KR20220080269A - System and method for providing interior simulation and estimate service based on data analysis - Google Patents

Abstract

The present invention is a system for providing data analysis-based interior simulation and quotation service, including an integrated server connected to a database, wherein the integrated server includes an interior sample image, color image and keywords when a login request is received from a user terminal a user style information input module that provides a user interface to the user terminal so that style information is input; A user style information analysis module that receives style information from a user style information input module and analyzes a user style. Based on the style information, the user style is analyzed according to a preset method, and among the first to Nth styles stored in advance in the database, the user style information is analyzed. Which one is determined, the user style information analysis module; A construction target spatial information input module that provides a user interface to the user terminal so that the use information and area information of the construction target space are input, and when there are multiple construction target spaces, the use information and area information for each construction target space are input ; An initial image modeling module that loads an initial simulation image that matches both the K-th style (K is any one of 1 to N) and construction target spatial information determined by the user style analysis module from the database and provides it to the user terminal. An initial image modeling module that provides price information of the components included in the image together, and the components include at least one of a structural type of the construction target space, materials, props, and furniture; and a customizing module configured to input change information of components included in the initial simulation image, the customization module providing a simulation change image and changed price information after the component is changed in real time to a user interface; It provides a data analysis-based interior simulation and estimate service providing system, including

Description

Data analysis-based interior simulation and quotation service provision system and method

The present invention relates to a system and method for providing an interior simulation and quotation service based on data analysis.

Recently, as people's perception of a living space such as a house has changed from a living space where they simply sleep to a place where they can enjoy hobbies, leisure, etc., interest in the interior of the house is also increasing. In particular, as the demand for decorating living spaces according to individual design tendencies and personalities increases, various interior services and information are overflowing online.

In general, when a resident needs to construct an interior before moving into a new residence or wants to change the interior of an old place to a new one, the resident requests a quote for interior construction or service from an interior company. However, in the case of the existing interior services provided, in most cases, an interior company directly visits the site to examine it and conduct a consultation. In some cases, costs are incurred in the process of conducting such a consultation, and since it is necessary to visit the site in person, a considerable amount of time is required accordingly, and the demand for technology for simulating the interior is increasing.

As a prior art, Korean Patent Application Laid-Open No. 10-2011-0087028, 'A method for providing an optimal virtual interior design and estimate service' is disclosed. The prior art has some advantages in that a user directly selects, edits, and arranges an interior design space, thereby pre-creating an optimal three-dimensional design space in advance and calculating a corresponding estimate in real time. There is this. However, the majority of consumers have no choice but to start the interior without a minimum outline of the interior style they prefer, and there is inconvenience.

The prior art also simply discloses the contents of calculating the virtual interior space and the estimate, and does not provide an outline of the style to the consumer. There is an inconvenience that has to be performed from the beginning.

In addition, although it is very difficult for a user to obtain drawing information for a detached house, a villa, an officetel, etc. other than an apartment, the prior art is a technology for performing virtual interior design on the premise that such drawing information exists. Accordingly, the prior art has problems in that user's accessibility is also very poor and restrictions on use are large.

(Patent Document 1) Korea Patent Publication No. 10-2011-0087028

The present invention is to solve the problems of the prior art described above, and based on the style information input by the user, an interior simulation image and real-time estimate information in which the interior style for each user style is reflected, and a system and method for providing an interior simulation and quotation service would like to provide

However, the technical task to be achieved by the present embodiment is not limited to the technical task as described above, and other technical tasks may exist.

An embodiment of the present invention for solving the above problems is a system for providing an interior simulation and quotation service, including an integrated server connected to a database, wherein the integrated server receives a login request from a user terminal, a user style information input module that provides a user interface to the user terminal so that style information including an interior sample image, a color image, and a keyword is input; As a user style information analysis module that receives the style information from the user style information input module and analyzes a user style, the user style information is analyzed according to a preset method based on the style information, and the first to first a user style information analysis module that determines any one of the N-th styles; A construction target space that provides a user interface to the user terminal so that use information and area information of a construction target space are input, and when there are a plurality of construction target spaces, use information and area information for each of the construction target spaces are input information input module; An initial image modeling module for loading a simulation initial image matching all of the Kth style (K is any one of 1 to N) and the construction target spatial information determined by the user style analysis module from the database and providing it to the user terminal An initial image modeling module that provides price information of components included in the simulation initial image together, and the components include at least one of a structure type of a construction target space, materials, props, and furniture; and a customizing module configured to input change information of components included in the initial simulation image, the customizing module providing a simulation change image and changed price information after the component is changed to a user interface in real time; It provides a system for providing interior simulation and quotation services, including.

In addition, the construction target spatial information input to the construction target spatial information input module further includes price grade information of the components included in the construction target space, and the initial image modeling module includes the Although price information is provided, when there are a plurality of construction target spaces, price information for each of the construction target spaces and the total price may be provided together.

In addition, the customization module is configured to enable additional selection of a construction target space in addition to the construction target space input to the construction target spatial information input module. Based on the K-th style, it is possible to provide a simulation change image and changed price information.

In addition, when there are a plurality of construction target spaces, the integrated server is a collection view module that collects and displays the simulation change images of each of the construction target spaces generated by the customizing module, configured to be displayed overlaid on the user interface, view module; may further include.

In addition, the user style information input module is configured to further input member information of the target space, the member information includes member number information and age information, and the user style information analysis module further reflects the member information to analyze user style.

In addition, the integrated server, the simulation change image provided by the customization module, the actual measurement information of the construction target space is further reflected, a final image generation module for modeling the final simulation image; may further include.

In addition, the integrated server may include: a deep learning module for performing deep learning in a preset manner by using the final simulation image and style information input to the user style information input module, matched through the final image generation module; Further comprising, the deep learning module, from the interior sample image, color image and keywords input to the user style information input module, learning the neural network model so that the correlation of the components included in the simulation final image is learned, , the initial image modeling module may model a simulation initial image based on the neural network model.

In addition, the user style information analysis module, a sample image selection unit configured to select at least one of the first to Mth interior sample image; a color image selection unit configured to select at least one of the first to Lth color images; and a keyword selection unit configured to select at least one of the first to Hth keywords; Including, in each of the sample image, color image, and keyword, a contribution ratio for each of the first to Nth styles is predetermined, and the user style information analysis module includes, among the first to Nth styles, the The style with the largest sum of contribution ratios of sample images, color images, and keywords can be determined as the user style.

On the other hand, the present invention is a method of providing an interior simulation and quotation service performed by an integrated server, (a) when a login request is received from each user terminal, the user style information input module includes an interior sample image, a color image, and a keyword providing a user interface to input style information; (b) analyzing the user style according to a preset method based on the style information by the user style information analysis module and determining one of the first to Nth styles stored in advance in the database; (c) so that the use information and area information of the construction target space are input by the construction target spatial information input module, and when there are a plurality of the construction target spaces, use information and area information for each of the construction target spaces are input; providing a user interface to the user terminal; (d) by the initial image modeling module, the K-th style determined by the user style analysis module (K is any one of 1 to N) and the simulation initial image matching all of the construction target spatial information are loaded from the database providing to the user terminal; and (e) inputting change information of components included in the initial simulation image by the customizing module, and providing a simulation change image and changed price information after the components are changed to a user interface in real time; It provides a method for providing interior simulation and quotation services, including.

In addition, in the step (c), the construction target spatial information input to the construction target spatial information input module further includes price grade information of the components included in the construction target space, and the step (d) includes: , by the initial image modeling module, the price information reflecting the price rating information is provided, but when there are a plurality of construction target spaces, price information for each of the construction target spaces and the total price may be provided together.

In addition, the step (e) is configured to enable additional selection of a construction target space in addition to the construction target space input to the construction target spatial information input module through the customization module, and when the target space is added, the Based on the K-th style determined by the user style analysis module, it is possible to provide a simulation change image and changed price information.

In addition, the step (a) is configured to further input member information of the construction target space through the user style information input module, wherein the member information includes member number information and age information, and the step (b) may analyze the user style by further reflecting the member information through the user style information analysis module.

In addition, the step (c) may be configured to select whether to expand or not expand when the usage information of the construction target space is a living room, a room, and a veranda through the construction target spatial information input module.

According to the above-described problem solving means of the present invention, first, an interior style analysis result can be provided based on the style information input by the user, and a real-time estimate and a simulation image of the interior completion result can be simultaneously confirmed on one screen. In that sense, users can use an intuitive and quick quotation confirmation service.

Second, since interior configuration information such as built-in furniture, lighting, wallpaper, and flooring that matches the interior style of each user's style is provided, the user can efficiently execute an interior simulation suitable for his or her style. In other words, the present invention provides a simulation image based on the user's style, and based on this, the user can customize the bar. By providing the user with a minimum guideline for the style, the user's convenience can be further increased. .

Third, as the user selects or cancels the interior configuration information, real-time estimate information of the corresponding construction target space (for example, bathroom, living room, room, etc.) can be provided, so that it can be compared or estimated with the actual construction estimate of the construction company. can be predicted.

1 is a schematic block diagram of an interior simulation and quotation service providing system according to an embodiment of the present invention.
2 is an overall configuration diagram of an interior simulation and quotation service providing system according to an embodiment of the present invention.
3 to 10 are user interface screens displayed through a method for providing an interior simulation and an estimate service according to an embodiment of the present invention.
11 is a flowchart illustrating a method for providing an interior simulation and an estimate service according to an embodiment of the present invention.
12 is a conceptual diagram of an interior simulation and quotation service providing system equipped with a deep learning module, which is another embodiment of the present invention.

DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENTS Hereinafter, embodiments of the present invention will be described in detail with reference to the accompanying drawings so that those of ordinary skill in the art can easily implement them. However, the present invention may be embodied in several different forms and is not limited to the embodiments described herein. And in order to clearly explain the present invention in the drawings, parts irrelevant to the description are omitted, and similar reference numerals are attached to similar parts throughout the specification.

Throughout the specification, when a part is "connected" with another part, this includes not only the case of being "directly connected" but also the case of being "electrically connected" with another element interposed therebetween. . Also, when a part "includes" a certain component, it means that other components may be further included, rather than excluding other components, unless otherwise stated.

In this specification, a "part" includes a unit realized by hardware, a unit realized by software, and a unit realized using both.

In addition, one unit may be implemented using two or more hardware, and two or more units may be implemented by one hardware. Meanwhile, '~unit' and '~module' are not meant to be limited to software or hardware, and '~unit' and '~module' may be configured to be in an addressable storage medium, and one or more processors may be configured to regenerate them. Terms such as '~ unit' and '~ module' described herein mean a unit that processes at least one function or operation, which may be implemented as hardware or software or a combination of hardware and software, and is physically separated It is stated in advance that this does not mean

Thus, as an example, '~part' and '~module' denote components such as software components, object-oriented software components, class components and task components, processes, functions, and properties. includes methods, procedures, subroutines, segments of program code, drivers, firmware, microcode, circuitry, data, databases, data structures, tables, arrays and variables. The functions provided in components and '~units' and '~modules' are combined into a smaller number of components and '~parts' and '~modules' or additional components and '~units' and '~modules' It can be further divided into '~modules'. In addition, the components and '~ unit' and '~ module' may be implemented to regenerate one or more CPUs in the device.

A network refers to a connection structure in which information can be exchanged between each node, such as terminals and servers, and includes a local area network (LAN), a wide area network (WAN), and the Internet (WWW: World). Wide Web), wired and wireless data communication networks, telephone networks, wired and wireless television networks, and the like. Examples of wireless data communication networks include 3G, 4G, 5G, 3rd Generation Partnership Project (3GPP), Long Term Evolution (LTE), World Interoperability for Microwave Access (WIMAX), Wi-Fi, Bluetooth communication, infrared communication, ultrasound Communication, Visible Light Communication (VLC), LiFi, and the like are included, but are not limited thereto.

The user terminal may be implemented as a computer or a portable terminal that can connect to an interior simulation and estimate service providing server through a network. Here, the computer includes, for example, a laptop, a desktop, and a laptop equipped with a web browser (WEB Browser), and the portable terminal is, for example, a wireless communication device that ensures portability and mobility. , may include all kinds of handheld-based wireless communication devices such as various smart phones and tablet PCs.

1 is a block diagram of an interior simulation and quotation service providing system according to an embodiment of the present invention. Referring to FIG. 1 , the system for providing interior simulation and estimation services of the present invention includes a plurality of user terminals 10 and 10n, an integrated server 20 for providing interior simulation and estimation services, and a database 30 .

The integrated server 20 for providing interior simulation and quotation service processes operations for providing interior simulation and quotation service in conjunction with an interior simulation and quotation service program driven on the user terminals 10 and 10n.

Illustratively, the user terminal 10 includes a communication module, a memory, and a processor, and the communication module of each terminal performs data communication with the integrated server 20 for providing interior simulation and estimation services, respectively, under the control of the processor. can

As shown in FIG. 1 , the integrated server 20 includes a communication module 210 , a memory 220 , a processor 230 , and a database 30 . The communication module 210 provides a communication interface necessary to provide a signal transmitted and received to the user terminal 10 in the form of packet data in connection with the communication network. Here, the communication module 210 may be a device including hardware and software necessary for transmitting and receiving signals such as control signals or data signals through wired/wireless connection with other network devices.

The memory 220 stores an interior simulation and estimation service program for providing interior simulation and estimation services to the user terminal 10 . In addition, the memory 220 performs a function of temporarily or permanently storing data processed by the processor 230 . Here, the memory 220 may include a volatile storage medium or a non-volatile storage medium, but the scope of the present invention is not limited thereto. In addition, the memory 220 may store a separate program such as an operating system for processing and controlling the processor 230 , or may perform a function for temporarily storing input or output data. The memory 220 may include a flash memory type, a hard disk type, a multimedia card micro type, a card type memory (eg, SD or XD memory), and a RAM. , ROM may include at least one type of storage medium. In addition, the user terminal 10 may operate a web storage that performs a storage function of the memory 220 on the Internet (internet).

The processor 230 executes a program for providing interior simulation and quotation service, and provides a function of controlling hardware of the terminal according to the execution of the program. That is, the processor 230 performs hardware control functions such as file system, memory allocation, network, basic library, timer, device control (display, media, input device, 3D, etc.), and other utilities required as the program is executed. can

Here, the processor 230 may include all kinds of devices capable of processing data, such as a processor. Here, the 'processor' may refer to, for example, a data processing device embedded in hardware having a physically structured circuit to perform a function expressed as a code or command included in a program. As an example of the data processing apparatus embedded in the hardware as described above, a microprocessor, a central processing unit (CPU), a processor core, a multiprocessor, an application specific integrated circuit (ASIC) , a processing device such as a field programmable gate array (FPGA) may be included, but the scope of the present invention is not limited thereto.

A schematic procedure for providing the interior simulation and estimation service provided through the interior simulation and estimation service program according to an embodiment of the present invention is as follows.

When a login request is received from each user terminal 10, the processor 230 provides a user interface for inputting style information including interior sample images, color images, keywords and member information, and address information selected by the user; Receive construction simulation information including construction target spatial information and material price rating information through the user interface, and analyze interior style for each user style analyzed based on the style information and construction simulation information received from each user terminal 10 Provides interior configuration information including layout structure information and type information for each unit of furniture, props and materials matching the results for each construction target space, and provides simulation screen and real-time estimate information corresponding to interior configuration information selected in each construction target space can be provided on one screen. Therefore, an interior style analysis result can be provided based on the style information input by the user, and interior configuration information such as built-in furniture, lighting, wallpaper, and flooring that matches the interior style of each user style is provided, so that the user You can efficiently run interior simulations that match your style.

The database 30 may store interior image data for each interior style matching each interior style category and interior component data including types of built-in furniture, lighting, wallpaper, flooring, and the like. Here, the interior style may mean an interior style classified into modern, northern Europe, vintage, natural, provence, romantic, classic, antique, hanok, Asian, unique, and the like.

'User style information input module', 'User style information analysis module', 'Construction target spatial information input module', 'Initial image modeling module', 'Customizing module', The description will be made on the premise that all of the 'More view module', 'final image generation module' and 'deep learning module' are provided in the processor 230 . However, as described above, the modules do not mean physically separate components, but are functional concepts that mean a unit that processes a specific function or operation.

With reference to FIG. 2, an interior simulation and an estimate service providing system according to the present invention will be described.

This system includes a user style information input module 231 , a user style information analysis module 232 , a construction target spatial information input module 233 , an initial image modeling module 234 , a customizing module 235 and a collection view module 236 . ) is included. A process in which the modules are provided and input on the user interface will be described with reference to FIGS. 3 to 10 together.

When a login request is received from the user terminal, the user style information input module 231 is configured to provide the user interface 100 to the user terminal so that style information including an interior sample image, a color image, and a keyword is input.

Here, the user style information input module 231 may be configured to further input member information of the construction target space, and the member information may include member number information and age information. As an example, boxes such as 'infant', 'youth', 'adult', 'elderly', 'dog', 'cat', 'aquatic life' may be provided on the user interface 100, and the user You can check the box to be In the interior, member information is very important, and in consideration of this, the initial simulation image is provided to the user. If there are two infants among the members, an interior design with infants in mind is required, and the interior for infants is fundamentally different from the members consisting of only adults. needs can be more met.

3 and 4, the user interface 100 randomly displays a plurality of interior images symbolizing each interior style through the empty box shown in FIG. A plurality of color images matching each interior style are randomly displayed through the first block 101 for selecting the above interior images, and an empty box shown in FIG. 3(b), and one preferred by the user among the color images A second block 102 for selecting more than one color, a third block for displaying a plurality of keywords matching each interior style shown in Fig. 4(a), and selecting one or more keywords preferred by the user among the keywords (103) and a plurality of symbol images (for example, 'infant', 'youth', 'adult', 'elderly', ' and a fourth block 104 to display one or more symbol images corresponding to members of the user from among the symbol images. For example, images symbolizing various types of interior designs (modern design, antique design, etc.) may be presented in the empty box illustrated in FIG. 3A . For example, when the user inputs style information, the first to fourth blocks 101 to 104 may be sequentially displayed through the user interface 100 . Referring to FIG. 3A , a user may select at least three images of a preferred interior style from among a plurality of interior images displayed through the first block 101 . Next, referring to FIG. 3B , at least one preferred color may be selected from among a plurality of color images displayed through the second block 102 .

Next, referring to FIG. 4A , the user may select at least three preferred interior keywords from among a plurality of keywords displayed through the third block 103 . For example, when a modern style interior image is selected through the first block 101, the third block 103 is an interior keyword matching the modern style interior style, '#light', '#minimal', '#Dignified', '#Elegant', '#Chic', '#Clean', '#Stylish', '#Mooded', '#Natural', '#Dramatic', '#Classic', '#Warm You can display keywords such as ', '#cozy', '#calm', '#exotic', '#traditional'. The above keywords are examples, and keywords may be added or modified according to the administrator's selection.

When each keyword is clicked, a corresponding interior image may be displayed overlaid on the third block 103 . Next, referring to FIG. 4B , the user may select a symbol image corresponding to a member of the user from among a plurality of symbol images representing each member displayed through the fourth block 104 .

Referring to FIG. 5 , the processor 230 displays a fifth block 105 displaying a plurality of images of interior style analysis results for each user style based on the style information received from the user terminal 10 through the user interface 100 . can provide

For example, when the style information input by the user through the first to fourth blocks 101-104 is analyzed as a modern interior style at the highest rate, the processor 230 performs the modern interior style through the fifth block 105 . An interior image and color image corresponding to the interior style may be provided, and percent information (eg, 65%) derived from the analysis result of the style information may be provided. In addition, it is possible to provide interior style analysis results and percent information (eg, vintage 20%, French 15%) of the next-ranking ratio excluding the highest ratio (1st rank). As described above, style information is a concept including interior sample images, color images, keywords, and member information, and a detailed process of analyzing style information will be described later.

The processor 230 includes a user style information analysis module 232 . The user style information analysis module 232 receives the style information from the user style information input module 231 and analyzes the user style according to a preset method, and uses any one of the first to Nth styles stored in advance in the database 30 . is made to decide.

As an example, the database 30 may be divided into first to twelfth styles in advance, and these may be classified for each purpose of the construction target space. That is, 12 styles can be individually prepared for each of 'bathroom', 'master room', and 'kitchen', and as will be described later, when generating the initial simulation image, 'price rating information' can be further considered. As an example, when the price rating information is divided into three, 36 styles may be individually prepared for each of 'bathroom', 'master room', 'kitchen', and the like.

A detailed process of analyzing and determining a user style in the user style information analysis module 232 is described. For convenience of explanation, first to fifth styles are pre-stored in the database, and a sample image and a color image in the user interface 100 are described. and each keyword can be selected one by one. A specific method described below is an example of analyzing a user style, and it is specified in advance that it is not limited thereto. In addition, member information and price rating information will be described based on an example in which it is not reflected.

The user style information analysis module 232 includes a sample image selection unit, a color image selection unit, and a keyword selection unit.

The sample image selection unit is configured to select at least one of the first to Mth interior sample images, the color image selection unit is configured to select at least any one of the first to Lth color images, and the keyword selection unit is configured to select at least one of the first to Mth color images. It is configured to select at least one of the H keywords.

[Table 1]

[Table 2]

[Table 3]

Each of the sample image, the color image, and the keyword has a predetermined contribution rate for each of the first to Nth styles.

Referring to Tables 1 to 3 above, in the case of the first sample image, the contribution rate to the first style is 70%, the contribution rate to the second style is 20%, the contribution rate to the third style is 5%, The contribution rate for the fourth style is set to 1.5% and the contribution rate for the fifth style is preset to 3.5%. In the above table, the sum of M1 to M5 is 100, and similarly, the sum of L1 to L5 and the sum of H1 to H5 is also 100.

Through the user interface 100 , when the user selects the first sample image, the third color image, and the first keyword, it may be confirmed that the sum of the contribution ratios of the first style is the largest. Specifically, the sum of the contribution rates of these first styles is 125% in total, and the total value is 300%, which is about 41% in proportion. 5 , through the fifth block 105 of the user interface 100, the determined user style and proportion value are output together. For reference, in FIG. 5, output is shown as 'modern 65%'.

Meanwhile, in the above table, the sum of the contribution ratios was calculated by considering all of the sample images, color images, and keywords as equal, but it may be configured to calculate a weight for each item. Specifically, a weight of '1.2' is applied to the sample image and a weight of '0.8' is applied to the color image, and the calculation can be performed in consideration of the weight in the sum of the contribution ratios. In addition, when the user is set to select a plurality of interior sample images, color images and keywords, it may be configured to determine the user style through the sum of the contribution ratios of all selected ones, and each of the interior sample images, color images and keywords It is also possible to set the number of selections to be different from each other. For example, four sample images may be selected, two color images may be selected, and two keywords may be selected. This is because, from the user's point of view, it may be easier to select an already decorated image, rather than determining a desired taste or style with a color or keyword.

The processor 230 includes a construction target spatial information input module 233 . In the construction target spatial information input module 233, use information and area information of the construction target space are input, and when there are a plurality of construction target spaces, use information and area information for each construction target space are inputted to the user terminal. Provides a user interface.

Referring to FIG. 6 , after providing an interior analysis result corresponding to user style information, the construction target spatial information input module 233 sends address information, construction target spatial information 106 and price rating information to the user terminal 10 . It is possible to provide a user interface 100 for inputting construction simulation information including (107). This is to obtain information on the use and area of the construction target space. Here, the price grade information 107 may mean material grades of components included in the construction target space, which will be described later.

The database 20 may be connected to a public database (not shown), and when address information for the construction target spatial information is input to the construction target spatial information input module 233, the corresponding construction target space (or construction target site) automatically ) of the usage information and area information can be automatically loaded.

Illustratively, the user may select the use of the desired construction target space (target space) from among the construction target spatial information 106 displayed on the user interface 100, and the usage information of the construction target space is displayed in the living room, room And if the veranda, it is configured to choose whether to expand or non-extension. In addition, the user can select the price grade of the overall material used in the interior construction. For example, when the user clicks the 'material grade information activation button' displayed on the user interface 100, the price grade information 107 is overlaid on the user interface 100 in the form of a separate block in which it is displayed in detail. can be displayed.

Referring to FIG. 7 , the processor 230 is configured to match the interior style analysis results for each user style analyzed based on the style information received from the user terminal 10 and the construction simulation information, and layout structure information for each unit of furniture, accessories and materials. Interior configuration information including 108 and type information 109 may be provided for each construction target space.

Illustratively, when the user selects 'toilet' as a construction target space that requires interior simulation and estimation through the configuration tab displayed on the user interface 100, the processor 230 performs the analysis result of the interior style for each style of the user It is possible to provide a plurality of arrangement structure information 108 that is combined for each unit of furniture, accessories, and materials corresponding to the bathroom interior style matching with . For example, images for a plurality of structure types (meaning an arrangement structure) may be presented in a box form through the arrangement structure information 108 shown in FIG. 7A . In addition, images of various products corresponding to furniture, accessories, and materials applicable to the structure type selected through the type information 109 shown in FIG. 7(b) may be presented in the form of a box. Accordingly, the user can be provided with the interior layout structure information 108 reflecting the user's style for a construction target space (eg, a bathroom) requiring construction, and can efficiently select an interior structure type. Next, when the structure type information 108 is input by the user, the initial image modeling module 234 of the processor 230 provides a plurality of type information ( 109) can be provided. Accordingly, after the user selects the layout structure of the construction target space, the user can select a specific product type for each furniture, accessory, and material unit corresponding to the layout structure.

In this way, the present inventor's interior simulation and estimation service providing system provides interior construction information selected by the user, including the type of furniture, props, and materials for each construction target space, and detailed products (furniture, props, materials). Because it receives, it is possible to provide users with high-accuracy interior simulation results and estimate information.

Referring to FIG. 8 , the initial image modeling module 234 of the processor 230 generates a simulation initial image 110 corresponding to the interior configuration information selected for each construction target space received from the user terminal 10 and real-time estimate information into one can be provided on the screen.

The initial image modeling module 234 loads a simulation initial image that matches all of the K-th style (K is any one of 1 to N) and construction target spatial information determined by the user style analysis module from the database to provide it to the user terminal. is composed At this time, the initial image modeling module 234 provides price information of components included in the initial simulation image together with the initial simulation image. Here, the component may be composed of a structural type of the construction target space, materials, props, and furniture, and is configured to provide an individual price for each of these to the user. Since the basic price may be different depending on the structural type of the construction target space, it is preferable to also provide the price generated by the structural type of the construction target space.

The initial image modeling module 234 provides an image of the construction target space that can be viewed by rotating 360 degrees through the initial simulation image 110, and changes the type information for each unit of furniture, props and materials in the initial simulation image 110. It may include an identifier button (110a) to activate.

When the user terminal clicks the identifier button 110a, a UI function that provides a list of other selectable materials may be provided to explain detailed information of the corresponding material or to change the material to a different type of product.

In addition, the user interface 100 adds a construction target space corresponding to the construction target spatial information according to the selection of the 'add button', and a sixth block 111 for selecting whether to expand and a construction method for each construction target space. ) may be included.

The initial simulation image 110 corresponding to the construction target space that is the construction target space selected in the sixth block 111 is provided as a 360-degree image. Illustratively, in the space addition item of the sixth block 111, a symbol image for a plurality of construction target spaces (eg, hallway, living room, room, bathroom, kitchen, veranda) is presented in the form of a box, and currently In the whether to expand or not, a radio button to select whether to expand the current space for each space is presented, and a radio button to select whether to expand or not during construction for each space is presented in the lower area (eg, "How do I construct it?") can be presented. For example, when a living room is selected in the sixth block 111 , the simulation initial image 110 provides an image about the living room, and a menu asking whether the information in the sixth block 111 is also expanded or a construction method may appear. Alternatively, when a toilet is selected in the sixth block 111, the simulation initial image 110 provides an image about the toilet, and the information in the sixth block 111 also includes tile construction, tile selection, and joint construction. A menu asking a question suitable for toilet construction may appear.

In addition, on the left side of the 6th block 111, the construction target space set by the user is vertically aligned and displayed, and the 'X button (cancel button)' is included to make it easier for the user to delete the construction target space selected by the user again. can be provided.

In addition, at the lower end of the sixth block 111, an area informing the total amount of the estimate is provided, and when the user enters the construction conditions for the bathroom, living room and kitchen, It may be an estimate amount representing the total. Therefore, whenever a user adds or deletes a construction target space or construction conditions in the sixth block, the total amount of the estimate may be changed in real time.

The user does not perform the interior as it is in the initial simulation image, but in many cases, performs customization according to the characteristics of individual users. For this, the processor 230 of the present invention includes a customization module 235 .

The customization module 235 is formed so that change information of components included in the initial simulation image can be input. It is configured to provide the simulation change image and the changed price information after the component is changed in real time on the user interface. As described above, price information changed by the user may be provided at the lower end of the sixth block 111 . In addition, since the initial simulation image 110 is also changed to a simulation change image in real time, the user can check the result according to his/her change in real time.

Referring to FIG. 9 , the user interface 100 overlays and displays the interior style analysis results for each user style for all construction target spaces selected by the user on the user interface 100 according to the selection of the 'View Collect button'. A seventh block 112 may be included. 9 shows the main images of each construction target space in the form of a checkerboard, and the user can check at a glance whether the interior is configured according to a desired style (eg, modern style). And, on the left side of the seventh block, representative color values appearing in each image of the construction target space are collected and displayed, so that the user can easily determine whether the indoor interior is properly configured based on this. This is very useful when there are multiple construction target spaces.

On the other hand, the user may not set all the spaces of the residence as the construction target space. For example, assuming that the user's residence consists of 'home', 'room 1', 'room 2', 'living room', 'bathroom 1' and 'bathroom 2', the user selects the construction target space as 'Room'. Since you can only select 1' and 'Room 2' and 'Bathroom 1', you may want to check the harmony with the space where construction is not scheduled. To this end, the user can directly upload the image of the space where construction is not scheduled through the user terminal, and the uploaded image and the construction target space (meaning the simulated screen) are arranged on one screen and provided, so that their Harmony or harmony can be visually confirmed.

Referring to FIG. 10 , the user interface 100 may compare and display a plurality of real-time estimate information as a plurality of pieces of interior configuration information for each construction target space are selected.

For example, the user may select at least one piece of real-time estimate information and request a final estimate. For example, the real-time estimate information may be calculated through a preset estimate calculation algorithm, and the estimate calculation algorithm may be calculated based on predetermined price information for each interior configuration information selected by the user. For example, when comparing estimate information for a plurality of construction target spaces, living room estimate information, kitchen estimate information, and bathroom estimate information may be arranged and provided on one screen. As another example, when comparing estimate information for a plurality of interior configurations for one construction target space (for example, a toilet as shown in FIG. 10), estimate information of toilet 1, toilet 2, and toilet 3 is displayed on one screen It can be provided arranged in . At this time, in the empty box area at the bottom where each construction target space shown in FIG. 10 is displayed, it may be provided so that detailed estimates can be confirmed within each estimate information.

Users can add or delete detailed quotation configurations within one quotation information as desired. For example, the detailed estimate may indicate a detailed price for each unit of furniture, accessories, and materials selected by the user in the interior simulation process.

The user can actually start interior construction based on the simulation change image and the changed price information customized by the user. In this case, more measurement work may be required. Since some of the information input to the construction target spatial information input module 233 may be inaccurate, more accurate simulation images and estimates can be derived when the actual measurement is performed. The actual measurement operation may be performed directly by the user, but when a separate block (not shown) is created in the user interface 100 and the user clicks, the measurement operation may be requested from the administrator.

The final image generation module 237 provides a final estimate to the user while the final simulation image is modeled by further reflecting the actual measurement information of the construction target space. Here, even if the actual measurement information is reflected, the user style is not changed, and the user style determined by the user style information analysis module 232 is maintained as it is. That is, the K-th style is maintained, but individual numerical values for the construction target space can be changed.

A method of providing an interior simulation and an estimate service according to the present invention will be described with reference to FIG. 11 . The method consists of steps S110 to S150.

Step S110 is a step of providing a user interface to input style information including interior sample images, color images, and keywords to the user style information input module 231 when a login request is received from each user terminal.

In step S120, the user style is analyzed according to a preset method based on the style information by the user style information analysis module 232, and the user style is determined as any one of the first to Nth styles stored in advance in the database 30. is a step to be

In step S130, use information and area information of the construction target space are input by the construction target spatial information input module 233, and when there are a plurality of construction target spaces, use information and area for each of the construction target spaces It is a step of providing a user interface to the user terminal so that information is input. The construction target spatial information input to the construction target spatial information input module 233 further includes price grade information of the components included in the construction target space.

Step S140 is a simulation that matches both the K-th style (K is any one of 1 to N) determined by the user style analysis module 232 by the initial image modeling module 234 and the construction target spatial information This is a step of loading an initial image from the database and providing it to the user terminal. In addition, the price rating information in step (S130) is further reflected, and when there are a plurality of construction target spaces, it is configured to provide price information for each and the total total price together.

In step S150, the change information of the components included in the initial simulation image is input by the customization module 235, and the changed simulation image and the changed price information after the components are changed are transferred to the user interface 100. This is a real-time provision.

Hereinafter, another embodiment of the present invention will be described with reference to FIG. 12 . The processor 230 of the present invention may further include a deep learning module 238 . The deep learning module 238 is to more accurately determine the user's needs by using big data that is input information and final results of many users.

Here, the deep learning module 238 uses the simulation final image matched through the final image generation module 237 and the style information input to the user style information input module 231 to perform deep learning in a preset manner. is composed The deep learning module 238 is configured to train the neural network model so that the correlation of components included in the simulation final image is learned from the interior sample image, color image, and keyword input to the user style information input module 231 . do.

The final simulation image is composed of various factors including the structural type of the construction target space, materials, props, and furniture. The deep learning module 238 is configured to learn the correlation between the style information initially input by the user and the factors constituting the final simulation final image as the final result. Here, the deep learning module 238 transmits the learned correlation (meaning a neural network model) to the initial image modeling module 234, and the initial image modeling module 234 generates a simulation initial image based on the neural network model. designed to model. Here, the deep learning module 238 may check the changed components by comparing the initial simulation image generated by the initial image modeling module 234 and the simulation final image generated by the final image generation module 237 with each other. . The deep learning module 238 may be configured to learn the correlation between the changed components and the style information initially input by the user.

When the user's customization is minimized, the user's convenience is maximized. After modeling the neural network model through the deep learning module 238 , it is configured to provide feedback to the initial image modeling module 234 . Accordingly, the initial image modeling module 234 may provide a simulation initial image more suitable for the user's taste.

The method for providing interior simulation and quotation service according to an embodiment of the present invention may also be implemented in the form of a recording medium including instructions executable by a computer, such as a program module executed by a computer. Computer-readable media can be any available media that can be accessed by a computer and includes both volatile and nonvolatile media, removable and non-removable media. Also, computer-readable media may include both computer storage media and communication media. Computer storage media includes both volatile and nonvolatile, removable and non-removable media implemented in any method or technology for storage of information such as computer readable instructions, data structures, program modules or other data. Communication media typically includes computer readable instructions, data structures, program modules, or other data in a modulated data signal such as a carrier wave, or other transport mechanism, and includes any information delivery media.

Although the methods and systems of the present invention have been described with reference to specific embodiments, some or all of their components or operations may be implemented using a computer system having a general purpose hardware architecture.

The above description of the present invention is for illustration, and those of ordinary skill in the art to which the present invention pertains can understand that it can be easily modified into other specific forms without changing the technical spirit or essential features of the present invention. will be.

Therefore, it should be understood that the embodiments described above are illustrative in all respects and not restrictive. For example, each component described as a single type may be implemented in a dispersed form, and likewise components described as distributed may be implemented in a combined form.

The scope of the present invention is indicated by the following claims rather than the above detailed description, and all changes or modifications derived from the meaning and scope of the claims and their equivalent concepts should be interpreted as being included in the scope of the present invention. do.

10, 10n: user terminal
20: integrated server
30: Database
100: user interface
210: communication module
220: memory
230: processor
231: user style information input module
232: user style information analysis module
233: construction target spatial information input module
234: initial image modeling module
235: customizing module
236: final image generation module
237: deep learning module

Claims (13)

A system for providing data analysis-based interior simulation and quotation service, comprising an integrated server connected to a database, the integrated server comprising:
When a login request is received from the user terminal, the user style information input module for providing a user interface to the user terminal so that style information including an interior sample image, a color image and a keyword is input;
As a user style information analysis module that receives the style information from the user style information input module and analyzes a user style, the user style information is analyzed according to a preset method based on the style information, and the first to first a user style information analysis module that determines any one of the N-th styles;
A construction target space that provides a user interface to the user terminal so that use information and area information of the construction target space are input, and when there are a plurality of construction target spaces, use information and area information for each of the construction target spaces are input information input module;
An initial image modeling module for loading a simulation initial image matching both the K-th style (K is any one of 1 to N) and the construction target spatial information determined by the user style analysis module from the database and providing it to the user terminal An initial image modeling module that provides price information of components included in the simulation initial image together, and the components include at least one of a structure type of a construction target space, materials, props, and furniture; and
A customizing module configured to input change information of components included in the initial simulation image, the customization module providing a simulation change image and changed price information after the component is changed to a user interface in real time; containing,
Interior simulation and quotation service provision system.
The method according to claim 1,
The construction target spatial information input to the construction target spatial information input module,
It further includes price rating information of the components included in the construction target space,
The initial image modeling module,
Providing price information reflecting the price rating information, but providing price information and total total price for each of the construction target spaces when there are a plurality of construction target spaces,
Data analysis-based interior simulation and quotation service provision system.
3. The method according to claim 2,
The customization module is
In addition to the construction target space input in the construction target spatial information input module, it is configured to enable additional selection of the construction target space,
When a construction target space is added, based on the K-th style determined by the user style analysis module, providing a simulation change image and changed price information,
Data analysis-based interior simulation and quotation service provision system.
The method according to claim 1,
The integrated server,
When there are a plurality of construction target spaces, a collection view module for collecting the simulation change images of each of the construction object spaces generated by the customization module, the collection view module configured to be displayed overlaid on the user interface; further comprising,
Data analysis-based interior simulation and quotation service provision system.
The method according to claim 1,
The user style information input module,
It is configured to further input member information of the target space, wherein the member information includes member number information and age information,
The user style information analysis module further reflects the member information to analyze the user style,
Data analysis-based interior simulation and quotation service provision system.
The method according to claim 1,
The integrated server,
a final image generation module in which actual measurement information of the construction target space is further reflected in the simulation change image provided by the customizing module to model a final simulation image; further comprising,
Data analysis-based interior simulation and quotation service provision system.
7. The method of claim 6,
The integrated server,
a deep learning module for performing deep learning in a preset manner using the final simulation image matched through the final image generation module and style information input to the user style information input module; further comprising,
The deep learning module,
From the interior sample image, color image, and keyword input to the user style information input module, the neural network model is trained so that the correlation between the components included in the simulation final image is learned,
The initial image modeling module, based on the neural network model, models the simulation initial image,
Data analysis-based interior simulation and quotation service provision system.
The method according to claim 1,
The user style information analysis module,
a sample image selection unit configured to select at least one of the first to Mth interior sample images;
a color image selection unit configured to select at least one of the first to Lth color images; and
a keyword selection unit configured to select at least one of the first to Hth keywords; including,
Each of the sample images, color images and keywords,
The contribution ratio for each of the first to Nth styles is predetermined,
The user style information analysis module determines, among the first to Nth styles, a style having the largest sum of contribution ratios of the sample image, color image, and keyword as a user style,
Data analysis-based interior simulation and quotation service provision system.
As a method of providing interior simulation and quotation service performed by an integrated server,
(a) when a login request is received from each user terminal, providing a user interface to input style information including an interior sample image, a color image, and a keyword to a user style information input module;
(b) analyzing the user style according to a preset method based on the style information by the user style information analysis module and determining one of the first to Nth styles stored in advance in the database;
(c) so that the use information and area information of the construction target space are input by the construction target spatial information input module, and when there are a plurality of the construction target spaces, use information and area information for each of the construction target spaces are input; providing a user interface to the user terminal;
(d) by the initial image modeling module, the K-th style determined by the user style analysis module (K is any one of 1 to N) and the simulation initial image matching all of the construction target spatial information are loaded from the database providing to the user terminal; and
(e) inputting, by the customization module, change information of components included in the initial simulation image, and providing a simulation change image and changed price information after the components are changed to a user interface in real time; containing,
A method of providing interior simulation and quotation service based on data analysis.
10. The method of claim 9,
Step (c) is,
The construction target spatial information input to the construction target spatial information input module further includes price grade information of the components included in the construction target space,
Step (d) is,
By the initial image modeling module, the price information reflecting the price rating information is provided, and when there are a plurality of construction target spaces, price information and the total total price for each of the construction target spaces are provided together,
A method of providing interior simulation and quotation service based on data analysis.
11. The method of claim 10,
Step (e) is,
Through the customization module, in addition to the construction target space input to the construction target spatial information input module, additional selection of the construction target space is possible,
When a target space is added, based on the K-th style determined by the user style analysis module, providing a simulation change image and changed price information,
A method of providing interior simulation and quotation service based on data analysis.
10. The method of claim 9,
The step (a) is,
It is configured to further input member information of the construction target space through the user style information input module, wherein the member information includes member number information and age information,
The step (b) is,
Through the user style information analysis module, further reflecting the member information to analyze the user style,
A method of providing interior simulation and quotation service based on data analysis.
10. The method of claim 9,
Step (c) is,
Through the construction target space information input module, when the use information of the construction target space is a living room, a room and a veranda, configured to select whether to expand or not,
A method of providing interior simulation and quotation service based on data analysis.

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