CN116862454A - Indoor building design management method and system - Google Patents
Indoor building design management method and system Download PDFInfo
- Publication number
- CN116862454A CN116862454A CN202311108372.1A CN202311108372A CN116862454A CN 116862454 A CN116862454 A CN 116862454A CN 202311108372 A CN202311108372 A CN 202311108372A CN 116862454 A CN116862454 A CN 116862454A
- Authority
- CN
- China
- Prior art keywords
- design
- construction
- indoor
- acquiring
- indoor design
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
- 238000013461 design Methods 0.000 title claims abstract description 481
- 238000007726 management method Methods 0.000 title claims abstract description 60
- 238000010276 construction Methods 0.000 claims abstract description 272
- 230000000694 effects Effects 0.000 claims abstract description 21
- 238000000605 extraction Methods 0.000 claims abstract description 10
- 238000012986 modification Methods 0.000 claims description 27
- 230000004048 modification Effects 0.000 claims description 27
- 239000013598 vector Substances 0.000 claims description 25
- 238000000034 method Methods 0.000 claims description 22
- 230000002452 interceptive effect Effects 0.000 claims description 20
- 238000007781 pre-processing Methods 0.000 claims description 15
- 230000008439 repair process Effects 0.000 claims description 15
- 238000010586 diagram Methods 0.000 claims description 14
- 238000011156 evaluation Methods 0.000 claims description 12
- 230000008569 process Effects 0.000 claims description 10
- 238000012549 training Methods 0.000 claims description 10
- 239000011159 matrix material Substances 0.000 claims description 8
- 238000012216 screening Methods 0.000 claims description 8
- 239000000463 material Substances 0.000 claims description 7
- 230000011218 segmentation Effects 0.000 claims description 5
- 239000013589 supplement Substances 0.000 claims description 5
- 238000012360 testing method Methods 0.000 claims description 5
- 230000006399 behavior Effects 0.000 claims description 4
- 238000005259 measurement Methods 0.000 claims description 4
- 238000012163 sequencing technique Methods 0.000 claims description 4
- 238000005034 decoration Methods 0.000 description 15
- 230000003993 interaction Effects 0.000 description 5
- 238000005516 engineering process Methods 0.000 description 4
- 230000008859 change Effects 0.000 description 2
- 238000004891 communication Methods 0.000 description 2
- 239000004035 construction material Substances 0.000 description 2
- 239000000284 extract Substances 0.000 description 2
- 230000003287 optical effect Effects 0.000 description 2
- 238000012795 verification Methods 0.000 description 2
- 230000002159 abnormal effect Effects 0.000 description 1
- 230000001133 acceleration Effects 0.000 description 1
- 238000009430 construction management Methods 0.000 description 1
- 238000012938 design process Methods 0.000 description 1
- 230000006870 function Effects 0.000 description 1
- 238000012545 processing Methods 0.000 description 1
- 239000000047 product Substances 0.000 description 1
- 238000006467 substitution reaction Methods 0.000 description 1
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION 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
- G06Q10/00—Administration; Management
- G06Q10/10—Office automation; Time management
- G06Q10/103—Workflow collaboration or project management
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F30/00—Computer-aided design [CAD]
- G06F30/10—Geometric CAD
- G06F30/13—Architectural design, e.g. computer-aided architectural design [CAAD] related to design of buildings, bridges, landscapes, production plants or roads
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION 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
- G06Q50/00—Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
- G06Q50/08—Construction
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/20—Image preprocessing
- G06V10/25—Determination of region of interest [ROI] or a volume of interest [VOI]
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
- G06V10/74—Image or video pattern matching; Proximity measures in feature spaces
- G06V10/761—Proximity, similarity or dissimilarity measures
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V20/00—Scenes; Scene-specific elements
- G06V20/40—Scenes; Scene-specific elements in video content
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V20/00—Scenes; Scene-specific elements
- G06V20/50—Context or environment of the image
- G06V20/52—Surveillance or monitoring of activities, e.g. for recognising suspicious objects
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Business, Economics & Management (AREA)
- Human Resources & Organizations (AREA)
- Strategic Management (AREA)
- Multimedia (AREA)
- Geometry (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Evolutionary Computation (AREA)
- General Health & Medical Sciences (AREA)
- General Business, Economics & Management (AREA)
- Health & Medical Sciences (AREA)
- Marketing (AREA)
- Entrepreneurship & Innovation (AREA)
- Tourism & Hospitality (AREA)
- Computer Hardware Design (AREA)
- Economics (AREA)
- Civil Engineering (AREA)
- Operations Research (AREA)
- Mathematical Analysis (AREA)
- Mathematical Optimization (AREA)
- Pure & Applied Mathematics (AREA)
- Structural Engineering (AREA)
- General Engineering & Computer Science (AREA)
- Architecture (AREA)
- Data Mining & Analysis (AREA)
- Computational Mathematics (AREA)
- Artificial Intelligence (AREA)
- Computing Systems (AREA)
- Databases & Information Systems (AREA)
- Quality & Reliability (AREA)
- Medical Informatics (AREA)
- Software Systems (AREA)
- Primary Health Care (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
Abstract
The invention discloses an indoor building design management method and system, comprising the steps of acquiring basic information and two-dimensional drawing information of a target house, acquiring initial willingness of a customer, and carrying out feature extraction to generate indoor design elements of the target house; generating an indoor design drawing of the target house according to the indoor design elements, basic information and two-dimensional drawing information, matching corresponding design projects, and generating an indoor design scheme according to the construction flow of the design projects; generating construction instruction information according to the construction flow nodes, acquiring a target house indoor design construction video stream, and performing supervision and management on an indoor design scheme; and acquiring the indoor design construction progress of the target house and updating the indoor design effect graph. According to the invention, the personalized indoor design scheme is provided through the client willingness preference, the problems of disordered indoor design flow and rough design and construction are avoided by utilizing automatic supervision, the indoor design management efficiency and quality are improved, and the manual supervision cost is saved.
Description
Technical Field
The invention relates to the technical field of indoor building design, in particular to an indoor building design management method and system.
Background
With the acceleration of the urban process, people pursue healthy and good living environments, and every design and construction of home is closely related to the residents. Under the condition of ensuring living safety, design constructors for indoor building decoration meet the design construction requirements of residents as much as possible, and a healthy, environment-friendly, comfortable and elegant indoor living environment is created by utilizing various design construction methods from multiple angles. The designer should fully obey various requirements of the user in the design process, and develop own creative thinking, make each item of management work of indoor design, guarantee the rational application of each indoor design theory, also avoid various misareas and mistakes in the indoor decoration design at the same time, provide an excellent indoor building's decoration design scheme for the user.
The traditional indoor decoration construction technology is comparatively backward, and the requirements of modern people on living environments can not be met. In order to improve the engineering quality of indoor decoration construction, the construction operation technology needs to be innovated and reformed, a reasonable construction and construction management system is formulated, the construction technology is innovated, and the modern scientific technology is applied to effectively manage the indoor building design. At present, when indoor building design is under construction, the customer can't clearly know the progress of house design construction, need arrive the house observation of fitment in person just can know the progress of design construction, and simultaneously in the in-process of house design construction, the customer can't know the concrete condition of house construction when needing the temporary change design, leads to the temporary change design degree of difficulty great, is difficult to satisfy customer's demand for customer satisfaction drops. Therefore, how to implement full-process automatic management on indoor building design, and implementing and adjusting a schedule are one of the problems to be solved.
Disclosure of Invention
In order to solve the technical problems, the invention provides an indoor building design management method and system.
The first aspect of the present invention provides an indoor building design management method, including:
acquiring basic information and two-dimensional drawing information of a target house, preprocessing the acquired information, acquiring initial willingness of a customer, and performing feature extraction according to the initial willingness of the customer to generate indoor design elements of the target house;
generating an indoor design drawing of the target house according to the indoor design elements by combining the preprocessed basic information and the two-dimensional drawing information, matching corresponding design projects according to the indoor design drawing, and generating an indoor design scheme according to the construction flow of the design projects;
generating construction instruction information according to construction flow nodes in the indoor design scheme, acquiring a target house indoor design construction video stream, extracting key frames based on design projects, and performing supervision and management on the indoor design scheme by utilizing the key frames;
and acquiring the indoor design construction progress of the target house according to the key frame and the construction instruction information, and updating the indoor design effect graph according to the construction progress.
In the scheme, initial willingness of a customer is collected, and characteristic extraction is carried out according to the initial willingness of the customer to generate indoor design elements of a target house, specifically:
Obtaining design requirement information of a client, extracting Word vectors from the design requirement information by using a Word2vec model, obtaining corresponding Word vectors according to a preset design index, and obtaining keyword vectors through the occurrence frequency of the Word vectors;
acquiring corresponding semantic features according to the keyword vectors, acquiring indoor design demand features by combining the semantic features with preset design indexes, and acquiring a plurality of indoor design examples by utilizing a big data method according to the demand features;
acquiring interactive data of a client according to click access behaviors of the client and a plurality of indoor design examples, generating an interactive data sequence, constructing a scoring matrix according to the interactive time and the interactive frequency of the client, and combining the scoring matrix with the design characteristics of the indoor design examples;
obtaining grading information of different indoor design examples of a target user, generating initial weights based on the grading information, marking the interactive data sequences, and coding and representing the interactive data sequences through a self-attention network to obtain client preference information;
extracting initial weights of design features corresponding to indoor design examples, combining the initial weights with self-attention weights, acquiring weight sequences of the design features, and acquiring a preset number of design features according to the weight sequences to generate indoor design elements of a target house;
In this scheme, according to the design project that indoor design drawing matches the correspondence, according to the work flow of design project generate indoor design scheme, specifically do:
acquiring house type and area information of a target house to generate basic information of the target house, acquiring two-dimensional drawing information of the target house through measurement and drawing, and preprocessing the basic information and the two-dimensional drawing information;
performing region classification on the indoor design elements according to the basic information of the target house, and matching the region classification result with the two-dimensional drawing information to obtain an indoor design drawing of the target house;
matching corresponding design projects by using customer preference information based on indoor design elements, acquiring standard construction flows of the design projects, adaptively adjusting the standard construction flows by using basic information, and sequencing well design projects;
and generating an indoor design scheme according to the sorting result of the design projects and the standard construction flow adjusted by each design project.
In this scheme, according to the construction flow node in the indoor design scheme generation construction instruction information, specifically:
acquiring the historical construction period of each design project in the indoor design scheme, acquiring the construction period of the indoor design scheme according to the historical construction period, and acquiring the construction time stamp of each design project of the construction period in the indoor design scheme according to the time ratio of the construction flow of each design project in the historical construction period;
Generating a construction flow node through the construction time stamp, wherein material characteristics, process characteristics and notice characteristics of a design project are used as node auxiliary characteristics in the construction flow node;
and when the design item is completed in the current construction flow and accords with the preset construction standard, generating construction instruction information of the next construction flow according to the construction flow nodes.
In this scheme, the key frame is utilized to monitor and manage the indoor design scheme, specifically:
acquiring a target house indoor design construction video stream, extracting a key frame image in the construction video stream, preprocessing the key frame image, acquiring a corresponding design project according to a video stream time stamp, and acquiring an interested region according to the design project;
constructing an indoor design supervision and management model, acquiring video stream information corresponding to standard construction flows of design projects, extracting video frames of different construction flows in each design project, constructing a training set and a testing set, and training the indoor design supervision and management model;
taking the region of interest as the input of an indoor design supervision and management model, introducing a cavity feature pyramid in a convolution network to adjust the size of a receptive field, and obtaining a multi-scale feature map of the region of interest;
Acquiring context characteristics of key frame characteristics at a preset time step according to the multi-scale characteristic map, acquiring weight information of different scale characteristic maps through back propagation, and combining the context characteristics with the weight information to acquire supervision characteristics;
and calculating the similarity between the supervision characteristics of the construction flows in each design project and the standard construction flows of the design projects, performing supervision and management according to the similarity, and performing construction flow early warning when the similarity is smaller than a preset threshold value.
In this scheme, through the feedback adjustment indoor design scheme of customer to indoor design effect drawing, specifically do:
after the identity of the customer is verified, acquiring the current construction progress and the indoor design effect diagram of the target house, extracting satisfaction feedback of the customer on the current construction progress and the indoor design effect diagram, and screening unqualified design projects according to the satisfaction feedback;
judging whether the construction of the unqualified design project is completed, when the construction is completed, obtaining satisfaction feedback of a customer on the unqualified design project, performing word segmentation, screening evaluation keywords and modification keywords through word vectors, and judging whether the unqualified design project can be repaired according to the evaluation keywords;
If the repair is possible, setting a repair work order to supplement the current indoor design scheme, positioning the construction flow steps according to the repair work order, searching in the indoor design scheme by utilizing the similarity based on the construction flow steps, marking the construction flow steps meeting the similarity standard, and optimizing the marked construction flow steps;
if the construction progress cannot be repaired, obtaining a non-constructed design project through the construction progress, performing similarity retrieval in the non-constructed design project according to style characteristics of the non-standard design project, obtaining the non-constructed design project meeting a preset similarity standard, and performing indoor design scheme adjustment according to customer satisfaction feedback;
when the construction is not completed, the current construction progress of the unqualified design project is obtained, a modification scheme set of the unqualified design project is obtained according to modification keywords of customer satisfaction, deviation of each scheme and the corresponding construction period of the unqualified design project is calculated in the modification scheme set according to the current construction progress, and the modification scheme with the minimum deviation limit is obtained to replace the unqualified design project.
The second aspect of the present invention also provides an indoor architectural design management system, comprising: the indoor building design management method comprises a memory and a processor, wherein the memory comprises an indoor building design management method program, and the indoor building design management method program realizes the following steps when being executed by the processor:
Acquiring basic information and two-dimensional drawing information of a target house, preprocessing the acquired information, acquiring initial willingness of a customer, and performing feature extraction according to the initial willingness of the customer to generate indoor design elements of the target house;
generating an indoor design drawing of the target house according to the indoor design elements by combining the preprocessed basic information and the two-dimensional drawing information, matching corresponding design projects according to the indoor design drawing, and generating an indoor design scheme according to the construction flow of the design projects;
generating construction instruction information according to construction flow nodes in the indoor design scheme, acquiring a target house indoor design construction video stream, extracting key frames based on design projects, and performing supervision and management on the indoor design scheme by utilizing the key frames;
and acquiring the indoor design construction progress of the target house according to the key frame and the construction instruction information, and updating the indoor design effect graph according to the construction progress.
The invention discloses an indoor building design management method and system, comprising the steps of acquiring basic information and two-dimensional drawing information of a target house, acquiring initial willingness of a customer, and carrying out feature extraction to generate indoor design elements of the target house; generating an indoor design drawing of the target house according to the indoor design elements, basic information and two-dimensional drawing information, matching corresponding design projects, and generating an indoor design scheme according to the construction flow of the design projects; generating construction instruction information according to the construction flow nodes, acquiring a target house indoor design construction video stream, and performing supervision and management on an indoor design scheme; and acquiring the indoor design construction progress of the target house and updating the indoor design effect graph. According to the invention, the personalized indoor design scheme is provided through the client willingness preference, the problems of disordered indoor design flow and rough design and construction are avoided by utilizing automatic supervision, the indoor design management efficiency and quality are improved, and the manual supervision cost is saved.
Drawings
FIG. 1 is a flow chart of an indoor architectural design management method of the present application;
FIG. 2 illustrates a flow chart of the present application for generating indoor design elements of a target house;
FIG. 3 shows a flow chart of the present application for supervising and managing indoor designs;
fig. 4 shows a block diagram of an indoor architectural design management system of the present application.
Detailed Description
In order that the above-recited objects, features and advantages of the present application will be more clearly understood, a more particular description of the application will be rendered by reference to the appended drawings and appended detailed description. It should be noted that, without conflict, the embodiments of the present application and features in the embodiments may be combined with each other.
In the following description, numerous specific details are set forth in order to provide a thorough understanding of the present application, however, the present application may be practiced in other ways than those described herein, and therefore the scope of the present application is not limited to the specific embodiments disclosed below.
Fig. 1 shows a flow chart of an indoor building design management method of the present application.
As shown in fig. 1, a first aspect of the present application provides an indoor architectural design management method, including:
S102, acquiring basic information and two-dimensional drawing information of a target house, preprocessing the acquired information, acquiring initial willingness of a customer, and extracting features according to the initial willingness of the customer to generate indoor design elements of the target house;
s104, generating an indoor design drawing of the target house according to the indoor design elements by combining the preprocessed basic information and the two-dimensional drawing information, matching corresponding design items according to the indoor design drawing, and generating an indoor design scheme according to the construction flow of the design items;
s106, generating construction instruction information according to construction flow nodes in the indoor design scheme, acquiring a target house indoor design construction video stream, extracting key frames based on design projects, and performing supervision and management on the indoor design scheme by utilizing the key frames;
s108, acquiring the indoor design construction progress of the target house according to the key frames and the construction instruction information, and updating the indoor design effect diagram according to the construction progress.
The method comprises the steps of obtaining house type, area information, size, orientation and the like of a target house to generate basic information of the target house, obtaining two-dimensional drawing information of the target house through measurement and drawing, and preprocessing the basic information and the two-dimensional drawing information; the indoor design elements comprise design styles, space utilization, color requirements, decoration elements, display elements and the like, the indoor design elements are subjected to region classification according to basic information of a target house, for example, a wardrobe is matched according to position and size information of a bedroom, tag information is set, and the indoor design elements are matched with two-dimensional drawing information according to a region classification result to obtain an indoor design drawing of the target house.
Fig. 2 shows a flow chart of the present invention for generating indoor design elements of a target house.
According to the embodiment of the invention, the initial intention of the customer is collected, and the indoor design elements of the target house are generated by extracting the characteristics according to the initial intention of the customer, specifically:
s202, obtaining design requirement information of a client, extracting Word vectors from the design requirement information by using a Word2vec model, obtaining corresponding Word vectors according to a preset design index, and obtaining keyword vectors through the occurrence frequency of the Word vectors;
s204, acquiring corresponding semantic features according to the keyword vectors, acquiring indoor design demand features by combining the semantic features with preset design indexes, and acquiring a plurality of indoor design examples by using a big data method according to the demand features;
s206, acquiring interaction data of the client according to click access behaviors of the client and a plurality of indoor design examples, generating an interaction data sequence, constructing a scoring matrix according to interaction time and interaction frequency of the client, and combining the scoring matrix with design features of the indoor design examples;
s208, scoring information of a target user on different indoor design examples is obtained, initial weights are generated based on the scoring information, the interactive data sequences are marked, the interactive data sequences are coded and represented through a self-attention network, and client preference information is obtained;
S210, extracting initial weights of design features corresponding to indoor design examples, combining the initial weights with self-attention weights, acquiring weight sequences of the design features, and acquiring a preset number of design features according to the weight sequences to generate indoor design elements of a target house;
s212, matching corresponding design projects by using customer preference information based on indoor design elements, acquiring standard construction flows of the design projects, adaptively adjusting the standard construction flows by using basic information, and sequencing well design projects;
s214, generating an indoor design scheme according to the sorting result of the design projects and the standard construction flow adjusted by the design projects.
In the early stage of the design of the target house, the design requirement information is acquired through communication with the clients, and the indoor design is performed according to the preference information of the users, so that the design scheme is more personalized, and the later adjustment and modification times are reduced. Acquiring the historical construction period of each design project in the indoor design scheme, acquiring the construction period of the indoor design scheme according to the historical construction period, and acquiring the construction time stamp of each design project of the construction period in the indoor design scheme according to the time ratio of the construction flow of each design project in the historical construction period; generating a construction flow node through the construction time stamp, wherein material characteristics, process characteristics and notice characteristics of a design project are used as node auxiliary characteristics in the construction flow node; and when the design item is completed in the current construction flow and accords with the preset construction standard, generating construction instruction information of the next construction flow according to the construction flow nodes. The construction instruction information is used for visualizing and phonetizing the matters to be noted and the characteristics of construction materials in the construction process, so that construction workers are reminded, the condition of missing steps and neglecting the characteristics of the materials can not occur in the process of building decoration, and normal building decoration is guaranteed.
Fig. 3 shows a flow chart of the present invention for supervision and management of indoor designs.
According to the embodiment of the invention, the key frame is utilized to monitor and manage the indoor design scheme, specifically:
s302, acquiring a target house indoor design construction video stream, extracting key frame images in the construction video stream, preprocessing the key frame images, acquiring corresponding design items according to video stream time stamps, and acquiring an interested region according to the design items;
s304, constructing an indoor design supervision and management model, acquiring video stream information corresponding to standard construction flows of design projects, extracting video frames of different construction flows in each design project, constructing a training set and a testing set, and training the indoor design supervision and management model;
s306, taking the region of interest as input of an indoor design supervision and management model, introducing a cavity feature pyramid in a convolution network to adjust the size of a receptive field, and obtaining a multi-scale feature map of the region of interest;
s308, acquiring the context characteristics of key frame characteristics at a preset time step according to the multi-scale characteristic map, acquiring weight information of different scale characteristic maps through back propagation, and combining the context characteristics with the weight information to acquire supervision characteristics;
And S310, calculating the similarity between the supervision characteristics of the construction flow in each design project and the standard construction flow of the design project, performing supervision and management according to the similarity, and performing construction flow early warning when the similarity is smaller than a preset threshold value.
After the identity verification is carried out, the client acquires the current construction progress and the indoor design effect diagram of the target house, extracts satisfaction feedback of the client on the current construction progress and the indoor design effect diagram, and screens unqualified design projects according to the satisfaction feedback; judging whether the construction of the unqualified design project is completed, when the construction is completed, obtaining satisfaction feedback of a customer on the unqualified design project, performing word segmentation, screening evaluation keywords and modification keywords through word vectors, and judging whether the unqualified design project can be repaired according to the evaluation keywords; if the repair is possible, setting a repair work order to supplement the current indoor design scheme, positioning the construction flow steps according to the repair work order, searching in the indoor design scheme by utilizing the similarity based on the construction flow steps, marking the construction flow steps meeting the similarity standard, and optimizing the marked construction flow steps; if the construction progress cannot be repaired, obtaining a non-constructed design project through the construction progress, performing similarity retrieval in the non-constructed design project according to style characteristics of the non-standard design project, obtaining the non-constructed design project meeting a preset similarity standard, and performing indoor design scheme adjustment according to customer satisfaction feedback; when the construction is not completed, the current construction progress of the unqualified design project is obtained, a modification scheme set of the unqualified design project is obtained according to modification keywords of customer satisfaction, deviation of each scheme and the corresponding construction period of the unqualified design project is calculated in the modification scheme set according to the current construction progress, and the modification scheme with the minimum deviation limit is obtained to replace the unqualified design project.
According to an embodiment of the present invention, further comprising: basic characteristics and customer preference information of a target house are obtained, and a corresponding indoor design project is generated according to the customer preference information to generate an indoor design scheme; collecting interaction information of a client on indoor design examples, and marking corresponding indoor design items when the browsing time of a target user is greater than a preset time threshold;
three-dimensional reconstruction of an indoor design scheme is carried out to generate three-dimensional decoration information, style characteristic extraction is carried out on the three-dimensional decoration information, an indoor design example with similarity larger than a preset threshold value is obtained based on style characteristics through a big data means, style abnormal positions in the three-dimensional decoration information are judged according to the indoor design example, reminding information is generated, and decoration items with similar styles are screened from marked indoor design items to be recommended;
and extracting the use evaluation information of the indoor design example, and providing intelligent decision advice according to the use evaluation information.
Fig. 4 shows a block diagram of an indoor architectural design management system of the present invention.
The second aspect of the present invention also provides an indoor architectural design management system 4, comprising: a memory 41, and a processor 42, wherein the memory includes an indoor building design management method program, and the indoor building design management method program when executed by the processor implements the following steps:
Acquiring basic information and two-dimensional drawing information of a target house, preprocessing the acquired information, acquiring initial willingness of a customer, and performing feature extraction according to the initial willingness of the customer to generate indoor design elements of the target house;
generating an indoor design drawing of the target house according to the indoor design elements by combining the preprocessed basic information and the two-dimensional drawing information, matching corresponding design projects according to the indoor design drawing, and generating an indoor design scheme according to the construction flow of the design projects;
generating construction instruction information according to construction flow nodes in the indoor design scheme, acquiring a target house indoor design construction video stream, extracting key frames based on design projects, and performing supervision and management on the indoor design scheme by utilizing the key frames;
and acquiring the indoor design construction progress of the target house according to the key frame and the construction instruction information, and updating the indoor design effect graph according to the construction progress.
The method comprises the steps of obtaining house type, area information, size, orientation and the like of a target house to generate basic information of the target house, obtaining two-dimensional drawing information of the target house through measurement and drawing, and preprocessing the basic information and the two-dimensional drawing information; the indoor design elements comprise design styles, space utilization, color requirements, decoration elements, display elements and the like, the indoor design elements are subjected to region classification according to basic information of a target house, for example, a wardrobe is matched according to position and size information of a bedroom, tag information is set, and the indoor design elements are matched with two-dimensional drawing information according to a region classification result to obtain an indoor design drawing of the target house.
According to the embodiment of the invention, the initial intention of the customer is collected, and the indoor design elements of the target house are generated by extracting the characteristics according to the initial intention of the customer, specifically:
obtaining design requirement information of a client, extracting Word vectors from the design requirement information by using a Word2vec model, obtaining corresponding Word vectors according to a preset design index, and obtaining keyword vectors through the occurrence frequency of the Word vectors;
acquiring corresponding semantic features according to the keyword vectors, acquiring indoor design demand features by combining the semantic features with preset design indexes, and acquiring a plurality of indoor design examples by utilizing a big data method according to the demand features;
acquiring interactive data of a client according to click access behaviors of the client and a plurality of indoor design examples, generating an interactive data sequence, constructing a scoring matrix according to the interactive time and the interactive frequency of the client, and combining the scoring matrix with the design characteristics of the indoor design examples;
obtaining grading information of different indoor design examples of a target user, generating initial weights based on the grading information, marking the interactive data sequences, and coding and representing the interactive data sequences through a self-attention network to obtain client preference information;
Extracting initial weights of design features corresponding to indoor design examples, combining the initial weights with self-attention weights, acquiring weight sequences of the design features, and acquiring a preset number of design features according to the weight sequences to generate indoor design elements of a target house;
matching corresponding design projects by using customer preference information based on indoor design elements, acquiring standard construction flows of the design projects, adaptively adjusting the standard construction flows by using basic information, and sequencing well design projects;
and generating an indoor design scheme according to the sorting result of the design projects and the standard construction flow adjusted by each design project.
In the early stage of the design of the target house, the design requirement information is acquired through communication with the clients, and the indoor design is performed according to the preference information of the users, so that the design scheme is more personalized, and the later adjustment and modification times are reduced. Acquiring the historical construction period of each design project in the indoor design scheme, acquiring the construction period of the indoor design scheme according to the historical construction period, and acquiring the construction time stamp of each design project of the construction period in the indoor design scheme according to the time ratio of the construction flow of each design project in the historical construction period; generating a construction flow node through the construction time stamp, wherein material characteristics, process characteristics and notice characteristics of a design project are used as node auxiliary characteristics in the construction flow node; and when the design item is completed in the current construction flow and accords with the preset construction standard, generating construction instruction information of the next construction flow according to the construction flow nodes. The construction instruction information is used for visualizing and phonetizing the matters to be noted and the characteristics of construction materials in the construction process, so that construction workers are reminded, the condition of missing steps and neglecting the characteristics of the materials can not occur in the process of building decoration, and normal building decoration is guaranteed.
According to the embodiment of the invention, the key frame is utilized to monitor and manage the indoor design scheme, specifically:
acquiring a target house indoor design construction video stream, extracting a key frame image in the construction video stream, preprocessing the key frame image, acquiring a corresponding design project according to a video stream time stamp, and acquiring an interested region according to the design project;
constructing an indoor design supervision and management model, acquiring video stream information corresponding to standard construction flows of design projects, extracting video frames of different construction flows in each design project, constructing a training set and a testing set, and training the indoor design supervision and management model;
taking the region of interest as the input of an indoor design supervision and management model, introducing a cavity feature pyramid in a convolution network to adjust the size of a receptive field, and obtaining a multi-scale feature map of the region of interest;
acquiring context characteristics of key frame characteristics at a preset time step according to the multi-scale characteristic map, acquiring weight information of different scale characteristic maps through back propagation, and combining the context characteristics with the weight information to acquire supervision characteristics;
and calculating the similarity between the supervision characteristics of the construction flows in each design project and the standard construction flows of the design projects, performing supervision and management according to the similarity, and performing construction flow early warning when the similarity is smaller than a preset threshold value.
After the identity verification is carried out, the client acquires the current construction progress and the indoor design effect diagram of the target house, extracts satisfaction feedback of the client on the current construction progress and the indoor design effect diagram, and screens unqualified design projects according to the satisfaction feedback; judging whether the construction of the unqualified design project is completed, when the construction is completed, obtaining satisfaction feedback of a customer on the unqualified design project, performing word segmentation, screening evaluation keywords and modification keywords through word vectors, and judging whether the unqualified design project can be repaired according to the evaluation keywords; if the repair is possible, setting a repair work order to supplement the current indoor design scheme, positioning the construction flow steps according to the repair work order, searching in the indoor design scheme by utilizing the similarity based on the construction flow steps, marking the construction flow steps meeting the similarity standard, and optimizing the marked construction flow steps; if the construction progress cannot be repaired, obtaining a non-constructed design project through the construction progress, performing similarity retrieval in the non-constructed design project according to style characteristics of the non-standard design project, obtaining the non-constructed design project meeting a preset similarity standard, and performing indoor design scheme adjustment according to customer satisfaction feedback; when the construction is not completed, the current construction progress of the unqualified design project is obtained, a modification scheme set of the unqualified design project is obtained according to modification keywords of customer satisfaction, deviation of each scheme and the corresponding construction period of the unqualified design project is calculated in the modification scheme set according to the current construction progress, and the modification scheme with the minimum deviation limit is obtained to replace the unqualified design project.
The third aspect of the present application also provides a computer-readable storage medium having embodied therein an indoor building design management method program which, when executed by a processor, implements the steps of the indoor building design management method according to any one of the above.
In the several embodiments provided by the present application, it should be understood that the disclosed apparatus and method may be implemented in other ways. The above described device embodiments are only illustrative, e.g. the division of the units is only one logical function division, and there may be other divisions in practice, such as: multiple units or components may be combined or may be integrated into another system, or some features may be omitted, or not performed. In addition, the various components shown or discussed may be coupled or directly coupled or communicatively coupled to each other via some interface, whether indirectly coupled or communicatively coupled to devices or units, whether electrically, mechanically, or otherwise.
The units described above as separate components may or may not be physically separate, and components shown as units may or may not be physical units; can be located in one place or distributed to a plurality of network units; some or all of the units may be selected according to actual needs to achieve the purpose of the solution of this embodiment.
In addition, each functional unit in each embodiment of the present invention may be integrated in one processing unit, or each unit may be separately used as one unit, or two or more units may be integrated in one unit; the integrated units may be implemented in hardware or in hardware plus software functional units.
Those of ordinary skill in the art will appreciate that: all or part of the steps for implementing the above method embodiments may be implemented by hardware related to program instructions, and the foregoing program may be stored in a computer readable storage medium, where the program, when executed, performs steps including the above method embodiments; and the aforementioned storage medium includes: a mobile storage device, a Read-Only Memory (ROM), a random access Memory (RAM, random Access Memory), a magnetic disk or an optical disk, or the like, which can store program codes.
Alternatively, the above-described integrated units of the present invention may be stored in a computer-readable storage medium if implemented in the form of software functional modules and sold or used as separate products. Based on such understanding, the technical solutions of the embodiments of the present invention may be embodied in essence or a part contributing to the prior art in the form of a software product stored in a storage medium, including several instructions for causing a computer device (which may be a personal computer, a server, or a network device, etc.) to execute all or part of the methods described in the embodiments of the present invention. And the aforementioned storage medium includes: a removable storage device, ROM, RAM, magnetic or optical disk, or other medium capable of storing program code.
The foregoing is merely illustrative of the present invention, and the present invention is not limited thereto, and any person skilled in the art will readily recognize that variations or substitutions are within the scope of the present invention. Therefore, the protection scope of the present invention shall be subject to the protection scope of the claims.
Claims (10)
1. An indoor building design management method is characterized by comprising the following steps:
acquiring basic information and two-dimensional drawing information of a target house, preprocessing the acquired information, acquiring initial willingness of a customer, and performing feature extraction according to the initial willingness of the customer to generate indoor design elements of the target house;
generating an indoor design drawing of the target house according to the indoor design elements by combining the preprocessed basic information and the two-dimensional drawing information, matching corresponding design projects according to the indoor design drawing, and generating an indoor design scheme according to the construction flow of the design projects;
generating construction instruction information according to construction flow nodes in the indoor design scheme, acquiring a target house indoor design construction video stream, extracting key frames based on design projects, and performing supervision and management on the indoor design scheme by utilizing the key frames;
And acquiring the indoor design construction progress of the target house according to the key frame and the construction instruction information, and updating the indoor design effect graph according to the construction progress.
2. The indoor architectural design management method according to claim 1, wherein an initial intention of a customer is collected, and feature extraction is performed according to the initial intention of the customer to generate indoor design elements of a target house, specifically:
obtaining design requirement information of a client, extracting Word vectors from the design requirement information by using a Word2vec model, obtaining corresponding Word vectors according to a preset design index, and obtaining keyword vectors through the occurrence frequency of the Word vectors;
acquiring corresponding semantic features according to the keyword vectors, acquiring indoor design demand features by combining the semantic features with preset design indexes, and acquiring a plurality of indoor design examples by utilizing a big data method according to the demand features;
acquiring interactive data of a client according to click access behaviors of the client and a plurality of indoor design examples, generating an interactive data sequence, constructing a scoring matrix according to the interactive time and the interactive frequency of the client, and combining the scoring matrix with the design characteristics of the indoor design examples;
Obtaining grading information of different indoor design examples of a target user, generating initial weights based on the grading information, marking the interactive data sequences, and coding and representing the interactive data sequences through a self-attention network to obtain client preference information;
extracting initial weights of design features corresponding to indoor design examples, combining the initial weights with self-attention weights, acquiring weight sequences of the design features, and acquiring a preset number of design features according to the weight sequences to generate indoor design elements of a target house.
3. The indoor building design management method according to claim 1, wherein the indoor design plan is generated according to the construction flow of the design project by matching the corresponding design project according to the indoor design drawing, specifically:
acquiring house type and area information of a target house to generate basic information of the target house, acquiring two-dimensional drawing information of the target house through measurement and drawing, and preprocessing the basic information and the two-dimensional drawing information;
performing region classification on the indoor design elements according to the basic information of the target house, and matching the region classification result with the two-dimensional drawing information to obtain an indoor design drawing of the target house;
Matching corresponding design projects by using customer preference information based on indoor design elements, acquiring standard construction flows of the design projects, adaptively adjusting the standard construction flows by using basic information, and sequencing well design projects;
and generating an indoor design scheme according to the sorting result of the design projects and the standard construction flow adjusted by each design project.
4. The indoor architectural design management method according to claim 1, wherein the construction instruction information is generated according to a construction flow node in an indoor design scheme, specifically:
acquiring the historical construction period of each design project in the indoor design scheme, acquiring the construction period of the indoor design scheme according to the historical construction period, and acquiring the construction time stamp of each design project of the construction period in the indoor design scheme according to the time ratio of the construction flow of each design project in the historical construction period;
generating a construction flow node through the construction time stamp, wherein material characteristics, process characteristics and notice characteristics of a design project are used as node auxiliary characteristics in the construction flow node;
and when the design item is completed in the current construction flow and accords with the preset construction standard, generating construction instruction information of the next construction flow according to the construction flow nodes.
5. The indoor architectural design management method according to claim 1, wherein the key frame is used for supervising and managing the indoor design scheme, specifically:
acquiring a target house indoor design construction video stream, extracting a key frame image in the construction video stream, preprocessing the key frame image, acquiring a corresponding design project according to a video stream time stamp, and acquiring an interested region according to the design project;
constructing an indoor design supervision and management model, acquiring video stream information corresponding to standard construction flows of design projects, extracting video frames of different construction flows in each design project, constructing a training set and a testing set, and training the indoor design supervision and management model;
taking the region of interest as the input of an indoor design supervision and management model, introducing a cavity feature pyramid in a convolution network to adjust the size of a receptive field, and obtaining a multi-scale feature map of the region of interest;
acquiring context characteristics of key frame characteristics at a preset time step according to the multi-scale characteristic map, acquiring weight information of different scale characteristic maps through back propagation, and combining the context characteristics with the weight information to acquire supervision characteristics;
And calculating the similarity between the supervision characteristics of the construction flows in each design project and the standard construction flows of the design projects, performing supervision and management according to the similarity, and performing construction flow early warning when the similarity is smaller than a preset threshold value.
6. The indoor architectural design management method according to claim 1, wherein the indoor design scheme is adjusted through the feedback of the customer to the indoor design effect diagram, specifically:
after the identity of the customer is verified, acquiring the current construction progress and the indoor design effect diagram of the target house, extracting satisfaction feedback of the customer on the current construction progress and the indoor design effect diagram, and screening unqualified design projects according to the satisfaction feedback;
judging whether the construction of the unqualified design project is completed, when the construction is completed, obtaining satisfaction feedback of a customer on the unqualified design project, performing word segmentation, screening evaluation keywords and modification keywords through word vectors, and judging whether the unqualified design project can be repaired according to the evaluation keywords;
if the repair is possible, setting a repair work order to supplement the current indoor design scheme, positioning the construction flow steps according to the repair work order, searching in the indoor design scheme by utilizing the similarity based on the construction flow steps, marking the construction flow steps meeting the similarity standard, and optimizing the marked construction flow steps;
If the construction progress cannot be repaired, obtaining a non-constructed design project through the construction progress, performing similarity retrieval in the non-constructed design project according to style characteristics of the non-standard design project, obtaining the non-constructed design project meeting a preset similarity standard, and performing indoor design scheme adjustment according to customer satisfaction feedback;
when the construction is not completed, the current construction progress of the unqualified design project is obtained, a modification scheme set of the unqualified design project is obtained according to modification keywords of customer satisfaction, deviation of each scheme and the corresponding construction period of the unqualified design project is calculated in the modification scheme set according to the current construction progress, and the modification scheme with the minimum deviation limit is obtained to replace the unqualified design project.
7. An indoor architectural design management system, comprising: the indoor building design management method comprises a memory and a processor, wherein the memory comprises an indoor building design management method program, and the indoor building design management method program realizes the following steps when being executed by the processor:
acquiring basic information and two-dimensional drawing information of a target house, preprocessing the acquired information, acquiring initial willingness of a customer, and performing feature extraction according to the initial willingness of the customer to generate indoor design elements of the target house;
Generating an indoor design drawing of the target house according to the indoor design elements by combining the preprocessed basic information and the two-dimensional drawing information, matching corresponding design projects according to the indoor design drawing, and generating an indoor design scheme according to the construction flow of the design projects;
generating construction instruction information according to construction flow nodes in the indoor design scheme, acquiring a target house indoor design construction video stream, extracting key frames based on design projects, and performing supervision and management on the indoor design scheme by utilizing the key frames;
and acquiring the indoor design construction progress of the target house according to the key frame and the construction instruction information, and updating the indoor design effect graph according to the construction progress.
8. The indoor architectural design management system according to claim 7, wherein the construction instruction information is generated according to a construction flow node in the indoor design scheme, specifically:
acquiring the historical construction period of each design project in the indoor design scheme, acquiring the construction period of the indoor design scheme according to the historical construction period, and acquiring the construction time stamp of each design project of the construction period in the indoor design scheme according to the time ratio of the construction flow of each design project in the historical construction period;
Generating a construction flow node through the construction time stamp, wherein material characteristics, process characteristics and notice characteristics of a design project are used as node auxiliary characteristics in the construction flow node;
and when the design item is completed in the current construction flow and accords with the preset construction standard, generating construction instruction information of the next construction flow according to the construction flow nodes.
9. The indoor architectural design management system according to claim 7, wherein the key frame is used for supervising and managing the indoor design scheme, specifically:
acquiring a target house indoor design construction video stream, extracting a key frame image in the construction video stream, preprocessing the key frame image, acquiring a corresponding design project according to a video stream time stamp, and acquiring an interested region according to the design project;
constructing an indoor design supervision and management model, acquiring video stream information corresponding to standard construction flows of design projects, extracting video frames of different construction flows in each design project, constructing a training set and a testing set, and training the indoor design supervision and management model;
taking the region of interest as the input of an indoor design supervision and management model, introducing a cavity feature pyramid in a convolution network to adjust the size of a receptive field, and obtaining a multi-scale feature map of the region of interest;
Acquiring context characteristics of key frame characteristics at a preset time step according to the multi-scale characteristic map, acquiring weight information of different scale characteristic maps through back propagation, and combining the context characteristics with the weight information to acquire supervision characteristics;
and calculating the similarity between the supervision characteristics of the construction flows in each design project and the standard construction flows of the design projects, performing supervision and management according to the similarity, and performing construction flow early warning when the similarity is smaller than a preset threshold value.
10. The indoor architectural design management system according to claim 7, wherein the indoor design scheme is adjusted by the feedback of the customer to the indoor design effect map, specifically:
after the identity of the customer is verified, acquiring the current construction progress and the indoor design effect diagram of the target house, extracting satisfaction feedback of the customer on the current construction progress and the indoor design effect diagram, and screening unqualified design projects according to the satisfaction feedback;
judging whether the construction of the unqualified design project is completed, when the construction is completed, obtaining satisfaction feedback of a customer on the unqualified design project, performing word segmentation, screening evaluation keywords and modification keywords through word vectors, and judging whether the unqualified design project can be repaired according to the evaluation keywords;
If the repair is possible, setting a repair work order to supplement the current indoor design scheme, positioning the construction flow steps according to the repair work order, searching in the indoor design scheme by utilizing the similarity based on the construction flow steps, marking the construction flow steps meeting the similarity standard, and optimizing the marked construction flow steps;
if the construction progress cannot be repaired, obtaining a non-constructed design project through the construction progress, performing similarity retrieval in the non-constructed design project according to style characteristics of the non-standard design project, obtaining the non-constructed design project meeting a preset similarity standard, and performing indoor design scheme adjustment according to customer satisfaction feedback;
when the construction is not completed, the current construction progress of the unqualified design project is obtained, a modification scheme set of the unqualified design project is obtained according to modification keywords of customer satisfaction, deviation of each scheme and the corresponding construction period of the unqualified design project is calculated in the modification scheme set according to the current construction progress, and the modification scheme with the minimum deviation limit is obtained to replace the unqualified design project.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN202311108372.1A CN116862454B (en) | 2023-08-31 | 2023-08-31 | Indoor building design management method and system |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN202311108372.1A CN116862454B (en) | 2023-08-31 | 2023-08-31 | Indoor building design management method and system |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN116862454A true CN116862454A (en) | 2023-10-10 |
| CN116862454B CN116862454B (en) | 2023-12-19 |
Family
ID=88228950
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN202311108372.1A Active CN116862454B (en) | 2023-08-31 | 2023-08-31 | Indoor building design management method and system |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN116862454B (en) |
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN117112915A (en) * | 2023-10-24 | 2023-11-24 | 广州美术学院 | Intelligent design method and system based on user characteristics and big data training |
| CN117371100A (en) * | 2023-10-19 | 2024-01-09 | 深圳市伊派室内设计有限公司 | Intelligent generation method and system for indoor decoration scheme based on model structure |
Citations (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN109344462A (en) * | 2018-09-14 | 2019-02-15 | 鼎宸建设科技有限公司 | A method of indoor design is carried out based on BIM |
| US20190228115A1 (en) * | 2018-01-19 | 2019-07-25 | Autodesk, Inc. | Building information design synthesis (bids) |
| CN111428307A (en) * | 2020-04-21 | 2020-07-17 | 广州高新工程顾问有限公司 | Indoor optimization design method and system based on BIM |
| CN113177773A (en) * | 2021-04-29 | 2021-07-27 | 武昌理工学院 | Intelligent data processing system for indoor design |
| CN113222686A (en) * | 2021-04-08 | 2021-08-06 | 复旦大学 | Decoration design scheme recommendation method |
| KR102295699B1 (en) * | 2021-06-21 | 2021-08-30 | 김소나 | Method of providing user-customized interior design service based on virtual reality |
| CN114140690A (en) * | 2021-11-10 | 2022-03-04 | 变形积木(上海)科技有限公司 | Decoration progress monitoring method and device, electronic equipment and storage medium |
| CN115115998A (en) * | 2022-05-26 | 2022-09-27 | 同济大学 | Indoor wall surface construction progress prediction method and system and computer readable storage medium |
| WO2023124160A1 (en) * | 2021-12-27 | 2023-07-06 | 华南理工大学 | Method, system and apparatus for automatically generating three-dimensional house layout, and medium |
-
2023
- 2023-08-31 CN CN202311108372.1A patent/CN116862454B/en active Active
Patent Citations (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20190228115A1 (en) * | 2018-01-19 | 2019-07-25 | Autodesk, Inc. | Building information design synthesis (bids) |
| CN109344462A (en) * | 2018-09-14 | 2019-02-15 | 鼎宸建设科技有限公司 | A method of indoor design is carried out based on BIM |
| CN111428307A (en) * | 2020-04-21 | 2020-07-17 | 广州高新工程顾问有限公司 | Indoor optimization design method and system based on BIM |
| CN113222686A (en) * | 2021-04-08 | 2021-08-06 | 复旦大学 | Decoration design scheme recommendation method |
| CN113177773A (en) * | 2021-04-29 | 2021-07-27 | 武昌理工学院 | Intelligent data processing system for indoor design |
| KR102295699B1 (en) * | 2021-06-21 | 2021-08-30 | 김소나 | Method of providing user-customized interior design service based on virtual reality |
| CN114140690A (en) * | 2021-11-10 | 2022-03-04 | 变形积木(上海)科技有限公司 | Decoration progress monitoring method and device, electronic equipment and storage medium |
| WO2023124160A1 (en) * | 2021-12-27 | 2023-07-06 | 华南理工大学 | Method, system and apparatus for automatically generating three-dimensional house layout, and medium |
| CN115115998A (en) * | 2022-05-26 | 2022-09-27 | 同济大学 | Indoor wall surface construction progress prediction method and system and computer readable storage medium |
Cited By (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN117371100A (en) * | 2023-10-19 | 2024-01-09 | 深圳市伊派室内设计有限公司 | Intelligent generation method and system for indoor decoration scheme based on model structure |
| CN117371100B (en) * | 2023-10-19 | 2024-06-28 | 深圳市伊派室内设计有限公司 | Intelligent generation method and system for indoor decoration scheme based on model structure |
| CN117112915A (en) * | 2023-10-24 | 2023-11-24 | 广州美术学院 | Intelligent design method and system based on user characteristics and big data training |
| CN117112915B (en) * | 2023-10-24 | 2024-02-20 | 广州美术学院 | Intelligent design method and system based on user characteristics and big data training |
Also Published As
| Publication number | Publication date |
|---|---|
| CN116862454B (en) | 2023-12-19 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN116862454B (en) | Indoor building design management method and system | |
| CN108764663B (en) | Method and system for generating and managing power customer portrait | |
| CN111369016B (en) | Image recognition-based on-site operation and maintenance method and system | |
| CN111339433B (en) | Information recommendation method and device based on artificial intelligence and electronic equipment | |
| CN111831636B (en) | Data processing method, device, computer system and readable storage medium | |
| US20080097937A1 (en) | Distributed method for integrating data mining and text categorization techniques | |
| CN110399476A (en) | Generation method, device, equipment and the storage medium of talent's portrait | |
| CN101300575A (en) | Image processing | |
| CN110825968A (en) | Information pushing method and device, storage medium and computer equipment | |
| CN115797606B (en) | 3D virtual digital human interaction action generation method and system based on deep learning | |
| CN111611488A (en) | Information recommendation method and device based on artificial intelligence and electronic equipment | |
| CN110110663A (en) | A kind of age recognition methods and system based on face character | |
| CN113538101A (en) | Method, system and storage medium for customizing home decoration based on artificial intelligence | |
| CN115271648B (en) | Project visual supervision system, method, equipment and storage medium | |
| CN110737805A (en) | Method and device for processing graph model data and terminal equipment | |
| CN111488501A (en) | E-commerce statistical system based on cloud platform | |
| CN105608118B (en) | Result method for pushing based on customer interaction information | |
| CN117112915B (en) | Intelligent design method and system based on user characteristics and big data training | |
| CN112364852B (en) | Action video segment extraction method fusing global information | |
| CN117217710B (en) | Intelligent management method and system for virtual commodity and shortcut service | |
| CN117115843B (en) | Conference engineering content production system and method based on AIGC technology | |
| CN114238764A (en) | Course recommendation method, device and equipment based on recurrent neural network | |
| CN115809795B (en) | Method and device for evaluating bearing capacity of production team based on digitalization | |
| CN115470557A (en) | Intelligent building design method and system based on BIM | |
| CN113313615A (en) | Method and device for quantitatively grading and grading enterprise judicial risks |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| GR01 | Patent grant | ||
| GR01 | Patent grant |