage unit 133.Embodiment shown in fig. 1 includes a defect prison to image unit 12 including n video camera, the processing platform 13
It is illustrated for survey model, a communication unit and a storage unit.
Optionally, in construction engineering quality monitoring system shown in Fig. 1, to image the bat of the video camera 121 in unit 12
The image for taking the photograph architectural engineering 11 to be monitored is illustrated.Specifically, being shot using the video camera 121 being arranged at quality-monitoring point
Architectural engineering image, and processing platform 13 is sent it to, the communication unit 132 of processing platform 13 receives the architectural drawings
As after, it is transmitted to defect inspection model 131, and corresponding processing operation is executed by defect inspection model 131 and obtains defect
Monitoring result can finally store the defect inspection result into storage unit 133.
Optionally, the defect inspection model 131 of processing platform 13 can be the processor with processing function, not only may be used
To carry out defect inspection to the image received, communication unit 132 can also be passed through into camera shooting unit 12 in particular moment
Some video camera emits shooting instruction, and then controls video camera in particular moment shooting image etc..The embodiment of the present application is not right
The concrete operations content of defect inspection model 131 is defined, can be determine according to actual needs.Optionally, drawbacks described above
Monitoring model 131 can be realized by processor or controller, for example, defect inspection model 131 can be by central processing unit
(central processing unit, CPU), general processor, digital signal processor (digital signal
Processor, DSP) etc. any one of or any at least two combination realize.
The communication unit 132 of processing platform 13 is for realizing the communication between processing platform 13 and camera shooting unit 12.This is logical
Letter unit 132 can be communication interface, transceiver, transmission circuit etc..It is appreciated that communication interface mentioned here is to be referred to as,
It may include one or more interfaces.
The storage unit 133 of processing platform 13 is for storing data.The storage unit 133 for example can be in processing platform
LU or FS for being divided on 13 etc..That is, in the physical store of processing platform 13 logical partitioning LU or FS.Wherein, referred to herein
FS for the FS of access service, such as Shared Folders can be provided for camera shooting unit by network.
Optionally, the processing platform in the embodiment of the present application can execute corresponding software by the processor on terminal device
Code, and other hardware entities is combined to realize, it can also be realized by server, the embodiment of the present application is simultaneously not limited thereof.
The embodiment of the present application be directed to existing artificial acquisition monitoring data, and handled it is at high cost, monitoring time is longer,
Ineffective problem proposes a kind of construction engineering quality monitoring method, passes through the quality prison in architectural engineering to be monitored
Architectural engineering image is obtained at measuring point, and be entered into defect inspection model obtain defect inspection as a result, by its with it is default
Security information is compared, and can automatically determine that architectural engineering to be monitored with the presence or absence of safety problem, reduces costs,
It improves work efficiency.
System is monitored with construction engineering quality shown in FIG. 1 below, by specific embodiment to the technical solution of the application
It is described in detail.It should be noted that these specific embodiments can be combined with each other below, for the same or similar
Concept or process may repeat no more in certain embodiments.Below in conjunction with attached drawing, embodiments herein is described.
It is appreciated that the processing movement of processing platform is realized by the processing unit of processing platform in following embodiments,
Communication between processing platform and camera shooting unit is realized by the communication unit of processing platform, subsequent no longer to illustrate one by one.
Fig. 2 is the flow chart of construction engineering quality monitoring method embodiment one provided by the embodiments of the present application.This method is real
The executing subject for applying example can be processing platform in construction engineering quality monitoring system shown in above-mentioned Fig. 1.As shown in Fig. 2, this
Apply for the construction engineering quality monitoring method that embodiment provides, may include steps of:
Step 21: architectural engineering image is obtained at the quality-monitoring point of architectural engineering to be monitored.
Optionally, in embodiments herein, when needing to monitor the quality of architectural engineering to be monitored, it is first determined go out
The quality-monitoring point of architectural engineering to be monitored, and then architectural engineering image is obtained at quality-monitoring point.
Optionally, as an example, which can specifically be accomplished in that using video camera to be monitored
Architectural engineering image is obtained at the quality-monitoring point of architectural engineering, wherein the video camera is binocular camera or monocular-camera.
Optionally, the number of the quality-monitoring point of architectural engineering to be monitored can be one or more, correspondingly, can be
Video camera is placed at each quality-monitoring point, the number of specific video camera can be one or more, and then can be each
Architectural engineering image is shot using one or more video cameras of setting at quality-monitoring point.Optionally, the embodiment of the present application is simultaneously
The number of quality-monitoring point and video camera is not limited, can be set according to the actual situation.
Optionally, in embodiments herein, which is also possible to monocular camera shooting either binocular camera
Machine, although binocular camera and monocular-camera can shoot the image of architectural engineering to be monitored, according to binocular camera shooting
The architectural engineering image of machine shooting can also determine video camera at a distance from architectural engineering to be monitored.
Step 22: above-mentioned architectural engineering image being input in defect inspection model and obtains defect inspection as a result, the defect
Monitoring model is trained to historical building engineering image.
Optionally, in embodiments herein, processing platform (for example, electronic equipment or server) gets to be monitored
After the architectural engineering image of architectural engineering, which can be input to running defect prison on processing platform
It surveys in model, defect inspection is executed by defect inspection model, and then obtain defect inspection result.
It is worth noting that the defect inspection model run on processing platform is by instructing to historical building engineering picture
It gets.Specifically, defect inspection model can use convolutional neural networks (convolutional neural
Networks, CNNs) structure, the specific can be that depth convolutional neural networks.Optionally, in training defect inspection model,
Input of the architectural engineering image that can be will acquire as defect inspection model obtains architectural engineering using convolutional neural networks
Feature in image determines defect present in architectural engineering image.
Step 23: according to drawbacks described above monitoring result and default security information, determining that architectural engineering to be monitored whether there is
Safety problem.
It optionally,, can be with after obtaining the defect inspection result of architectural engineering to be monitored in embodiments herein
According to the default security information in the defect information and processing platform determined, determine that the architectural engineering to be monitored whether there is
Safety problem.
For example, when determine that there are cracks for the surface of architectural engineering to be monitored, at this time may be used according to drawbacks described above monitoring result
To obtain the length and width of position and crack where crack, above-mentioned default security information may include that crack is corresponding
Default safety zone and default secure threshold, so the position where can be determined that crack whether be located in default safety zone with
And whether the length and width in crack meets default secure threshold, if above two be all satisfied requirement, then it is assumed that building to be monitored
Safety problem is not present in engineering, otherwise it is assumed that there are safety problems for architectural engineering to be monitored.
Construction engineering quality monitoring method provided by the embodiments of the present application, passes through the quality-monitoring in architectural engineering to be monitored
Architectural engineering image is obtained at point, which is input in defect inspection model and obtains defect inspection as a result, should
Defect inspection model is to be trained to historical building engineering image, and then according to drawbacks described above monitoring result and preset
Security information determines architectural engineering to be monitored with the presence or absence of safety problem.Construction engineering quality may be implemented in the technical solution
Automatic monitoring, supervision, saved personal monitoring and obtained the human cost of monitoring data, monitoring efficiency is high.
Optionally, on the basis of the above embodiments, Fig. 3 is construction engineering quality monitoring side provided by the embodiments of the present application
The flow chart of method embodiment two.As shown in figure 3, in construction engineering quality monitoring method provided in this embodiment, above-mentioned steps
23 (according to drawbacks described above monitoring result and default security information, determining architectural engineering to be monitored with the presence or absence of safety problem) can be with
It is achieved by the steps of:
Step 31: according to drawbacks described above monitoring result, judging the surface of architectural engineering to be monitored with the presence or absence of defect.
Optionally, in embodiments herein, after obtaining defect inspection result according to defect inspection model,
To determine that the surface of architectural engineering to be monitored whether there is defect according to the defect inspection result, for example, crackle, protrusion, peeling,
Wherein, the peeling that can refer to wall skin is peeled off, can also refer to the peeling of lacquer painting.
Step 32: in the surface existing defects of above-mentioned architectural engineering to be monitored, determining the defect information of the defect.
Wherein, which includes: defect classification, defective locations and defect size.
Optionally, in embodiments herein, on the surface for determining architectural engineering to be monitored according to defect inspection result
When existing defects, the defect can be analyzed according to the shape of defect, size and location in architectural engineering image, and then really
Defect information of the defect in architectural engineering to be monitored is made, for example, defect classification, defective locations and defect size (face
Product).
Optionally, in the embodiment of the application, the defect information of drawbacks described above, include at least it is following any one:
Crackle, crack position and crack spacing；
It peels off, peel off position and peel off size；
Protrusion, raised position and height of projection.
For example, if can determine the defect class of the defect when the defects of architectural engineering image shape is linear, strip
Not Wei crackle, and then the scaling of the position and video camera according to the crackle in architectural engineering image determines crackle
Specific location in architectural engineering to be monitored, and according to each boundary point of crackle and the relative distance on ground, determine this
The size (or spacing or area) of crackle.
Similar, according to the defects of architectural engineering image, determine that defect classification is the defect of protrusion and peeling, and
Raised position peels off position, height of projection and peeling size etc..Defect information is respectively corresponded for protrusion and peeling etc.
Determination method correspond to that the determination method of defect information is similar, and details are not described herein again with crackle.
Step 33: according to the defect information of drawbacks described above default security information corresponding with the defect, determining to be monitored build
Engineering is built with the presence or absence of safety problem.
Optionally, in embodiments herein, when the defect information for knowing defect according to obtained defect inspection result
When, then inquire to obtain the default security information of each defect, and then can be corresponding with defect respectively by the defect information of each defect
Default security information is compared, and determines architectural engineering to be monitored with the presence or absence of safety problem according to comparison result.
Optionally, processing platform has database, and it is corresponding pre- to be stored with pre-set every kind of defect in the database
It, thus, can be with when the surface existing defects for determining architectural engineering to be monitored and when obtaining the defect information of defect if security information
Database is inquired according to the defect information and obtains the corresponding default security information of every kind of defect, so that two kinds of information be compared
Compared with obtaining comparison result.
Construction engineering quality monitoring method provided by the embodiments of the present application judges building to be monitored according to defect inspection result
The surface of engineering whether there is defect, and in the surface existing defects of architectural engineering to be monitored, determine the defect information of defect,
Finally according to the defect information of defect default security information corresponding with defect, determine architectural engineering to be monitored with the presence or absence of safety
Problem.The technical solution, which automatically determines architectural engineering to be monitored with default security information by the defect information of defect, whether there is
Defect, automatic monitoring method is simple, and the accuracy monitored automatically is high.
Optionally, it is illustrated below using the defect classification of defect as crackle.
For example, when drawbacks described above information includes: crackle, crack position and crack spacing, above-mentioned default safety
Information includes: default crackle safety zone and default crack spacing threshold value.
Correspondingly, Fig. 4 is the flow chart of construction engineering quality monitoring method embodiment three provided by the embodiments of the present application.Such as
Shown in Fig. 4, in construction engineering quality monitoring method provided in this embodiment, above-mentioned steps 33 are (according to the defect of drawbacks described above
Information default security information corresponding with the defect determines architectural engineering to be monitored with the presence or absence of safety problem) it can be by such as
Lower step is realized:
Step 41: judging whether the crack position of crackle is located in default crackle safety zone；If so, thening follow the steps
42, if it is not, directly executing step 44.
It optionally, can be first when the defect classification of defect is crackle, and when getting crack position and crack spacing
The crack position is compared with preparatory crackle safety zone pre-set in database, judge the crack position whether position
In in default crackle safety zone, when only crack position does not seriously affect construction engineering quality to be monitored generation, Ke Yizai
Determine whether crack spacing is less than default crack spacing threshold value, otherwise directly terminates.
Step 42: judge whether the crack spacing of crackle is less than default crack spacing threshold value, if so, step 43 is executed, if
It is no, execute step 44.
Optionally, when the crack position of crackle is located in default crackle safety zone, then by the crack spacing and data
Pre-set default crack spacing threshold value is compared in library, judges the pass of the crack spacing Yu default crack spacing threshold value
System, and drawn a conclusion according to judging result.
Optionally, what the embodiment of the present application did not limit above-mentioned steps 41 and step 42 executes sequence, i.e. processing platform
The operation (judging whether the crack spacing of crackle is less than default crack spacing threshold value) of step 42 can be first carried out, and in the feelings for being
The operation (judging whether the crack position of crackle is located in default crackle safety zone) for executing step 41 under condition again, specifically holds
Row sequence can determines according to actual conditions, and details are not described herein again.
Step 43: determining the architectural engineering to be monitored, there is no safety problems.
Optionally, the present embodiment is illustrated with architectural engineering to be monitored there is only crackle this defect.Thus, when splitting
The crack position of line is located in default crackle safety zone and the crack spacing of crackle is less than when presetting crack spacing threshold value, can be with
Thinking the architectural engineering to be monitored, there is no safety problems.
It is worth noting that the conclusion of this step is only the defect information according to above-mentioned crackle (between crack position and crackle
Away from) obtain, but when architectural engineering to be monitored is there are the possible difference of conclusion when other defect, at this moment obtained, the application is real
It applies example and is not limited thereof.
For example, it is assumed that architectural engineering to be monitored to build the age older, thus, matter is being carried out to the architectural engineering to be monitored
When amount monitoring, the architectural engineering to be monitored is likely to be obtained there are crackle and peels off two kinds of defects, and is believed according to the defect of crackle
Breath and the defect information peeled off show that architectural engineering to be monitored whether there is the conclusion of safety problem respectively, only build when to be monitored
When building all defect of engineering and all meeting default security information, just think that the knot of safety problem is not present in architectural engineering to be monitored
By.
That is, when determine that this to be monitored is built according to the corresponding default security information of defect information and crackle of crackle
Engineering is built there is no safety problem, but according to the defect information of peeling and peel off that corresponding default security information determines should be to
Architectural engineering is monitored there are when safety problem, at this time, it is believed that there are safety problems for architectural engineering to be monitored.
Step 44: determining that there are safety problems for the architectural engineering to be monitored.
In the embodiment of the present application, even if the crack position of crackle is located in default crackle safety zone, but crackle is split
Line spacing is but not less than default crack spacing threshold value, i.e., the crack spacing occurred in architectural engineering to be monitored pacifies the life of people
It threatens entirely, so, as long as any one in crack position and crack spacing is unsatisfactory for default security information, just think
There are safety problems for the architectural engineering to be monitored.
Construction engineering quality monitoring method provided by the embodiments of the present application, with architectural engineering to be monitored there is only crackle this
Defect is illustrated, and is respectively compared all defect information of defect with default security information, and then obtain prison
Conclusion is surveyed, it is detailed to elaborate to determine architectural engineering to be monitored with the presence or absence of safety according to defect information and default security information
The scheme of problem is not only easy to realize, and determines that accuracy is high.
Optionally, in construction engineering quality monitoring method provided by the embodiments of the present application, in above-mentioned steps 23 (according to upper
Defect inspection result and default security information are stated, determines architectural engineering to be monitored with the presence or absence of safety problem) after, it can also wrap
Include following steps:
If it is determined that there are safety problems for above-mentioned architectural engineering to be monitored, then following one or more operations are executed:
Warning message is sent to monitoring personnel；
It stores drawbacks described above monitoring result as log into monitor database；
Above-mentioned architectural engineering image and defect inspection result are input in defect inspection model to optimize defect prison
Survey model.
Optionally, in the embodiment of the present application, monitoring personnel can be according to the location information and service condition of architectural engineering
It presets that there are solutions when safety problem when determining architectural engineering to be monitored, is reported for example, being sent to monitoring personnel
Alert information, and/or, which is stored as log to monitor database neutralize/or, by architectural engineering image with
Defect inspection result is input in defect inspection model to optimize drawbacks described above monitoring model etc..
Specifically, as an example, pacifying when determining that architectural engineering to be monitored exists according to drawbacks described above monitoring result
When full problem, defective locations existing for construction engineering surface are not in default defect safety zone and defect size is lacked beyond default
Fall into threshold value, at this point it is possible to monitoring personnel's alert so that monitoring personnel position in time the classification of defect, position and
Defect size information, and provide solution.
As another example, when determining architectural engineering to be monitored according to drawbacks described above monitoring result, there are safety problems
When, it can store drawbacks described above monitoring result as log into monitor database, i.e., by defect classification, the defective bit of defect
Set with defect size as log storage into monitor database, and then it can be screened, utilize the history filtered out
Architectural engineering image updates drawbacks described above monitoring model.
As another example, when determining architectural engineering to be monitored according to drawbacks described above monitoring result, there are safety problems
When, above-mentioned architectural engineering image and corresponding drawbacks described above monitoring result directly can also be input to drawbacks described above monitoring model
In to optimize drawbacks described above monitoring model, i.e., directly using architectural engineering, there are the architectural engineering images of safety problem as defect
The input of monitoring model, output of the defect inspection result as defect inspection model, to optimize the defect inspection model, Jin Erti
The monitoring precision of high defect inspection model.
It is worth noting that the embodiment of the present application is not limited to and determines architectural engineering to be monitored there are when safety problem
The executable above-mentioned one or more operations of above-mentioned processing platform, can be determined, details are not described herein again according to the actual situation.
Following is the application Installation practice, can be used for executing the application embodiment of the method.It is real for the application device
Undisclosed details in example is applied, the application embodiment of the method is please referred to.
Fig. 5 is the structural schematic diagram of construction engineering quality monitoring device embodiment one provided by the embodiments of the present application.Such as Fig. 5
Shown, construction engineering quality monitoring device provided by the embodiments of the present application may include: to obtain module 51,52 and of processing module
Determining module 53.
Wherein, acquisition module 51, for obtaining architectural engineering image at the quality-monitoring of architectural engineering to be monitored point；
The processing module 52 obtains defect inspection knot for the architectural engineering image to be input in defect inspection model
Fruit, the defect inspection model are trained to historical building engineering image；
The determining module 53, for according to the defect inspection result and default security information, determining described to be monitored build
Engineering is built with the presence or absence of safety problem.
Optionally, in a kind of possible implementation of the embodiment of the present application, the acquisition module 51, for be monitored
Architectural engineering image is obtained at the quality-monitoring point of architectural engineering, specifically:
The acquisition module 51, specifically for being obtained at the quality-monitoring point of the architectural engineering to be monitored using video camera
The architectural engineering image is taken, the video camera is binocular camera or monocular-camera.
Optionally, in the alternatively possible implementation of the embodiment of the present application, the determining module 53, for according to institute
Defect inspection result and default security information are stated, determines that the architectural engineering to be monitored whether there is safety problem, specifically:
The determining module 53, for according to the defect inspection as a result, judging the surface of the architectural engineering to be monitored
With the presence or absence of defect, in the surface existing defects of the architectural engineering to be monitored, the defect information of the defect is determined, it is described
Defect information includes: defect classification, defective locations and defect size, corresponding with the defect according to the defect information of the defect
Default security information, determine the architectural engineering to be monitored with the presence or absence of safety problem.
Optionally, in the above-mentioned possible implementation of the embodiment of the present application, the defect information includes at least following
It anticipates one kind:
Crackle, crack position and crack spacing；
It peels off, peel off position and peel off size；
Protrusion, raised position and height of projection.
Optionally, in the above-mentioned possible implementation of the embodiment of the present application, include: crackle, split in the defect information
When line position and crack spacing, the default security information includes: default crackle safety zone and default crack spacing threshold value；
Correspondingly, the determining module 53, corresponding with the defect default for the defect information according to the defect
Security information determines that the architectural engineering to be monitored whether there is safety problem, specifically:
The determining module 53, specifically for judging whether the crack position is located in the default crackle safety zone
And whether the crack spacing is less than the default crack spacing threshold value, if so, determining that the architectural engineering to be monitored is not deposited
In safety problem, if not, it is determined that there are safety problems for the architectural engineering to be monitored.
Optionally, in another possible implementation of the embodiment of the present application, the processing module 52 is also used in institute
Determining module 53 is stated according to the defect inspection result and default security information, determines that the architectural engineering to be monitored whether there is
After safety problem, determining the architectural engineering to be monitored, there are when safety problem, execute following one or more operations:
Warning message is sent to monitoring personnel；
It stores the defect inspection result as log into monitor database；
The architectural engineering image and the defect inspection result are input in the defect inspection model to optimize
The defect inspection model.
Construction engineering quality monitoring device provided by the embodiments of the present application can be used for executing Fig. 2 into embodiment illustrated in fig. 4
Method, it is similar that the realization principle and technical effect are similar, and details are not described herein.
It should be noted that it should be understood that the modules of apparatus above division be only a kind of logic function division,
It can completely or partially be integrated on a physical entity in actual implementation, it can also be physically separate.And these modules can be with
All realized by way of processing element calls with software；It can also all realize in the form of hardware；It can also part mould
Block realizes that part of module passes through formal implementation of hardware by way of processing element calls software.For example, determining module can be with
For the processing element individually set up, it also can integrate and realized in some chip of above-mentioned apparatus, in addition it is also possible to program
The form of code is stored in the memory of above-mentioned apparatus, is called by some processing element of above-mentioned apparatus and is executed above true
The function of cover half block.The realization of other modules is similar therewith.Furthermore these modules completely or partially can integrate together, can also
With independent realization.Processing element described here can be a kind of integrated circuit, the processing capacity with signal.In the process of realization
In, each step of the above method or the above modules can by the integrated logic circuit of the hardware in processor elements or
The instruction of software form is completed.
For example, the above module can be arranged to implement one or more integrated circuits of above method, such as:
One or more specific integrated circuits (application specific integrated circuit, ASIC), or, one
Or multi-microprocessor (digital signal processor, DSP), or, one or more field programmable gate array
(field programmable gate array, FPGA) etc..For another example, when some above module dispatches journey by processing element
When the form of sequence code is realized, which can be general processor, such as central processing unit (central
Processing unit, CPU) or it is other can be with the processor of caller code.For another example, these modules can integrate one
It rises, is realized in the form of system on chip (system-on-a-chip, SOC).
In the above-described embodiments, can come wholly or partly by software, hardware, firmware or any combination thereof real
It is existing.When implemented in software, it can entirely or partly realize in the form of a computer program product.The computer program
Product includes one or more computer instructions.When loading on computers and executing the computer program instructions, all or
It partly generates according to process or function described in the embodiment of the present application.The computer can be general purpose computer, dedicated meter
Calculation machine, computer network or other programmable devices.The computer instruction can store in computer readable storage medium
In, or from a computer readable storage medium to the transmission of another computer readable storage medium, for example, the computer
Instruction can pass through wired (such as coaxial cable, optical fiber, number from a web-site, computer, server or data center
User's line (DSL)) or wireless (such as infrared, wireless, microwave etc.) mode to another web-site, computer, server or
Data center is transmitted.The computer readable storage medium can be any usable medium that computer can access or
It is comprising data storage devices such as one or more usable mediums integrated server, data centers.The usable medium can be with
It is magnetic medium, (for example, floppy disk, hard disk, tape), optical medium (for example, DVD) or semiconductor medium (such as solid state hard disk
Solid state disk (SSD)) etc..
Fig. 6 is the structural schematic diagram of construction engineering quality monitoring device embodiment two provided by the embodiments of the present application.Such as Fig. 6
Shown, which may include: processor 61 and memory 62 and be stored on the memory 62
And the computer program that can be run on the processor 61, the processor 61 realize such as above-mentioned Fig. 2 when executing described program
To the method for embodiment illustrated in fig. 4.
Optionally, the embodiment of the present application also provides a kind of storage medium, and instruction is stored in the storage medium, when its
When being run on computer, so that computer executes the method such as above-mentioned Fig. 2 to embodiment illustrated in fig. 4.
Optionally, the embodiment of the present application also provides a kind of chip of operating instruction, and the chip is for executing above-mentioned Fig. 2 extremely
The method of embodiment illustrated in fig. 4.
The embodiment of the present application also provides a kind of program product, and described program product includes computer program, the computer
Program is stored in a storage medium, at least one processor can read the computer program from the storage medium, described
The method that at least one processor can realize above-mentioned Fig. 2 to embodiment illustrated in fig. 4 when executing the computer program.
It is understood that the area that the various digital numbers involved in embodiments herein only carry out for convenience of description
Point, it is not intended to limit the range of embodiments herein.
It is understood that magnitude of the sequence numbers of the above procedures are not meant to execute in embodiments herein
Sequence it is successive, the execution of each process sequence should be determined by its function and internal logic, without coping with embodiments herein
Implementation process constitutes any restriction.
Finally, it should be noted that the above various embodiments is only to illustrate the technical solution of the application, rather than its limitations；To the greatest extent
Pipe is described in detail the application referring to foregoing embodiments, those skilled in the art should understand that: its according to
So be possible to modify the technical solutions described in the foregoing embodiments, or to some or all of the technical features into
Row equivalent replacement；And these are modified or replaceed, each embodiment technology of the application that it does not separate the essence of the corresponding technical solution
The range of scheme.
Claims (14)
1. a kind of construction engineering quality monitoring method characterized by comprising
Architectural engineering image is obtained at the quality-monitoring point of architectural engineering to be monitored；
The architectural engineering image is input in defect inspection model and obtains defect inspection as a result, the defect inspection model is
Historical building engineering image is trained；
According to the defect inspection result and default security information, determine that the architectural engineering to be monitored is asked with the presence or absence of safety
Topic.
2. the method according to claim 1, wherein described obtain at the quality-monitoring point of architectural engineering to be monitored
Take architectural engineering image, comprising:
The architectural engineering image, the camera shooting are obtained at the quality-monitoring point of the architectural engineering to be monitored using video camera
Machine is binocular camera or monocular-camera.
3. method according to claim 1 or 2, which is characterized in that described according to the defect inspection result and default peace
Full information determines the architectural engineering to be monitored with the presence or absence of safety problem, comprising:
According to the defect inspection as a result, judging the surface of the architectural engineering to be monitored with the presence or absence of defect；
In the surface existing defects of the architectural engineering to be monitored, the defect information of the defect, the defect information are determined
It include: defect classification, defective locations and defect size；
According to the defect information of the defect default security information corresponding with the defect, the architectural engineering to be monitored is determined
With the presence or absence of safety problem.
4. according to the method described in claim 3, it is characterized in that, the defect information, include at least it is following any one:
Crackle, crack position and crack spacing；
It peels off, peel off position and peel off size；
Protrusion, raised position and height of projection.
5. according to the method described in claim 4, it is characterized in that, the defect information include: crackle, crack position and
When crack spacing, the default security information includes: default crackle safety zone and default crack spacing threshold value；
Correspondingly, the defect information according to the defect default security information corresponding with the defect, determine it is described to
Monitoring architectural engineering whether there is safety problem, comprising:
Judge the crack position whether be located in the default crackle safety zone and the crack spacing whether be less than it is described
Default crack spacing threshold value；
If so, determining that safety problem is not present in the architectural engineering to be monitored, if not, it is determined that the architectural engineering to be monitored
There are safety problems.
6. the method according to claim 1, wherein described according to the defect inspection result and default safety letter
Breath, after determining that the architectural engineering to be monitored whether there is safety problem, the method also includes:
If it is determined that there are safety problems for the architectural engineering to be monitored, then following one or more operations are executed:
Warning message is sent to monitoring personnel；
It stores the defect inspection result as log into monitor database；
The architectural engineering image and the defect inspection result are input in the defect inspection model described to optimize
Defect inspection model.
7. a kind of construction engineering quality monitoring device characterized by comprising obtain module, processing module and determining module；
The acquisition module, for obtaining architectural engineering image at the quality-monitoring of architectural engineering to be monitored point；
The processing module, obtain defect inspection for the architectural engineering image to be input in defect inspection model as a result,
The defect inspection model is trained to historical building engineering image；
The determining module, for determining the building work to be monitored according to the defect inspection result and default security information
Journey whether there is safety problem.
8. device according to claim 7, which is characterized in that the acquisition module, in architectural engineering to be monitored
Architectural engineering image is obtained at quality-monitoring point, specifically:
The acquisition module, described in being obtained at the quality-monitoring point of the architectural engineering to be monitored using video camera
Architectural engineering image, the video camera are binocular camera or monocular-camera.
9. device according to claim 7 or 8, which is characterized in that the determining module, for according to the defect inspection
As a result with default security information, determine that the architectural engineering to be monitored whether there is safety problem, specifically:
The determining module, for according to the defect inspection as a result, judging whether the surface of the architectural engineering to be monitored deposits
In defect, in the surface existing defects of the architectural engineering to be monitored, the defect information of the defect, the defect letter are determined
Breath includes: defect classification, defective locations and defect size, is preset according to the defect information of the defect is corresponding with the defect
Security information determines the architectural engineering to be monitored with the presence or absence of safety problem.
10. device according to claim 9, which is characterized in that the defect information, include at least it is following any one:
Crackle, crack position and crack spacing；
It peels off, peel off position and peel off size；
Protrusion, raised position and height of projection.
11. device according to claim 10, which is characterized in that the defect information include: crackle, crack position with
And when crack spacing, the default security information includes: default crackle safety zone and default crack spacing threshold value；
Correspondingly, the determining module, for the default safety letter corresponding with the defect of the defect information according to the defect
Breath determines that the architectural engineering to be monitored whether there is safety problem, specifically:
The determining module, specifically for judging it is in the default crackle safety zone and described whether the crack position is located at
Whether crack spacing is less than the default crack spacing threshold value, if so, determining the architectural engineering to be monitored, there is no safety
Problem, if not, it is determined that there are safety problems for the architectural engineering to be monitored.
12. device according to claim 7, which is characterized in that the processing module is also used in the determining module root
According to the defect inspection result and default security information, after determining that the architectural engineering to be monitored whether there is safety problem,
Determining the architectural engineering to be monitored, there are when safety problem, execute following one or more operations:
Warning message is sent to monitoring personnel；
It stores the defect inspection result as log into monitor database；
The architectural engineering image and the defect inspection result are input in the defect inspection model described to optimize
Defect inspection model.
13. a kind of construction engineering quality monitoring device, including processor, memory and it is stored on the memory and can locating
The computer program run on reason device, which is characterized in that the processor realizes such as the claims when executing described program
The described in any item methods of 1-6.
14. a kind of storage medium, which is characterized in that instruction is stored in the storage medium, when run on a computer,
So that computer executes as the method according to claim 1 to 6.
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