CN115809501B - Intelligent generation method and system for metal plate curtain wall processing and installation scheme - Google Patents
Intelligent generation method and system for metal plate curtain wall processing and installation scheme Download PDFInfo
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Abstract
The invention discloses an intelligent generation method and system for a metal plate curtain wall processing and installing scheme, which are applied to the technical field of data processing, and the method comprises the following steps: the method comprises the steps of obtaining multiple types of requirements of a target building installation metal plate curtain wall, inputting information of the multiple types of requirements into a curtain wall material analysis module, obtaining curtain wall materials, obtaining building design and curtain wall design, inputting the building design and curtain wall design into an installation scheme analysis module, and obtaining an installation scheme analysis result. And acquiring the key installation points and the corresponding key stability information according to the building design information and the installation points. And inputting the key stability information into the installation quality detection analysis module to obtain a plurality of installation quality detection requirement information. And processing and installing the metal plate curtain wall of the target building by adopting a curtain wall material analysis result, an installation scheme analysis result and a plurality of installation quality detection requirement information. The invention solves the technical problem of lower efficiency in the processing and mounting processes of the metal plate curtain wall in the prior art.
Description
Technical Field
The invention relates to the field of data processing, in particular to an intelligent generation method and system for a metal plate curtain wall processing and installing scheme.
Background
The metal plate curtain wall is a decorative structure of the periphery of a building, which is formed by taking metal plates as panels and through an internal supporting structure. In the prior art, because the processing and the installation of the metal plate curtain wall with different structures of the building lack unified fixed standards, the requirement of the processing and the installation process of the metal plate curtain wall on manual experience is high, and the problem of long overall construction period and low construction efficiency of the metal curtain wall is caused.
Therefore, the processing and installation process of the metal plate curtain wall in the prior art has the technical problem of lower efficiency.
Disclosure of Invention
The intelligent generation method and the intelligent generation system for the metal plate curtain wall processing and installing scheme solve the technical problem that in the prior art, the efficiency of the metal plate curtain wall processing and installing process is low.
The application provides an intelligent generation method of a metal plate curtain wall processing and installing scheme, which comprises the following steps: obtaining multiple types of requirements of a target building installation metal plate curtain wall and obtaining multiple types of requirement information; inputting the multiple types of requirement information into a curtain wall material analysis module in a curtain wall installation scheme analysis model to obtain a curtain wall material analysis result; acquiring building design information and curtain wall design information of the target building; inputting the building design information and curtain wall design information into a mounting scheme analysis module in a curtain wall mounting scheme analysis model to obtain a mounting scheme analysis result, wherein the mounting scheme analysis result comprises a plurality of mounting points; acquiring a plurality of key installation points in the plurality of installation points and a plurality of key stability information corresponding to the plurality of key installation points according to the building design information and the plurality of installation points; inputting the key stability information into an installation quality detection analysis module in the curtain wall installation scheme analysis model to obtain installation quality detection requirement information; and processing and installing the metal plate curtain wall of the target building by adopting the curtain wall material analysis result, the installation scheme analysis result and the installation quality detection requirement information.
The application also provides a metal sheet curtain processing installation scheme intelligence system of generating, the system includes: the multi-type requirement information acquisition module is used for acquiring multi-type requirements of the target building installation metal plate curtain wall and acquiring multi-type requirement information; the curtain wall material analysis result acquisition module is used for inputting the multiple types of requirement information into a curtain wall material analysis module in the curtain wall installation scheme analysis model to acquire a curtain wall material analysis result; the design information acquisition module is used for acquiring building design information and curtain wall design information of the target building; the installation scheme acquisition module is used for inputting the building design information and the curtain wall design information into an installation scheme analysis module in a curtain wall installation scheme analysis model to obtain an installation scheme analysis result, wherein the installation scheme analysis result comprises a plurality of installation points; the key installation point acquisition module is used for acquiring a plurality of key installation points in the plurality of installation points and a plurality of key stability information corresponding to the plurality of key installation points according to the building design information and the plurality of installation points; the quality detection requirement acquisition module is used for inputting the key stability information into the installation quality detection analysis module in the curtain wall installation scheme analysis model to obtain the installation quality detection requirement information; and the processing and installing module is used for processing and installing the metal plate curtain wall of the target building by adopting the curtain wall material analysis result, the installation scheme analysis result and the installation quality detection requirement information.
The application also provides an electronic device, comprising:
a memory for storing executable instructions;
and the processor is used for realizing the intelligent generation method of the metal plate curtain wall processing and installing scheme when executing the executable instructions stored in the memory.
The embodiment of the application provides a computer readable storage medium, which stores a computer program, and when the program is executed by a processor, the intelligent generation method of the metal plate curtain wall processing and installing scheme is realized.
According to the intelligent generation method and system for the metal plate curtain wall processing and installing scheme, the multiple types of requirement information of the user are acquired and input to the installing scheme analysis model, so that the whole process analysis on the metal curtain wall during installation is realized, the specific material, the installing mode and the specific detection requirement on the metal plate curtain wall are completed, the requirements of curtain wall processing and construction on manual experience are reduced, and the curtain wall processing and construction efficiency is improved. The technical problem of the processing of metal sheet curtain in prior art and installation process inefficiency has been solved.
The foregoing description is only an overview of the technical solutions of the present application, and may be implemented according to the content of the specification in order to make the technical means of the present application more clearly understood, and in order to make the above-mentioned and other objects, features and advantages of the present application more clearly understood, the following detailed description of the present application will be given.
Drawings
In order to more clearly illustrate the technical solutions of the embodiments of the present disclosure, the drawings of the embodiments of the present disclosure will be briefly described below. It is apparent that the figures in the following description relate only to some embodiments of the present disclosure and are not limiting of the present disclosure.
Fig. 1 is a schematic flow chart of an intelligent generation method for a metal plate curtain wall processing and installation scheme provided in an embodiment of the application;
fig. 2 is a schematic flow chart of obtaining multiple types of information required by the intelligent generating method of the metal plate curtain wall processing and installing scheme provided by the embodiment of the application;
fig. 3 is a schematic flow chart of obtaining installation quality detection requirement information by an intelligent generating method for a metal plate curtain wall processing and installing scheme according to an embodiment of the present application;
fig. 4 is a schematic structural diagram of a system of an intelligent generating method for a metal plate curtain wall processing and installing scheme according to an embodiment of the present application;
fig. 5 is a schematic structural diagram of a system electronic device of an intelligent generating method for a metal plate curtain wall processing and installing scheme according to an embodiment of the present invention.
Reference numerals illustrate: the system comprises a multi-type requirement information acquisition module 11, a curtain wall material analysis result acquisition module 12, a design information acquisition module 13, an installation scheme acquisition module 14, a key installation point acquisition module 15, a quality detection requirement acquisition module 16 and a processing installation module 17.
Detailed Description
Example 1
For the purpose of making the objects, technical solutions and advantages of the present application more apparent, the present application will be described in further detail with reference to the accompanying drawings, and the described embodiments should not be construed as limiting the present application, and all other embodiments obtained by those skilled in the art without making any inventive effort are within the scope of the present application.
In the following description, reference is made to "some embodiments" which describe a subset of all possible embodiments, but it is to be understood that "some embodiments" can be the same subset or different subsets of all possible embodiments and can be combined with one another without conflict.
In the following description, the terms "first", "second", "third" and the like are merely used to distinguish similar objects and do not represent a particular ordering of the objects, it being understood that the "first", "second", "third" may be interchanged with a particular order or sequence, as permitted, to enable embodiments of the application described herein to be practiced otherwise than as illustrated or described herein.
Unless defined otherwise, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this application belongs. The terminology used herein is for the purpose of describing embodiments of the present application only.
While the present application makes various references to certain modules in a system according to embodiments of the present application, any number of different modules may be used and run on a user terminal and/or server, the modules are merely illustrative, and different aspects of the system and method may use different modules.
A flowchart is used in this application to describe the operations performed by a system according to embodiments of the present application. It should be understood that the preceding or following operations are not necessarily performed in order precisely. Rather, the various steps may be processed in reverse order or simultaneously, as desired. Also, other operations may be added to or removed from these processes.
As shown in fig. 1, an embodiment of the present application provides an intelligent generation method for a metal plate curtain wall processing and installation scheme, where the method includes:
s10: obtaining multiple types of requirements of a target building installation metal plate curtain wall and obtaining multiple types of requirement information;
s20: inputting the multiple types of requirement information into a curtain wall material analysis module in a curtain wall installation scheme analysis model to obtain a curtain wall material analysis result;
s30: acquiring building design information and curtain wall design information of the target building;
S40: inputting the building design information and curtain wall design information into a mounting scheme analysis module in a curtain wall mounting scheme analysis model to obtain a mounting scheme analysis result, wherein the mounting scheme analysis result comprises a plurality of mounting points;
specifically, multiple types of requirements of the target building installation metal plate curtain wall are obtained, and multiple types of requirement information are obtained, wherein the multiple types of requirement information comprise appearance requirement information, material requirement information and cost requirement information. And then inputting multiple types of required information into a curtain wall material analysis module in the curtain wall installation scheme analysis model to obtain curtain wall material analysis results. Further, building design information and curtain wall design information of the target building are obtained. And inputting the building design information and the curtain wall design information into an installation scheme analysis module in a curtain wall installation scheme analysis model, wherein the installation scheme analysis module is used for acquiring an actual installation scheme according to the building design information and the curtain wall design information to obtain an installation scheme analysis result, and the installation scheme analysis result comprises a plurality of installation points.
As shown in fig. 2, the method S10 provided in the embodiment of the present application further includes:
s11: acquiring the appearance requirement of the target building installation metal plate curtain wall on the curtain wall material, and acquiring appearance requirement information;
S12: acquiring the material requirement of the target building installation metal plate curtain wall on the curtain wall material, and acquiring material requirement information;
s13: acquiring the cost requirement of the target building installation metal plate curtain wall on the curtain wall material, and acquiring cost requirement information;
s14: and taking the appearance requirement information, the material requirement information and the cost requirement information as the multi-class requirement information.
Specifically, the appearance requirement of the target building installation metal plate curtain wall on the curtain wall material is obtained, and appearance requirement information is obtained, wherein the appearance requirement information is the appearance shape information of the metal plate curtain wall. Subsequently, the material requirement of the target building installation metal plate curtain wall on the curtain wall material is acquired, and material requirement information is acquired, wherein the material requirement information is the specific requirement material of the metal plate curtain wall. And acquiring the cost requirement of the target building installation metal plate curtain wall on the curtain wall material, and acquiring cost requirement information, namely acquiring the cost requirement information of the target building installation metal plate curtain wall. Finally, the appearance requirement information, the material requirement information and the cost requirement information are used as the multi-class requirement information.
The method S20 provided in the embodiment of the present application further includes:
s21: acquiring a plurality of curtain wall materials and acquiring a plurality of material information sets of the plurality of curtain wall materials;
S22: constructing a three-dimensional coordinate system based on the shape requirement information, the material requirement information and the cost requirement information as mutually perpendicular coordinate axes;
s23: inputting the plurality of material information sets into the three-dimensional coordinate system to obtain a plurality of material coordinate points;
s24: marking the coordinate points of the plurality of materials by taking the plurality of curtain wall materials as a plurality of labels to obtain the constructed curtain wall material analysis module;
s25: inputting the multiple types of requirement information into the curtain wall material analysis module to obtain the curtain wall material analysis result.
Specifically, a plurality of curtain wall materials are obtained, and a plurality of material information sets of the plurality of curtain wall materials are obtained, wherein the plurality of material information comprises an appearance workable shape of each curtain wall material and processing cost, and the material information sets comprise specific materials of the plurality of curtain walls and a plurality of corresponding material information. Then, based on the profile requirement information, the material requirement information and the cost requirement information as mutually perpendicular coordinate axes, a three-dimensional coordinate system is constructed, and each coordinate axis corresponds to one type of requirement information in the three-dimensional coordinate system. Further, a plurality of material information sets are input into the three-dimensional coordinate system, and a plurality of material coordinate points are obtained. And marking a plurality of material coordinate points by using a plurality of curtain wall materials as a plurality of labels, marking the plurality of material coordinate points, marking corresponding curtain wall materials of the plurality of material coordinate points, and obtaining the constructed curtain wall material analysis module. And finally, inputting multiple types of required information into the curtain wall material analysis module to obtain the curtain wall material analysis result. The curtain wall material acquisition is carried out according to actual demands, and the matching degree of curtain wall material acquisition is improved.
The method S20 provided in the embodiment of the present application further includes:
s26: inputting the multiple types of requirement information into the three-dimensional coordinate system to obtain a current coordinate point;
s27: obtaining C nearest material coordinate points of the current coordinate point according to the distance between the current coordinate point and the plurality of material coordinate points, wherein C is an odd number;
s28: c labels corresponding to the C material coordinate points are obtained, and the label with the highest occurrence frequency is output to obtain the curtain wall material analysis result.
Specifically, a plurality of kinds of required information are input into a three-dimensional coordinate system, and a current coordinate point is obtained. And obtaining C material coordinate points nearest to the current coordinate point according to the distance between the current coordinate point and the material coordinate points, wherein the current coordinate point is a specific coordinate point of multiple types of required information in a three-dimensional coordinate system, the material coordinate points are coordinate points of different curtain wall materials, and C is an odd number. Further, C labels corresponding to the C material coordinate points are obtained, and the label with the highest occurrence frequency is output to obtain the curtain wall material analysis result. According to the method, specific coordinate points in a three-dimensional coordinate system are acquired according to multiple types of requirement information, curtain wall materials adjacent to the specific coordinate points are acquired according to the coordinate points, the curtain wall materials are acquired according to actual requirements, and the matching degree of the curtain wall material acquisition is improved.
The method S40 provided in the embodiment of the present application further includes:
s41: obtaining a construction data set of the installation scheme analysis module, wherein the construction data set comprises a sample building design information set, a sample curtain wall design information set and a sample installation scheme analysis result set after supervision data marking, the sample installation scheme analysis result set comprises a plurality of sample installation scheme analysis results, and the plurality of sample installation scheme analysis results comprise installation point sets for installing different curtain walls on different buildings;
s42: based on a BP neural network, the installation scheme analysis module is constructed, wherein input data of the installation scheme analysis module are building design information and curtain wall design information, and output data are installation scheme analysis results;
s43: based on the supervision training in the machine learning, obtaining the installation scheme analysis module after the training is completed, wherein the construction data set is adopted to carry out iterative supervision training and verification on the installation scheme analysis module until convergence or accuracy reaches a preset requirement, so as to obtain the installation scheme analysis module;
s44: and inputting the building design information and the curtain wall design information into the installation scheme analysis module to obtain an installation scheme analysis result.
Specifically, a construction data set of an installation scheme analysis module is obtained, wherein the construction data set comprises a sample building design information set, a sample curtain wall design information set and a sample installation scheme analysis result set after supervision data marking, training data and verification data in the construction data set are marked, the sample building design information set comprises concrete design information of a sample building, the sample curtain wall design information set comprises concrete curtain wall design information of the sample building, the sample installation scheme analysis result set comprises a plurality of sample installation scheme analysis results, and the sample installation scheme analysis results comprise installation point sets for installing different curtain walls on different buildings. And then, based on the BP neural network, constructing the installation scheme analysis module, wherein the input data of the installation scheme analysis module is building design information and curtain wall design information, and the output data is an installation scheme analysis result. Performing supervision training on the installation scheme analysis module according to training data marked in a construction data set of the obtained installation scheme analysis module to obtain the installation scheme analysis module with the training completed, wherein the construction data set is adopted to perform iterative supervision training and verification on the installation scheme analysis module, and the verification data obtained by marking are used for inputting the installation scheme analysis module to obtain a result when verification is performed until convergence or accuracy reaches a preset requirement, so that the installation scheme analysis module is obtained. And finally, inputting the building design information and the curtain wall design information into the installation scheme analysis module to obtain an installation scheme analysis result, so that a specific installation scheme is obtained by using the building design information and the curtain wall design information.
S50: acquiring a plurality of key installation points in the plurality of installation points and a plurality of key stability information corresponding to the plurality of key installation points according to the building design information and the plurality of installation points;
s60: inputting the key stability information into an installation quality detection analysis module in the curtain wall installation scheme analysis model to obtain installation quality detection requirement information;
s70: and processing and installing the metal plate curtain wall of the target building by adopting the curtain wall material analysis result, the installation scheme analysis result and the installation quality detection requirement information.
Specifically, according to the plurality of mounting points of the building, a plurality of key mounting points in the plurality of mounting points and a plurality of key stability information corresponding to the plurality of key mounting points are obtained, wherein the key stability information comprises isomerism degree information and height information. And then inputting the key stability information into an installation quality detection analysis module in the curtain wall installation scheme analysis model to obtain the installation quality detection requirement information. And according to the obtained curtain wall material analysis result, the installation scheme analysis result and the installation quality detection requirement information, finishing the processing and the installation of the metal plate curtain wall of the target building. The whole process analysis during the installation of the metal curtain wall is realized, the specific material, the installation mode and the specific detection requirement of the metal plate curtain wall are finished, the requirements of the curtain wall processing and the construction on the manual experience are reduced, and the curtain wall processing and the construction efficiency are improved.
As shown in fig. 3, the method S50 provided in the embodiment of the present application further includes:
s51: acquiring a plurality of building surface heterogeneous areas according to the building design information;
s52: acquiring installation points falling into the heterogeneous areas on the surfaces of the buildings in the plurality of installation points as the plurality of key installation points;
s53: acquiring a plurality of heterogeneous degree information and a plurality of height information of a heterogeneous area on the surface of the building where the plurality of key installation points are located;
s54: and inputting the heterogeneous degree information and the height information into the installation quality detection analysis module to obtain the installation quality detection requirement information.
Specifically, according to the building design information, a plurality of heterogeneous areas of the building surface, such as areas where structural changes are generated between a corridor, a balcony and the like and the building surface, are obtained, and the areas need to be constructed with fixed curtain walls such as frames and the like, so that the areas with higher requirements on stability of installation points are obtained. Subsequently, the positions of a plurality of mounting points in the building design information are acquired, and the mounting points falling into the plurality of building surface heterogeneous areas within the plurality of mounting points are acquired as the plurality of key mounting points. And acquiring a plurality of isomerism degree information and a plurality of height information of the isomerism region of the building surface where the plurality of key installation points are located, wherein the isomerism degree information is the complexity degree of the isomerism region, namely the complexity degree of the isomerism region needing to construct a frame. And inputting the heterogeneous degree information and the height information into the installation quality detection analysis module to obtain the installation quality detection requirement information. The installation quality detection and analysis module is used for analyzing the heterogeneous degree information and the height information to obtain the installation quality detection requirement.
The method S54 provided in the embodiment of the present application further includes:
s541: acquiring a sample heterogeneous degree information set and a sample height information set;
s542: according to the sample heterogeneous degree information set and the sample height information set, adjusting basic installation quality detection requirement information to obtain a sample installation quality detection requirement information set;
s543: taking the heterogeneous degree information as a first decision feature, and adopting the sample heterogeneous degree information set to construct a plurality of layers of first decision nodes in the sample installation quality detection requirement information set;
s544: taking the height information as a second decision feature, and adopting the sample height information set to construct a plurality of layers of second decision nodes in the sample installation quality detection requirement information set;
s545: connecting the multi-layer first decision node and the multi-layer second decision node, and obtaining a plurality of decision results after multi-layer decision division by the multi-layer first decision node and the multi-layer second decision node;
s546: the installation quality detection analysis module is obtained by taking a plurality of sample installation quality detection requirement information in the sample installation quality detection requirement information set as a plurality of decision results, and the curtain wall material analysis module, the installation scheme analysis module and the installation quality detection analysis module form the curtain wall installation scheme analysis model;
S547: and combining and inputting the heterogeneous degree information and the height information into the installation quality detection analysis module to obtain the installation quality detection requirement information.
Specifically, a sample heterogeneous degree information set and a sample height information set are obtained, and according to the sample heterogeneous degree information set and the sample height information set, basic installation quality detection requirement information is adjusted to obtain a sample installation quality detection requirement information set. The basic installation quality detection requirement information is acquired through relevant curtain wall standards. When the basic installation quality detection requirement information is adjusted, the sample isomerism degree information set and the sample height information set are utilized to obtain the basic installation quality detection requirement taking a non-key installation point as a basic installation point, the key installation point is determined according to the isomerism degree, and the larger the isomerism degree is, the higher the detection requirement is. And taking the heterogeneous degree information as a first decision feature, adopting a sample heterogeneous degree information set, and constructing a plurality of layers of first decision nodes in the sample installation quality detection requirement information set based on the idea of a decision tree algorithm. And taking the height information as a second decision feature, and adopting the sample height information set to construct a plurality of layers of second decision nodes in the sample installation quality detection requirement information set. And connecting the multi-layer first decision node and the multi-layer second decision node, for example, connecting the highest layer node in the multi-layer first decision node and the lowest layer node in the multi-layer second decision node, and obtaining a plurality of decision results after multi-layer decision division by the multi-layer first decision node and the multi-layer second decision node. Further, a plurality of sample installation quality detection requirement information in the sample installation quality detection requirement information set is adopted as the plurality of decision results to obtain the installation quality detection analysis module, and the curtain wall material analysis module, the installation scheme analysis module and the installation quality detection analysis module form the curtain wall installation scheme analysis model. And finally, combining and inputting a plurality of heterogeneous degree information and a plurality of height information into the installation quality detection analysis module to obtain a plurality of installation quality detection requirement information, so as to realize adjustment of installation quality detection according to the heterogeneous degree information and the height information, obtain specific installation quality detection requirement information and guarantee final installation effect and stability.
According to the technical scheme provided by the embodiment of the invention, the multiple requirements of the target building on installing the metal plate curtain wall are obtained. And inputting the multiple types of requirement information into a curtain wall material analysis module to obtain curtain wall materials. And acquiring the building design and the curtain wall design, inputting the building design and the curtain wall design into the installation scheme analysis module, and acquiring an installation scheme analysis result. And acquiring a plurality of key installation points in the plurality of installation points and a plurality of key stability information corresponding to the plurality of key installation points according to the building design information and the plurality of installation points. And inputting the key stability information into an installation quality detection analysis module in the curtain wall installation scheme analysis model to obtain installation quality detection requirement information. And processing and installing the metal plate curtain wall of the target building by adopting the curtain wall material analysis result, the installation scheme analysis result and the installation quality detection requirement information. The whole process analysis during the installation of the metal curtain wall is realized, the specific material, the installation mode and the specific detection requirement of the metal plate curtain wall are finished, the requirements of the curtain wall processing and the construction on the manual experience are reduced, and the curtain wall processing and the construction efficiency are improved. The technical problem of the processing of metal sheet curtain among the prior art and installation process inefficiency is solved.
Example two
Based on the same inventive concept as the intelligent generation method of the metal plate curtain wall processing and installing scheme in the foregoing embodiment, the invention also provides a system of the intelligent generation method of the metal plate curtain wall processing and installing scheme, which can be realized by hardware and/or software and can be generally integrated in electronic equipment for executing the method provided by any embodiment of the invention. As shown in fig. 4, the system includes:
the multi-type requirement information acquisition module 11 is used for acquiring multi-type requirements of the target building installation metal plate curtain wall and acquiring multi-type requirement information;
the curtain wall material analysis result obtaining module 12 is configured to input the multiple types of requirement information into a curtain wall material analysis module in a curtain wall installation scheme analysis model to obtain a curtain wall material analysis result;
a design information acquisition module 13, configured to acquire building design information and curtain wall design information of the target building;
a mounting scheme obtaining module 14, configured to input the building design information and the curtain wall design information into a mounting scheme analysis module in a curtain wall mounting scheme analysis model, to obtain a mounting scheme analysis result, where the mounting scheme analysis result includes a plurality of mounting points;
A key installation point obtaining module 15, configured to obtain, according to the building design information and the plurality of installation points, a plurality of key installation points in the plurality of installation points, and a plurality of key stability information corresponding to the plurality of key installation points;
the quality detection requirement acquisition module 16 is configured to input the plurality of pieces of key stability information into an installation quality detection analysis module in the curtain wall installation scheme analysis model, so as to obtain a plurality of pieces of installation quality detection requirement information;
and the processing and installing module 17 is used for processing and installing the metal plate curtain wall of the target building by adopting the curtain wall material analysis result, the installation scheme analysis result and the installation quality detection requirement information.
Further, the multi-class requirement information acquisition module 11 is further configured to:
acquiring the appearance requirement of the target building installation metal plate curtain wall on the curtain wall material, and acquiring appearance requirement information;
acquiring the material requirement of the target building installation metal plate curtain wall on the curtain wall material, and acquiring material requirement information;
acquiring the cost requirement of the target building installation metal plate curtain wall on the curtain wall material, and acquiring cost requirement information;
And taking the appearance requirement information, the material requirement information and the cost requirement information as the multi-class requirement information.
Further, the curtain wall material analysis result obtaining module 12 is further configured to:
acquiring a plurality of curtain wall materials and acquiring a plurality of material information sets of the plurality of curtain wall materials;
constructing a three-dimensional coordinate system based on the shape requirement information, the material requirement information and the cost requirement information as mutually perpendicular coordinate axes;
inputting the plurality of material information sets into the three-dimensional coordinate system to obtain a plurality of material coordinate points;
marking the coordinate points of the plurality of materials by taking the plurality of curtain wall materials as a plurality of labels to obtain the constructed curtain wall material analysis module;
inputting the multiple types of requirement information into the curtain wall material analysis module to obtain the curtain wall material analysis result.
Further, the curtain wall material analysis result obtaining module 12 is further configured to:
inputting the multiple types of requirement information into the three-dimensional coordinate system to obtain a current coordinate point;
obtaining C nearest material coordinate points of the current coordinate point according to the distance between the current coordinate point and the plurality of material coordinate points, wherein C is an odd number;
C labels corresponding to the C material coordinate points are obtained, and the label with the highest occurrence frequency is output to obtain the curtain wall material analysis result.
Further, the installation scheme acquisition module 14 is further configured to:
obtaining a construction data set of the installation scheme analysis module, wherein the construction data set comprises a sample building design information set, a sample curtain wall design information set and a sample installation scheme analysis result set after supervision data marking, the sample installation scheme analysis result set comprises a plurality of sample installation scheme analysis results, and the plurality of sample installation scheme analysis results comprise installation point sets for installing different curtain walls on different buildings;
based on a BP neural network, the installation scheme analysis module is constructed, wherein input data of the installation scheme analysis module are building design information and curtain wall design information, and output data are installation scheme analysis results;
based on the supervision training in the machine learning, obtaining the installation scheme analysis module after the training is completed, wherein the construction data set is adopted to carry out iterative supervision training and verification on the installation scheme analysis module until convergence or accuracy reaches a preset requirement, so as to obtain the installation scheme analysis module;
And inputting the building design information and the curtain wall design information into the installation scheme analysis module to obtain an installation scheme analysis result.
Further, the key installation point obtaining module 15 is further configured to:
acquiring a plurality of building surface heterogeneous areas according to the building design information;
acquiring installation points falling into the heterogeneous areas on the surfaces of the buildings in the plurality of installation points as the plurality of key installation points;
acquiring a plurality of heterogeneous degree information and a plurality of height information of a heterogeneous area on the surface of the building where the plurality of key installation points are located;
and inputting the heterogeneous degree information and the height information into the installation quality detection analysis module to obtain the installation quality detection requirement information.
Further, the key installation point obtaining module 15 is further configured to:
acquiring a sample heterogeneous degree information set and a sample height information set;
according to the sample heterogeneous degree information set and the sample height information set, adjusting basic installation quality detection requirement information to obtain a sample installation quality detection requirement information set;
taking the heterogeneous degree information as a first decision feature, and adopting the sample heterogeneous degree information set to construct a plurality of layers of first decision nodes in the sample installation quality detection requirement information set;
Taking the height information as a second decision feature, and adopting the sample height information set to construct a plurality of layers of second decision nodes in the sample installation quality detection requirement information set;
connecting the multi-layer first decision node and the multi-layer second decision node, and obtaining a plurality of decision results after multi-layer decision division by the multi-layer first decision node and the multi-layer second decision node;
the installation quality detection analysis module is obtained by taking a plurality of sample installation quality detection requirement information in the sample installation quality detection requirement information set as a plurality of decision results, and the curtain wall material analysis module, the installation scheme analysis module and the installation quality detection analysis module form the curtain wall installation scheme analysis model;
and combining and inputting the heterogeneous degree information and the height information into the installation quality detection analysis module to obtain the installation quality detection requirement information.
The included units and modules are only divided according to the functional logic, but are not limited to the above-mentioned division, so long as the corresponding functions can be realized; in addition, the specific names of the functional units are also only for distinguishing from each other, and are not used to limit the protection scope of the present invention.
Example III
Fig. 5 is a schematic structural diagram of an electronic device provided in a third embodiment of the present invention, and shows a block diagram of an exemplary electronic device suitable for implementing an embodiment of the present invention. The electronic device shown in fig. 5 is only an example and should not be construed as limiting the functionality and scope of use of the embodiments of the present invention. As shown in fig. 5, the electronic device includes a processor 31, a memory 32, an input device 33, and an output device 34; the number of processors 31 in the electronic device may be one or more, in fig. 5, one processor 31 is taken as an example, and the processors 31, the memory 32, the input device 33 and the output device 34 in the electronic device may be connected by a bus or other means, in fig. 5, by bus connection is taken as an example.
The memory 32 is used as a computer readable storage medium for storing software programs, computer executable programs and modules, such as program instructions/modules corresponding to an intelligent generation method for a metal plate curtain wall processing installation scheme in an embodiment of the present invention. The processor 31 executes various functional applications and data processing of the computer device by running software programs, instructions and modules stored in the memory 32, that is, implements the above-described intelligent generation method for the metal sheet curtain wall processing installation scheme.
Note that the above is only a preferred embodiment of the present invention and the technical principle applied. It will be understood by those skilled in the art that the present invention is not limited to the particular embodiments described herein, but is capable of various obvious changes, rearrangements and substitutions as will now become apparent to those skilled in the art without departing from the scope of the invention. Therefore, while the invention has been described in connection with the above embodiments, the invention is not limited to the embodiments, but may be embodied in many other equivalent forms without departing from the spirit or scope of the invention, which is set forth in the following claims.
Claims (8)
1. An intelligent generation method of a metal plate curtain wall processing and installing scheme is characterized by comprising the following steps:
obtaining multiple types of requirements of a target building installation metal plate curtain wall and obtaining multiple types of requirement information;
inputting the multiple types of requirement information into a curtain wall material analysis module in a curtain wall installation scheme analysis model to obtain a curtain wall material analysis result;
acquiring building design information and curtain wall design information of the target building;
inputting the building design information and curtain wall design information into a mounting scheme analysis module in a curtain wall mounting scheme analysis model to obtain a mounting scheme analysis result, wherein the mounting scheme analysis result comprises a plurality of mounting points;
According to the architectural design information and the plurality of mounting points, a plurality of key mounting points in the plurality of mounting points and a plurality of key stability information corresponding to the plurality of key mounting points are obtained, wherein the method comprises the following steps: acquiring a plurality of building surface heterogeneous areas according to the building design information; acquiring installation points falling into the heterogeneous areas on the surfaces of the buildings in the plurality of installation points as the plurality of key installation points; acquiring a plurality of heterogeneous degree information and a plurality of height information of a heterogeneous area on the surface of the building where the plurality of key installation points are located; inputting the heterogeneous degree information and the height information into an installation quality detection analysis module to obtain the installation quality detection requirement information, wherein the method comprises the following steps of: acquiring a sample heterogeneous degree information set and a sample height information set; according to the sample heterogeneous degree information set and the sample height information set, adjusting basic installation quality detection requirement information to obtain a sample installation quality detection requirement information set; taking the heterogeneous degree information as a first decision feature, and adopting the sample heterogeneous degree information set to construct a plurality of layers of first decision nodes in the sample installation quality detection requirement information set; taking the height information as a second decision feature, and adopting the sample height information set to construct a plurality of layers of second decision nodes in the sample installation quality detection requirement information set; connecting the multi-layer first decision node and the multi-layer second decision node, and obtaining a plurality of decision results after multi-layer decision division by the multi-layer first decision node and the multi-layer second decision node; the installation quality detection analysis module is obtained by taking a plurality of sample installation quality detection requirement information in the sample installation quality detection requirement information set as a plurality of decision results, and the curtain wall material analysis module, the installation scheme analysis module and the installation quality detection analysis module form the curtain wall installation scheme analysis model; combining and inputting the heterogeneous degree information and the height information into the installation quality detection analysis module to obtain installation quality detection requirement information;
Inputting the key stability information into an installation quality detection analysis module in the curtain wall installation scheme analysis model to obtain installation quality detection requirement information;
and processing and installing the metal plate curtain wall of the target building by adopting the curtain wall material analysis result, the installation scheme analysis result and the installation quality detection requirement information.
2. The method of claim 1, wherein obtaining multiple types of requirements for the target building to install the sheet metal curtain wall, obtaining multiple types of requirement information, comprises:
acquiring the appearance requirement of the target building installation metal plate curtain wall on the curtain wall material, and acquiring appearance requirement information;
acquiring the material requirement of the target building installation metal plate curtain wall on the curtain wall material, and acquiring material requirement information;
acquiring the cost requirement of the target building installation metal plate curtain wall on the curtain wall material, and acquiring cost requirement information;
and taking the appearance requirement information, the material requirement information and the cost requirement information as the multi-class requirement information.
3. The method according to claim 2, wherein the multiple types of requirement information are input into a curtain wall material analysis module in a curtain wall installation scheme analysis model to obtain curtain wall material analysis results;
Acquiring a plurality of curtain wall materials and acquiring a plurality of material information sets of the plurality of curtain wall materials;
constructing a three-dimensional coordinate system based on the shape requirement information, the material requirement information and the cost requirement information as mutually perpendicular coordinate axes;
inputting the plurality of material information sets into the three-dimensional coordinate system to obtain a plurality of material coordinate points;
marking the coordinate points of the plurality of materials by taking the plurality of curtain wall materials as a plurality of labels to obtain the constructed curtain wall material analysis module;
inputting the multiple types of requirement information into the curtain wall material analysis module to obtain the curtain wall material analysis result.
4. The method of claim 3, wherein inputting the plurality of types of requirement information into the curtain wall material analysis module to obtain the curtain wall material analysis result comprises:
inputting the multiple types of requirement information into the three-dimensional coordinate system to obtain a current coordinate point;
obtaining C nearest material coordinate points of the current coordinate point according to the distance between the current coordinate point and the plurality of material coordinate points, wherein C is an odd number;
c labels corresponding to the C material coordinate points are obtained, and the label with the highest occurrence frequency is output to obtain the curtain wall material analysis result.
5. The method of claim 1, wherein inputting the building design information and curtain wall design information into an installation plan analysis module within a curtain wall installation plan analysis model to obtain an installation plan analysis result comprises:
obtaining a construction data set of the installation scheme analysis module, wherein the construction data set comprises a sample building design information set, a sample curtain wall design information set and a sample installation scheme analysis result set after supervision data marking, the sample installation scheme analysis result set comprises a plurality of sample installation scheme analysis results, and the plurality of sample installation scheme analysis results comprise installation point sets for installing different curtain walls on different buildings;
based on a BP neural network, the installation scheme analysis module is constructed, wherein input data of the installation scheme analysis module are building design information and curtain wall design information, and output data are installation scheme analysis results;
based on the supervision training in the machine learning, obtaining the installation scheme analysis module after the training is completed, wherein the construction data set is adopted to carry out iterative supervision training and verification on the installation scheme analysis module until convergence or accuracy reaches a preset requirement, so as to obtain the installation scheme analysis module;
And inputting the building design information and the curtain wall design information into the installation scheme analysis module to obtain an installation scheme analysis result.
6. An intelligent generation system for a metal plate curtain wall processing and installing scheme, which is characterized by comprising:
the multi-type requirement information acquisition module is used for acquiring multi-type requirements of the target building installation metal plate curtain wall and acquiring multi-type requirement information;
the curtain wall material analysis result acquisition module is used for inputting the multiple types of requirement information into a curtain wall material analysis module in the curtain wall installation scheme analysis model to acquire a curtain wall material analysis result;
the design information acquisition module is used for acquiring building design information and curtain wall design information of the target building;
the installation scheme acquisition module is used for inputting the building design information and the curtain wall design information into an installation scheme analysis module in a curtain wall installation scheme analysis model to obtain an installation scheme analysis result, wherein the installation scheme analysis result comprises a plurality of installation points;
the key installation point acquisition module is used for acquiring a plurality of key installation points in the plurality of installation points and a plurality of key stability information corresponding to the plurality of key installation points according to the building design information and the plurality of installation points, and also used for acquiring a plurality of building surface heterogeneous areas according to the building design information; acquiring installation points falling into the heterogeneous areas on the surfaces of the buildings in the plurality of installation points as the plurality of key installation points; acquiring a plurality of heterogeneous degree information and a plurality of height information of a heterogeneous area on the surface of the building where the plurality of key installation points are located; inputting the heterogeneous degree information and the height information into an installation quality detection analysis module to obtain installation quality detection requirement information, and acquiring a sample heterogeneous degree information set and a sample height information set; according to the sample heterogeneous degree information set and the sample height information set, adjusting basic installation quality detection requirement information to obtain a sample installation quality detection requirement information set; taking the heterogeneous degree information as a first decision feature, and adopting the sample heterogeneous degree information set to construct a plurality of layers of first decision nodes in the sample installation quality detection requirement information set; taking the height information as a second decision feature, and adopting the sample height information set to construct a plurality of layers of second decision nodes in the sample installation quality detection requirement information set; connecting the multi-layer first decision node and the multi-layer second decision node, and obtaining a plurality of decision results after multi-layer decision division by the multi-layer first decision node and the multi-layer second decision node; the installation quality detection analysis module is obtained by taking a plurality of sample installation quality detection requirement information in the sample installation quality detection requirement information set as a plurality of decision results, and the curtain wall material analysis module, the installation scheme analysis module and the installation quality detection analysis module form the curtain wall installation scheme analysis model; combining and inputting the heterogeneous degree information and the height information into the installation quality detection analysis module to obtain installation quality detection requirement information;
The quality detection requirement acquisition module is used for inputting the key stability information into the installation quality detection analysis module in the curtain wall installation scheme analysis model to obtain the installation quality detection requirement information;
and the processing and installing module is used for processing and installing the metal plate curtain wall of the target building by adopting the curtain wall material analysis result, the installation scheme analysis result and the installation quality detection requirement information.
7. An electronic device, the electronic device comprising:
a memory for storing executable instructions;
and the processor is used for realizing the intelligent generation method of the metal plate curtain wall processing and installation scheme according to any one of claims 1 to 5 when executing the executable instructions stored in the memory.
8. A computer-readable medium, on which a computer program is stored, characterized in that the program, when being executed by a processor, implements a method for intelligently generating a metal-sheet curtain wall processing installation scheme as claimed in any one of claims 1 to 5.
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