CN112734184B - Acceptance method and system for assembly type building - Google Patents

Acceptance method and system for assembly type building Download PDF

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CN112734184B
CN112734184B CN202011608046.3A CN202011608046A CN112734184B CN 112734184 B CN112734184 B CN 112734184B CN 202011608046 A CN202011608046 A CN 202011608046A CN 112734184 B CN112734184 B CN 112734184B
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information
obtaining
prefabricated part
factory
appearance image
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CN112734184A (en
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俞伯新
李敬
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Nantong Hanteng Construction Technology Co ltd
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Nantong Hanteng Construction Technology Co ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063Operations research, analysis or management
    • G06Q10/0639Performance analysis of employees; Performance analysis of enterprise or organisation operations
    • G06Q10/06393Score-carding, benchmarking or key performance indicator [KPI] analysis
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00Systems or methods specially adapted for specific business sectors, e.g. utilities or tourism
    • G06Q50/08Construction
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/0002Inspection of images, e.g. flaw detection
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/60Analysis of geometric attributes
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20081Training; Learning
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02PCLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
    • Y02P90/00Enabling technologies with a potential contribution to greenhouse gas [GHG] emissions mitigation
    • Y02P90/30Computing systems specially adapted for manufacturing

Abstract

The invention discloses an acceptance method and an acceptance system for an assembly type building, wherein the method comprises the following steps: obtaining supply list information of a first prefabricated part; further acquiring the information of the preset number of the first prefabricated part; obtaining factory information of the first prefabricated part; further acquiring factory number information of the first prefabricated part; judging whether the factory number information meets the preset number information or not, and obtaining a first judgment result; obtaining first appearance image information of a first prefabricated part; judging whether the first appearance image information meets the preset appearance image information or not, and obtaining a second judgment result; inputting the first judgment result and the second judgment result into a first training model to obtain the factory yield information of the first prefabricated part; judging whether the factory qualification rate information of the first prefabricated part meets the preset factory qualification rate or not; and if so, obtaining a first acceptance result. The technical problem that the construction process and quality are influenced due to the fact that prefabricated components are not in place in inspection and acceptance is solved.

Description

Acceptance method and system for assembly type building
Technical Field
The invention relates to the technical field of assembly type buildings, in particular to an acceptance method and an acceptance system of an assembly type building.
Background
The building industrialization becomes an important component for the development of the building industry in China, and the assembly type building plays an important role in the building industrialization. The whole construction process of the assembly type building construction project is more complex than that of other traditional construction projects, and if a strict quality supervision and management method is not adopted, the construction quality of the assembly type building project is inevitably difficult to guarantee.
However, in the process of implementing the technical solution of the invention in the embodiments of the present application, the inventors of the present application find that the above-mentioned technology has at least the following technical problems:
in the assembly type construction process of the prefabricated components, the acceptance of the prefabricated components is not in place, so that the construction process and the construction quality are influenced.
Disclosure of Invention
The embodiment of the application provides an acceptance method and system for an assembly type building, solves the technical problems that the construction process and the quality are influenced due to the fact that the prefabricated part is not accepted in place, and achieves the technical effects that the prefabricated part is ensured to meet the construction requirements through product acceptance, factory acceptance, construction quality acceptance and stacking requirement acceptance of the prefabricated part, the construction efficiency is further improved, and the construction quality is ensured.
The embodiment of the application provides an acceptance method of an assembly type building, which is applied to an acceptance system of the assembly type building, wherein the acceptance system is connected with a camera, and the method further comprises the following steps: obtaining supply list information of the first prefabricated part; obtaining the preset number information of the first prefabricated part according to the supply bill information; obtaining factory information of the first prefabricated part; obtaining factory number information of the first prefabricated part according to the factory information; judging whether the factory number information meets the preset number information or not, and obtaining a first judgment result; obtaining first appearance image information of the first prefabricated part, wherein the first appearance image information is obtained by shooting through a first camera; judging whether the first appearance image information meets preset appearance image information or not, and obtaining a second judgment result; inputting the first judgment result and the second judgment result into a first training model to obtain the factory yield information of the first prefabricated part; judging whether the factory qualification rate information of the first prefabricated part meets preset factory qualification rate or not; and if so, obtaining a first acceptance result, and displaying that the acceptance of the first prefabricated part is successful according to the first acceptance result.
In another aspect, the present application further provides an acceptance system of a fabricated building, wherein the system includes: a first obtaining unit: the first obtaining unit is used for obtaining supply list information of the first prefabricated part; a second obtaining unit: the second obtaining unit is used for obtaining the preset number information of the first prefabricated part according to the supply bill information; a third obtaining unit: the third obtaining unit is used for obtaining factory information of the first prefabricated part; a fourth obtaining unit: the fourth obtaining unit is used for obtaining the factory number information of the first prefabricated part according to the factory information; a first judgment unit: the first judging unit is used for judging whether the factory number information meets the preset number information or not and obtaining a first judging result; a fifth obtaining unit: the fifth obtaining unit is used for obtaining first appearance image information of the first prefabricated part, and the first appearance image information is obtained by shooting through a first camera; a second judgment unit: the second judging unit is used for judging whether the first appearance image information meets preset appearance image information or not and obtaining a second judging result; a first input unit: the first input unit is used for inputting the first judgment result and the second judgment result into a first training model to obtain the factory yield information of the first prefabricated part; a third judging unit: the third judging unit is used for judging whether the factory qualification rate information of the first prefabricated part meets preset factory qualification rate; a sixth obtaining unit: the sixth obtaining unit is used for obtaining a first acceptance result if the first acceptance result is met, and the first acceptance result shows that the first prefabricated part is accepted successfully.
One or more technical solutions provided in the embodiments of the present application have at least the following technical effects or advantages:
according to the preset number information and the factory number information of the prefabricated parts, a first judgment result of whether the preset number information and the factory number information are different is obtained, a second judgment result of whether the appearance image information of the prefabricated parts meets the preset appearance image information is judged, the first judgment result and the second judgment result are input into a training model for continuous training, the factory qualification rate information of the prefabricated parts obtained through training is more accurate, and the technical effect of ensuring that the produced prefabricated parts meet construction requirements is achieved.
The foregoing description is only an overview of the technical solutions of the present application, and the present application can be implemented according to the content of the description in order to make the technical means of the present application more clearly understood, and the following detailed description of the present application is given in order to make the above and other objects, features, and advantages of the present application more clearly understandable.
Drawings
Fig. 1 is a schematic flow chart of an acceptance method of a prefabricated building according to an embodiment of the present application;
fig. 2 is a schematic structural diagram of an acceptance system of a prefabricated building according to an embodiment of the present application;
fig. 3 is a schematic structural diagram of an exemplary electronic device according to an embodiment of the present application.
Description of reference numerals: a first obtaining unit 11, a second obtaining unit 12, a third obtaining unit 13, a fourth obtaining unit 14, a first judging unit 15, a fifth obtaining unit 16, a second judging unit 17, a first input unit 18, a third judging unit 19, a sixth obtaining unit 20, a bus 300, a receiver 301, a processor 302, a transmitter 303, a memory 304, and a bus interface 305.
Detailed Description
The embodiment of the application provides an acceptance method and system for an assembly type building, solves the technical problems that the construction process and the quality are influenced due to the fact that the prefabricated part is not accepted in place, and achieves the technical effects that the prefabricated part is ensured to meet the construction requirements through product acceptance, factory acceptance, construction quality acceptance and stacking requirement acceptance of the prefabricated part, the construction efficiency is further improved, and the construction quality is ensured.
Hereinafter, example embodiments according to the present application will be described in detail with reference to the accompanying drawings. It should be apparent that the described embodiments are merely some embodiments of the present application and not all embodiments of the present application, and it should be understood that the present application is not limited to the example embodiments described herein.
Summary of the application
The building industrialization becomes an important component for the development of the building industry in China, and the assembly type building plays an important role in the building industrialization. The whole construction process of the assembly type building construction project is more complex than that of other traditional construction projects, and if a strict quality supervision and management method is not adopted, the construction quality of the assembly type building project is inevitably difficult to guarantee. In the assembly type construction process of the prefabricated components, the acceptance of the prefabricated components is not in place, so that the construction process and the construction quality are influenced.
In view of the above technical problems, the technical solution provided by the present application has the following general idea:
the embodiment of the application provides an acceptance method of an assembly type building, which is applied to an acceptance system of the assembly type building, wherein the acceptance system is connected with a camera, and the method further comprises the following steps: obtaining supply list information of the first prefabricated part; obtaining the preset number information of the first prefabricated part according to the supply bill information; obtaining factory information of the first prefabricated part; obtaining factory number information of the first prefabricated part according to the factory information; judging whether the factory number information meets the preset number information or not, and obtaining a first judgment result; obtaining first appearance image information of the first prefabricated part, wherein the first appearance image information is obtained by shooting through a first camera; judging whether the first appearance image information meets preset appearance image information or not, and obtaining a second judgment result; inputting the first judgment result and the second judgment result into a first training model to obtain the factory yield information of the first prefabricated part; judging whether the factory qualification rate information of the first prefabricated part meets preset factory qualification rate or not; and if so, obtaining a first acceptance result, and displaying that the acceptance of the first prefabricated part is successful according to the first acceptance result.
In order to better understand the technical scheme, the technical scheme is described in detail in the following with reference to the attached drawings of the specification and specific embodiments.
Example one
As shown in fig. 1, the present application provides a method for checking fabricated building, which is applied to a checking system of fabricated building, where a camera is connected to the checking system, and the method further includes:
step S100: obtaining supply list information of the first prefabricated part;
step S200: obtaining the preset number information of the first prefabricated part according to the supply bill information;
specifically, the prefabricated building refers to a building which is formed by transferring a large amount of field operation work in a traditional construction mode to a factory, processing and manufacturing building components and accessories (such as floor slabs, wall slabs, stairs, balconies and the like) in the factory, transporting the components and accessories to a building construction site, and assembling and installing the components and accessories on the site through a reliable connection mode. The prefabricated building mainly comprises a prefabricated concrete structure, a steel structure, a modern wood structure building and the like, and is a representative of a modern industrial production mode due to the adoption of standardized design, factory production, assembly construction, informatization management and intelligent application.
The supply list information of the first prefabricated part can be obtained, the first prefabricated part is a prefabricated part which is required by building engineering and comprises a floor slab, a wallboard and the like, the supply list information is building prefabricated part list information which is provided by a construction unit to a supplier and comprises information such as the name, the number and the number of the prefabricated part, the supplier produces the prefabricated part according to the supply list information provided by the construction unit and the like, the preset number quantity information of the first prefabricated part is the specific model and the quantity of the prefabricated part required by the construction unit, and the same part can have different models, so that the part needing to determine the number of the specific part can be produced.
Step S300: obtaining factory information of the first prefabricated part;
step S400: obtaining factory number information of the first prefabricated part according to the factory information;
specifically, after receiving the supply order information, a supplier needs to communicate with a construction unit in detail to determine that all categories of the prefabricated components to be produced are correct, and further obtain factory information of the first prefabricated component, where the factory information is specific factory information of the first prefabricated component produced by the supplier according to the supply order information and also includes factory number information of the first prefabricated component.
Step S500: judging whether the factory number information meets the preset number information or not, and obtaining a first judgment result;
specifically, given the information of the number of preset numbers and the information of the number of factory codes of the first prefabricated part, it can be determined whether the information of the number of factory codes meets the information of the number of preset numbers, that is, whether the number of the first prefabricated part actually produced by a supplier is different from the number of the first prefabricated part provided by a construction unit, and whether the number of the first prefabricated part meets the information of the number of the first prefabricated part required by the construction unit, so as to obtain a first determination result, where the first determination result includes two cases, one of which is that the number of the first prefabricated part actually produced by the supplier is not different from the number of the first prefabricated part provided by the construction unit and meets the requirement; otherwise, it is not satisfied.
Step S600: obtaining first appearance image information of the first prefabricated part, wherein the first appearance image information is obtained by shooting through a first camera;
specifically, after determining whether the factory number information of the first prefabricated part meets the preset number information, first appearance image information of the first prefabricated part can be obtained, the first appearance image information is obtained by shooting through a first camera, namely, the appearance information of the first prefabricated part can be obtained through the camera, and the appearance information of the first prefabricated part comprises whether the surface of the first prefabricated part is flat or not, whether quality problems or defects such as honeycombs, pitted surfaces and cracks exist or not, and whether the appearance information of the prefabricated part is complete or not can be detected through the camera.
Step S700: judging whether the first appearance image information meets preset appearance image information or not, and obtaining a second judgment result;
specifically, it is known that first appearance image information of the first prefabricated part is obtained, and preset appearance image information is also obtained, the preset appearance image information is that the appearance surface of the first prefabricated part is preset to be smooth, no quality problem or defect exists, and the like, and meets the process requirements, and whether the first appearance image information meets the preset appearance image information is further judged, and a second judgment result is obtained, the second judgment result also includes two conditions, one of which is that the first appearance image information meets the preset appearance image information and meets the production process requirements; otherwise, it is not satisfied.
Step S800: inputting the first judgment result and the second judgment result into a first training model to obtain the factory yield information of the first prefabricated part;
specifically, it is known that a first judgment result is obtained according to whether the factory number information meets the preset number information, and a second judgment result is obtained according to whether the first appearance image information meets the preset appearance image information, the first judgment result and the second judgment result can be input into a first training model, the first training model is a data training model, input data can be continuously trained, and further the training result is more accurate, and here, the first judgment result and the second judgment result are continuously trained, so that the obtained factory qualification rate information of the first prefabricated part is more accurate.
Step S900: judging whether the factory qualification rate information of the first prefabricated part meets preset factory qualification rate or not;
step S1000: and if so, obtaining a first acceptance result, and displaying that the acceptance of the first prefabricated part is successful according to the first acceptance result.
Specifically, it is known that actual factory yield information of the first prefabricated part is obtained according to the first training model, and a preset factory yield can also be obtained, the preset factory yield is a preset factory yield of the first prefabricated part meeting factory requirements and a standard use requirement, whether the factory yield information of the first prefabricated part meets the preset factory yield is judged, that is, whether a finished product of the first prefabricated part meets factory requirements is judged, if yes, a first acceptance result is obtained, and the first acceptance result shows that the acceptance of the first prefabricated part is successful. The first prefabricated part is inspected and accepted, so that the technical effect of ensuring that the produced prefabricated part meets the construction requirements is achieved.
Further, the embodiment of the application further comprises:
step S1110: obtaining second appearance image information of the first prefabricated part, wherein the second appearance image information is obtained by shooting through a second camera and is image information before the first prefabricated part enters a factory and is unloaded;
step S1120: obtaining appearance image difference information according to the first appearance image information and the second appearance image information;
step S1130: judging whether the appearance image difference information meets preset appearance image difference information or not;
step S1140: and if so, obtaining a first unloading instruction, unloading the first prefabricated part and putting the first prefabricated part into use.
In particular, it is known that the acceptance of the finished first prefabricated part indicates that the first prefabricated part meets the factory standards and can be transported to a destination for use. Obtaining second appearance image information of the first prefabricated part, wherein the second appearance image information is obtained by shooting through a second camera and is image information before the first prefabricated part enters a factory and is unloaded, and then obtaining appearance image difference information according to the first appearance image information and the second appearance image information, which can be further understood as that whether the appearance image difference information meets preset appearance image difference information is judged because the first prefabricated part is not safely fixed and is not firmly fixed during loading or the parts are damaged due to the fact that nonresistible factors occur in the transportation process, the preset appearance image difference information is that the preset abrasion degree of the first prefabricated part meets the normal requirement and does not influence the construction quality, if the preset appearance image difference information meets the requirement, the first prefabricated part is proved to pass the factory acceptance, and a first unloading instruction can be obtained, the first unloading command is to unload and put into use the first prefabricated part. By ensuring that the appearance of the first prefabricated part is intact or the abrasion degree does not influence the construction quality in the transportation process, the technical effect of ensuring that the transported prefabricated part meets the construction requirements is achieved.
Further, after the first prefabricated part is unloaded and put into use, the embodiment of the application further includes:
step 1210: acquiring first assembly video information, wherein the first assembly video information is obtained by shooting through a third camera and is video information when the first prefabricated part is assembled;
step S1220: acquiring first assembling time information according to the first assembling video information;
step S1230: obtaining historical average assembly time information of the first prefabricated part;
step S1240: judging whether the first assembling time information meets the historical average assembling time information or not;
step S1250: if not, a first supervising instruction is obtained, and the assembling process of the first prefabricated part is supervised according to the first assembling video information.
Specifically, after the first prefabricated part is ensured to be unloaded and put into use, it is necessary to perform assembly construction on the first prefabricated part. The method includes the steps that first assembly video information can be obtained, the first assembly video information is obtained through shooting by a third camera, the first assembly video information is video information during assembly of the first prefabricated part, namely the assembly process of the first prefabricated part is monitored in real time through the camera, first assembly time information is obtained according to the first assembly video information, the first assembly time is total assembly construction time of the first prefabricated part, historical average assembly time information of the first prefabricated part can also be obtained, the historical average assembly time information is average assembly construction time of the first prefabricated part in history, and generally, the lifting time of a wallboard component is about 0.5 hour, the lifting time of a laminated slab is about 15 minutes, and the lifting time of a prefabricated staircase is about 15 minutes. And judging whether the first assembling time information meets the historical average assembling time information or not, if not, namely the total assembling construction time of the first prefabricated component exceeds the historical average assembling time, further understanding that the hoisting of the wallboard component takes 1 hour and exceeds the normal 0.5 hour, and obtaining a first supervising instruction, wherein the first supervising instruction is used for supervising the assembling process of the first prefabricated component according to the first assembling video information, and further judging the problems in the hoisting process of the wallboard component, so that the construction quality in the assembling process of the wallboard component is carefully checked, and the technical effect of ensuring that the prefabricated component in the assembling process meets the construction quality requirement is achieved.
Further, the determining whether the first appearance image information meets preset appearance image information and obtaining a second determination result, where step S700 further includes:
step S710: obtaining size information of the first prefabricated part according to the first appearance image information;
step S720: obtaining surface information of the first prefabricated part according to the first appearance image information;
step S730: and judging whether the first appearance image information meets preset appearance image information or not according to the size information and the surface information, and obtaining a second judgment result.
Specifically, in order to further determine whether the first appearance image information satisfies preset appearance image information, the size information of the first prefabricated part, that is, the size information including the length, width, thickness, surface flatness, and the like of the first prefabricated part, may be obtained according to the first appearance image information, the surface information of the first prefabricated part, that is, the surface information includes whether quality problems or defects such as cells, pitted surfaces, cracks, and the like exist on the surface, and then, according to the size information and the surface information, it is determined whether the first appearance image information satisfies preset appearance image information, and a second determination result is obtained. The technical effect that whether the first appearance image information meets the preset appearance image information or not is further judged according to the size and the surface information of the first prefabricated part, so that the judgment result is more accurate is achieved.
Further, the carefully supervising of the assembling process of the first prefabricated part according to the first assembling video information, step S1250 further includes:
step S1251: acquiring grouting operation video information according to the first assembly video information;
step S1252: obtaining a grouting operation process according to the grouting operation video information;
step S1253: judging whether the grouting operation flow meets a standard grouting operation flow or not;
step S1254: and if so, continuing to supervise the assembly process of the first prefabricated part.
Specifically, the video information of grouting operation can be obtained according to the first assembly video information, and grouting is to pour certain solidified materials, such as cement, lime or other chemical materials, into foundation rock soil within a certain range under the foundation so as to fill cracks and pores in the rock soil, prevent leakage of the foundation and improve the integrity, strength and rigidity of the rock soil. In water-retaining buildings such as gates, dams, dikes and the like, a foundation impervious curtain is constructed by a grouting method, which is a main foundation treatment measure of hydraulic buildings. And then obtaining a grouting operation flow according to the grouting operation video information, wherein the concrete flow comprises the flows of foundation treatment, template supporting, stirring, pouring, maintenance, form removal and the like, and meanwhile, judging whether the grouting operation flow meets the standard grouting operation flow, namely whether the whole grouting flow is orderly carried out according to the operation flow, whether the grouting operation flow has defects and the like, if so, continuously supervising the assembly process of the first prefabricated part, namely supervising other construction processes except grouting, and achieving the technical effect of further supervising the assembly process of the first prefabricated part.
Further, the embodiment of the application further comprises:
step 1310: obtaining first stacking image information, which is obtained by shooting by a fourth camera and is stacking information of the first prefabricated part conveyed to a destination;
step S1320: obtaining stacking site information according to the first stacking image information;
step S1330: obtaining the first prefabricated part stacking sequence information according to the first stacking image information;
step S1340: judging whether the stacking information of the first prefabricated part meets the standard stacking requirement or not according to the stacking site information and the stacking sequence information of the first prefabricated part;
step S1350: and if not, obtaining a second supervising instruction, and supervising the stacking information of the first prefabricated part.
Specifically, the stacking information of the first prefabricated part can be also checked. And acquiring first stacking image information which is obtained by shooting through a fourth camera and is stacking information for conveying the first prefabricated part to a destination, wherein when the first prefabricated part is not a part to be assembled immediately, the first prefabricated part can be stacked at a specified position, and when the first prefabricated part is required, hoisting construction is carried out. And further obtaining stacking site information and stacking sequence information according to the first stacking image information, wherein for example, a prefabricated part storage area of a construction site is flattened and compacted without water accumulation, and drainage measures are provided. The component stacking is independently arranged according to specification, type, used part and hoisting sequence. The arrangement of the stacking field can meet the number of stacking components and the lifting radius of a tower crane, so that the mutual influence of the prefabricated components in the lifting process is avoided, and the secondary lifting of the components is avoided. And then according to the stacking field information and the stacking sequence information of the first prefabricated parts, judging whether the stacking information of the first prefabricated parts meets the standard stacking requirement, if not, obtaining a second supervising instruction, wherein the second supervising instruction is used for supervising the stacking information of the first prefabricated parts according to the first stacking image information, and the technical effect of ensuring that the prefabricated parts are reasonably stacked is achieved.
Further, the step S800 of inputting the first determination result and the second determination result into a first training model to obtain the factory yield information of the first prefabricated part further includes:
step S810: inputting the first judgment result and the second judgment result into a first training model for training, wherein the first training model is obtained by training a plurality of groups of training data, and each group of data in the plurality of groups of training data comprises: the first judgment result, the second judgment result and identification information for identifying the factory yield of the first prefabricated part;
step S820: and obtaining output information of the first training model, wherein the output information comprises factory yield information of the first prefabricated part.
Specifically, in order to obtain more accurate factory yield information of the first prefabricated part, the first judgment result and the second judgment result can be input into a first training model for training, so that the output training result can be more accurate. The first training model is a Neural network model, i.e., a data training model in machine learning, and a Neural Network (NN) is a complex Neural network system formed by widely interconnecting a large number of simple processing units (called neurons), reflects many basic features of human brain functions, and is a highly complex nonlinear dynamical learning system. Neural network models are described based on mathematical models of neurons. Artificial Neural Networks (Artificial Neural Networks) are a description of the first-order properties of the human brain system. Briefly, it is a mathematical model. In this embodiment of the present application, the first determination result and the second determination result are input into a first training model for training, and the neural network model is trained by using the factory yield information of the first prefabricated part of the identifier.
Further, the process of training the neural network model is substantially a process of supervised learning. The plurality of groups of training data are specifically: the first judgment result, the second judgment result and identification information for identifying the factory yield of the first prefabricated part. Inputting the first judgment result and the second judgment result, outputting a first training result by a neural network model, wherein the first training result is the factory qualification rate information of the first prefabricated part, verifying the output information with the factory qualification rate information of the first prefabricated part playing a role of identification, and if the output information is consistent with the requirement of the factory qualification rate information of the first prefabricated part playing a role of identification, finishing the supervised learning of the data, and then carrying out the supervised learning of the next group of data; and if the output information is inconsistent with the requirement of the information of the factory qualification rate of the first prefabricated part playing the role of identification, the neural network learning model adjusts itself until the output result of the neural network learning model is consistent with the requirement of the information of the factory qualification rate of the first prefabricated part playing the role of identification, and then the supervised learning of the next group of data is carried out. The neural network learning model is continuously corrected and optimized through training data, the accuracy of the neural network learning model in processing the information is improved through the process of supervising learning, and the technical effect that the factory yield information of the first prefabricated part is more accurate is achieved.
To sum up, the acceptance method and the acceptance system for the fabricated building provided by the embodiment of the application have the following technical effects:
1. according to the preset number information and the factory number information of the prefabricated parts, a first judgment result of whether the preset number information and the factory number information are different is obtained, a second judgment result of whether the appearance image information of the prefabricated parts meets the preset appearance image information is judged, the first judgment result and the second judgment result are input into a training model to be continuously trained, the factory qualification rate information of the prefabricated parts obtained through training is more accurate, and the technical effect of ensuring that the produced prefabricated parts meet the construction requirements is achieved.
2. The finished products of the prefabricated components are checked and accepted, the finished products are unloaded and enter a factory to be checked and accepted, the construction quality in the assembling process is checked and accepted, the component stacking requirements are checked and accepted, and the like, so that the component is guaranteed to be normally checked and accepted in the whole process from production to use, and the technical effects of expected construction time and construction quality are achieved.
Example two
Based on the same inventive concept as the acceptance method of the fabricated building in the previous embodiment, the present invention further provides an acceptance system of the fabricated building, as shown in fig. 2, the system comprising:
the first obtaining unit 11: the first obtaining unit 11 is configured to obtain supply list information of the first prefabricated component;
the second obtaining unit 12: the second obtaining unit 12 is configured to obtain information of a predetermined number of the first prefabricated parts according to the supply slip information;
the third obtaining unit 13: the third obtaining unit 13 is configured to obtain factory information of the first prefabricated part;
the fourth obtaining unit 14: the fourth obtaining unit 14 is configured to obtain factory number information of the first prefabricated component according to the factory information;
the first judgment unit 15: the first judging unit 15 is configured to judge whether the factory serial number information satisfies the preset serial number information, and obtain a first judgment result;
the fifth obtaining unit 16: the fifth obtaining unit 16 is configured to obtain first appearance image information of the first prefabricated part, where the first appearance image information is captured by a first camera;
second determination unit 17: the second judging unit 17 is configured to judge whether the first appearance image information meets preset appearance image information, and obtain a second judgment result;
first input unit 18: the first input unit 18 is configured to input the first determination result and the second determination result into a first training model, so as to obtain factory yield information of the first prefabricated part;
third judging unit 19: the third judging unit 19 is configured to judge whether the factory yield information of the first prefabricated part meets a preset factory yield;
sixth obtaining unit 20: the sixth obtaining unit 20 is configured to obtain a first acceptance result if the first acceptance result is met, where the first acceptance result shows that the first prefabricated part is accepted successfully.
Further, the system further comprises:
a seventh obtaining unit: the seventh obtaining unit is configured to obtain second appearance image information of the first prefabricated part, where the second appearance image information is obtained by shooting with a second camera and is image information of the first prefabricated part before entering a factory and unloading;
an eighth obtaining unit: the eighth obtaining unit is configured to obtain appearance image difference information according to the first appearance image information and the second appearance image information;
a fourth judging unit: the fourth judging unit is used for judging whether the appearance image difference information meets preset appearance image difference information or not;
a ninth obtaining unit: and the ninth obtaining unit is used for obtaining a first unloading command if the first unloading command is met, unloading the first prefabricated part and putting the first prefabricated part into use.
Further, the system further comprises:
a tenth obtaining unit: the tenth obtaining unit is configured to obtain first assembly video information, where the first assembly video information is obtained by shooting with a third camera and is video information obtained when the first prefabricated part is assembled;
an eleventh obtaining unit: the eleventh obtaining unit is configured to obtain first assembly time information according to the first assembly video information;
a twelfth obtaining unit: the twelfth obtaining unit is used for obtaining historical average assembly time information of the first prefabricated part;
a fifth judging unit: the fifth judging unit is used for judging whether the first assembling time information meets the historical average assembling time information;
a thirteenth obtaining unit: and the thirteenth obtaining unit is used for obtaining a first supervising instruction if the first supervising instruction is not met, and supervising the assembling process of the first prefabricated part according to the first assembling video information.
Further, the system further comprises:
a fourteenth obtaining unit: the fourteenth obtaining unit is configured to obtain size information of the first prefabricated part from the first appearance image information;
a fifteenth obtaining unit: the fifteenth obtaining unit is configured to obtain surface information of the first prefabricated part from the first appearance image information;
a sixth judging unit: the sixth judging unit is configured to judge whether the first appearance image information satisfies preset appearance image information according to the size information and the surface information, and obtain a second judgment result.
Further, the system further comprises:
a sixteenth obtaining unit: the sixteenth obtaining unit is used for obtaining grouting operation video information according to the first assembly video information;
a seventeenth obtaining unit: the seventeenth obtaining unit is used for obtaining a grouting operation process according to the grouting operation video information;
a seventh judging unit: the seventh judging unit is used for judging whether the grouting operation flow meets a standard grouting operation flow;
first supervision unit: and the first supervision unit is used for continuously supervising the assembly process of the first prefabricated part if the first supervision unit meets the requirement.
Further, the system further comprises:
an eighteenth obtaining unit: the eighteenth obtaining unit is configured to obtain first stacking image information, which is captured by the fourth camera and is stacking information of the first prefabricated member conveyed to the destination;
a nineteenth obtaining unit: the nineteenth obtaining unit is configured to obtain stacking site information according to the first stacking image information;
a twentieth obtaining unit: the twentieth obtaining unit is configured to obtain the first preform member stacking sequence information from the first stacking image information;
an eighth judging unit: the eighth judging unit is used for judging whether the stacking information of the first prefabricated part meets the standard stacking requirement or not according to the stacking site information and the stacking sequence information of the first prefabricated part;
a twenty-first obtaining unit: and the twenty-first obtaining unit is used for obtaining a second supervising instruction if the first information does not meet the requirement, and supervising the stacking information of the first prefabricated part.
Further, the system further comprises:
a second input unit: the second input unit is configured to input the first determination result and the second determination result into a first training model for training, where the first training model is obtained by training multiple sets of training data, and each set of data in the multiple sets of training data includes: the first judgment result, the second judgment result and identification information used for identifying the delivery qualification rate of the first prefabricated part;
a twenty-second obtaining unit: the twenty-second obtaining unit is configured to obtain output information of the first training model, where the output information includes factory yield information of the first prefabricated part.
Various changes and specific examples of the acceptance method of the prefabricated building in the first embodiment of fig. 1 are also applicable to the acceptance system of the prefabricated building in the present embodiment, and the implementation method of the acceptance system of the prefabricated building in the present embodiment is clear to those skilled in the art from the foregoing detailed description of the acceptance method of the prefabricated building, so for the brevity of the description, detailed description is omitted again.
EXAMPLE III
The electronic device of the embodiment of the present application is described below with reference to fig. 3.
Fig. 3 illustrates a schematic structural diagram of an electronic device according to an embodiment of the present application.
Based on the inventive concept of the acceptance method of a prefabricated building in the preceding example, the invention further provides an acceptance system of a prefabricated building, on which a computer program is stored, which program, when being executed by a processor, realizes the steps of any one of the aforementioned acceptance methods of a prefabricated building.
Where in fig. 3 a bus architecture (represented by bus 300), bus 300 may include any number of interconnected buses and bridges, bus 300 linking together various circuits including one or more processors, represented by processor 302, and memory, represented by memory 304. The bus 300 may also link together various other circuits such as peripherals, voltage regulators, power management circuits, and the like, which are well known in the art, and therefore, will not be described any further herein. A bus interface 305 provides an interface between the bus 300 and the receiver 301 and transmitter 303. The receiver 301 and the transmitter 303 may be the same element, i.e., a transceiver, providing a means for communicating with various other apparatus over a transmission medium. The processor 302 is responsible for managing the bus 300 and general processing, and the memory 304 may be used for storing data used by the processor 302 in performing operations.
The embodiment of the application provides an acceptance method of an assembly type building, which is applied to an acceptance system of the assembly type building, wherein the acceptance system is connected with a camera, and the method further comprises the following steps: obtaining supply list information of a first prefabricated part; obtaining the preset number information of the first prefabricated part according to the supply bill information; obtaining factory information of the first prefabricated part; obtaining factory number information of the first prefabricated part according to the factory information; judging whether the factory number information meets the preset number information or not, and obtaining a first judgment result; obtaining first appearance image information of the first prefabricated part, wherein the first appearance image information is obtained by shooting through a first camera; judging whether the first appearance image information meets preset appearance image information or not, and obtaining a second judgment result; inputting the first judgment result and the second judgment result into a first training model to obtain the factory yield information of the first prefabricated part; judging whether the factory qualification rate information of the first prefabricated part meets preset factory qualification rate or not; and if so, obtaining a first acceptance result, and displaying that the acceptance of the first prefabricated part is successful according to the first acceptance result.
As will be appreciated by one skilled in the art, embodiments of the present invention may be provided as a method, system, or computer program product. Accordingly, the present invention may take the form of an entirely hardware embodiment, an entirely software embodiment or an embodiment combining software and hardware aspects. Furthermore, the present invention may take the form of a computer program product embodied on one or more computer-usable storage media (including, but not limited to, disk storage, CD-ROM, optical storage, and the like) having computer-usable program code embodied therein.
The present invention is described with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems), and computer program products according to embodiments of the invention. It will be understood that each flow and/or block of the flow diagrams and/or block diagrams, and combinations of flows and/or blocks in the flow diagrams and/or block diagrams, can be implemented by computer program instructions. These computer program instructions may be provided to a processor of a general purpose computer, special purpose computer, embedded processor, or other programmable data processing apparatus to produce a machine, such that the instructions, which execute via the processor of the computer or other programmable data processing apparatus, create means for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.
These computer program instructions may also be stored in a computer-readable memory that can direct a computer or other programmable data processing apparatus to function in a particular manner, such that the instructions stored in the computer-readable memory produce an article of manufacture including instruction means which implement the function specified in the flowchart flow or flows and/or block diagram block or blocks.
These computer program instructions may also be loaded onto a computer or other programmable data processing apparatus to cause a series of operational steps to be performed on the computer or other programmable apparatus to produce a computer implemented process such that the instructions which execute on the computer or other programmable apparatus provide steps for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.
While preferred embodiments of the present invention have been described, additional variations and modifications in those embodiments may occur to those skilled in the art once they learn of the basic inventive concepts. Therefore, it is intended that the appended claims be interpreted as including preferred embodiments and all such alterations and modifications as fall within the scope of the invention.
It will be apparent to those skilled in the art that various changes and modifications may be made in the present invention without departing from the spirit and scope of the invention. Thus, if such modifications and variations of the present invention fall within the scope of the claims of the present invention and their equivalents, the present invention is also intended to include such modifications and variations.

Claims (6)

1. An acceptance method of a fabricated building, the method is applied to an acceptance system of the fabricated building, and a camera is connected to the acceptance system, wherein the method further comprises the following steps:
obtaining supply list information of the first prefabricated part;
obtaining the preset number information of the first prefabricated part according to the supply bill information;
obtaining factory information of the first prefabricated part;
obtaining factory number information of the first prefabricated part according to the factory information;
judging whether the factory number information meets the preset number information or not, and obtaining a first judgment result;
obtaining first appearance image information of the first prefabricated part, wherein the first appearance image information is obtained by shooting through a first camera;
judging whether the first appearance image information meets preset appearance image information or not, and obtaining a second judgment result;
inputting the first judgment result and the second judgment result into a first training model to obtain the factory yield information of the first prefabricated part;
judging whether the factory qualification rate information of the first prefabricated part meets preset factory qualification rate or not;
if so, obtaining a first acceptance result, wherein the first acceptance result shows that the first prefabricated part is successfully accepted;
the method further comprises the following steps:
obtaining second appearance image information of the first prefabricated part, wherein the second appearance image information is obtained by shooting through a second camera and is image information before the first prefabricated part enters a factory and is unloaded;
obtaining appearance image difference information according to the first appearance image information and the second appearance image information;
judging whether the appearance image difference information meets preset appearance image difference information or not;
if so, obtaining a first unloading instruction, unloading the first prefabricated part and putting the first prefabricated part into use;
after the first prefabricated component is unloaded and put into use, the method further comprises the following steps:
acquiring first assembly video information, wherein the first assembly video information is obtained by shooting through a third camera and is video information when the first prefabricated part is assembled;
acquiring first assembling time information according to the first assembling video information;
obtaining historical average assembly time information of the first prefabricated part;
judging whether the first assembling time information meets the historical average assembling time information or not;
if the first assembly video information does not meet the first requirement, a first supervising instruction is obtained, and the assembly process of the first prefabricated part is supervised according to the first assembly video information;
the determining whether the first appearance image information meets preset appearance image information and obtaining a second determination result further includes:
obtaining size information of the first prefabricated part according to the first appearance image information;
obtaining surface information of the first prefabricated part according to the first appearance image information;
and judging whether the first appearance image information meets preset appearance image information or not according to the size information and the surface information, and obtaining a second judgment result.
2. The method of claim 1, wherein said carefully supervising the assembly of said first prefabricated component based on said first assembly video information further comprises:
acquiring grouting operation video information according to the first assembly video information;
obtaining a grouting operation process according to the grouting operation video information;
judging whether the grouting operation flow meets a standard grouting operation flow or not;
and if so, continuing to supervise the assembly process of the first prefabricated part.
3. The method of claim 1, wherein the method further comprises:
obtaining first stacking image information, which is obtained by shooting by a fourth camera and is stacking information of the first prefabricated part conveyed to a destination;
obtaining stacking place information according to the first stacking image information;
obtaining the first prefabricated part stacking sequence information according to the first stacking image information;
judging whether the stacking information of the first prefabricated part meets the standard stacking requirement or not according to the stacking site information and the stacking sequence information of the first prefabricated part;
and if not, obtaining a second supervising instruction, and supervising the stacking information of the first prefabricated part.
4. The method according to claim 1, wherein the inputting the first and second determination results into a first training model to obtain the factory yield information of the first prefabricated part, further comprises:
inputting the first judgment result and the second judgment result into a first training model for training, wherein the first training model is obtained by training a plurality of groups of training data, and each group of data in the plurality of groups of training data comprises: the first judgment result, the second judgment result and identification information for identifying the factory yield of the first prefabricated part;
and obtaining output information of the first training model, wherein the output information comprises factory yield information of the first prefabricated part.
5. An acceptance system for a fabricated building, wherein the system comprises:
a first obtaining unit: the first obtaining unit is used for obtaining the supply list information of the first prefabricated part;
a second obtaining unit: the second obtaining unit is used for obtaining the preset number information of the first prefabricated part according to the supply bill information;
a third obtaining unit: the third obtaining unit is used for obtaining factory information of the first prefabricated part;
a fourth obtaining unit: the fourth obtaining unit is used for obtaining the factory number information of the first prefabricated part according to the factory information;
a first judgment unit: the first judging unit is used for judging whether the factory number information meets the preset number information or not and obtaining a first judging result;
a fifth obtaining unit: the fifth obtaining unit is used for obtaining first appearance image information of the first prefabricated part, and the first appearance image information is obtained by shooting through a first camera;
a second judgment unit: the second judging unit is used for judging whether the first appearance image information meets preset appearance image information or not and obtaining a second judging result;
a first input unit: the first input unit is used for inputting the first judgment result and the second judgment result into a first training model to obtain the factory yield information of the first prefabricated part;
a third judging unit: the third judging unit is used for judging whether the factory yield information of the first prefabricated part meets the preset factory yield or not;
a sixth obtaining unit: the sixth obtaining unit is used for obtaining a first acceptance result if the first acceptance result is met, and the first acceptance result shows that the first prefabricated part is accepted successfully.
6. An acceptance system for a fabricated building comprising a memory, a processor and a computer program stored on the memory and executable on the processor, wherein the processor when executing the program implements the steps of the method of any one of claims 1 to 4.
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