KR102588539B1 - Method and system for providing vendor matching service for workplace design - Google Patents

Abstract

According to various embodiments, a business supporting server, which provides a user with a business supporting service, may comprise: a data management unit which obtains basic information and information relating to business start-up from a user terminal of a user; a workplace location determination unit which determines the location of a workplace of the user based on the basic information and the information relating to business start-up and recommends a brokerage company with properties for sale corresponding to the location of the workplace; an interior design determination unit which determines an interior design of the workplace and recommends to the user an interior design company that will work on the determined interior design; a user-company matching unit which matches the recommended interior design company and the brokerage company with the user; and a financial management unit which provides services relating to accounting and finance necessary for management of the workplace. According to the present invention, it is possible to provide a user with various goods and services needed through a single platform.

Description

Method and system for providing vendor matching service for business site design {METHOD AND SYSTEM FOR PROVIDING VENDOR MATCHING SERVICE FOR WORKPLACE DESIGN}

The present invention relates to a method and system for providing a business matching service for business site design, and more specifically, to a business total matching platform that matches businesses that want to start or expand a business with businesses that can provide various services necessary for business. Provides a method and system for providing users with a company matching service for business site design.

Recently, the number of individual entrepreneurs preparing to start a business has been increasing, but due to the economic recession, only a small number of cases have actually succeeded in starting a business. Generally, before starting a business, prospective entrepreneurs conduct market research by visiting the location where they want to start a business and other companies actually carrying out related businesses during the preparation process, or actual prospective or early-stage entrepreneurs jointly provide opinions. There is the inconvenience of having to access social communities such as cafes and blogs to obtain opinions, or visit start-up support centers and support business organizations in person to receive the necessary information. Additionally, for prospective entrepreneurs preparing for a business, it is difficult to select and obtain information that is suitable for them.

In addition, at the stage of preparing for starting a business or expanding a business, there are many necessary goods or services, and finding a company that can provide the necessary goods or services takes time and effort. The difficulty of choosing a standard increases. Therefore, there is a need to develop a platform with an integrated matching function that can assist in such selection.

Unless otherwise indicated herein, the material described in this section is not prior art to the claims of this application, and is not admitted to be prior art by inclusion in this section.

The purpose of the present invention to solve the above problems is to provide a total business matching platform that matches businesses that want to start or expand a business with businesses that provide various services necessary for the business or are capable of providing the services.

Other purposes of the present invention to solve the above problems can additionally provide purposes that are directly or indirectly identified through this document.

According to various embodiments, a business support server that provides business support services to a user includes a data management unit that obtains basic information and start-up-related information from the user's user terminal; a business location determination unit that determines the user's business location based on the basic information and the business start-up information and recommends a brokerage company with properties for sale corresponding to the business location; an interior decision unit that determines the interior of the workplace and recommends to the user an interior design company that will work on the decided interior; a business matching unit of the user that matches the recommended interior design company and the brokerage company with the user; and a financial management department that provides accounting and financial services necessary for business operation.

According to various embodiments, the data management unit receives the user's business-related information from the user terminal, obtains the user's business stage information, business type information, and industry information, and the business stage information is provided to prospective entrepreneurs and It includes information about startups (start-up), startup growth companies (Scale up), and startup mature companies (Star), and business type information may include information about personal brand type and franchise type.

According to various embodiments, the company matching unit may obtain a request request signal from the user terminal and transmit the request request signal to the terminals of companies whose matching suitability is higher than a preset suitability among companies included in the company DB.

According to various embodiments, the interior determining unit requests the user terminal or a database storing the real estate floor plan to provide floor plan data and floor height information for the user's business, and within a preset distance based on the location of the business. Based on the interior information of other businesses in the same industry, the interior to be recommended to the user can be determined.

According to various embodiments, the interior determining unit determines necessary equipment based on the user's industry, performs preprocessing on the floor plan data, and converts the pre-processed floor plan data into an input value and the required number of the determined necessary equipment. An artificial neural network can be learned using as an output value, and the required number can be calculated based on the learned artificial neural network.

According to various embodiments disclosed in this document, various goods or services needed by users can be provided through a single platform.

Additionally, according to various embodiments, it is possible to save time and money by recommending a third-party business that can provide the service needed by the user.

In addition, various effects that can be directly or indirectly identified through this document may be provided.

1 is a diagram illustrating a business support system according to an embodiment.
Figure 2 is a diagram of a business support service application according to an embodiment.
Figure 3 is a diagram showing the main components of a business support server.
Figure 4 is a diagram related to determining companies to be matched to a user based on matching suitability.
Figure 5 is a diagram for determining necessary equipment needed for interior design based on floor plan data for a user's workplace.
Figure 6 is a diagram of determining the facility layout for a user's workplace by referring to the facility layout of other workplaces in the same industry when determining interior facility layout.
Figure 6 is a diagram related to determining a business location based on the user's preference conditions.
FIG. 7 is a diagram showing the hardware configuration of the server according to FIG. 1.

Since the present invention can make various changes and have various embodiments, specific embodiments will be illustrated in the drawings and described in detail in the detailed description. However, this is not intended to limit the present invention to specific embodiments, and should be understood to include all changes, equivalents, and substitutes included in the spirit and technical scope of the present invention. While describing each drawing, similar reference numerals are used for similar components.

Terms such as first, second, A, and B may be used to describe various components, but the components should not be limited by the terms. The above terms are used only for the purpose of distinguishing one component from another. For example, a first component may be named a second component, and similarly, the second component may also be named a first component without departing from the scope of the present invention. The term and/or includes any of a plurality of related stated items or a combination of a plurality of related stated items.

When a component is said to be "connected" or "connected" to another component, it is understood that it may be directly connected to or connected to the other component, but that other components may exist in between. It should be. On the other hand, when it is mentioned that a component is “directly connected” or “directly connected” to another component, it should be understood that there are no other components in between.

The terms used in this application are only used to describe specific embodiments and are not intended to limit the invention. Singular expressions include plural expressions unless the context clearly dictates otherwise. In this application, terms such as “comprise” or “have” are intended to designate the presence of features, numbers, steps, operations, components, parts, or combinations thereof described in the specification, but are not intended to indicate the presence of one or more other features. It should be understood that this does not exclude in advance the possibility of the existence or addition of elements, numbers, steps, operations, components, parts, or combinations thereof.

Unless otherwise defined, all terms used herein, including technical or scientific terms, have the same meaning as commonly understood by a person of ordinary skill in the technical field to which the present invention pertains. Terms defined in commonly used dictionaries should be interpreted as having a meaning consistent with the meaning in the context of the related technology, and unless clearly defined in the present application, should not be interpreted in an ideal or excessively formal sense. No.

Hereinafter, preferred embodiments according to the present invention will be described in detail with reference to the attached drawings.

1 is a diagram illustrating system 10 in one embodiment. Figure 2 is a diagram of a business support service application according to an embodiment. Referring to FIG. 1, the system 10 may include a business support server 100, a user terminal 200, etc. The operations described below may be performed or implemented through a platform (eg, web page and/or application) controlled by the business support server 100. In other words, the business support server 100 provides a website where users can access the business support server 100 through the network using the user terminal 200 to input, register, and print various information. It is possible to provide an application that can input, register, and output various information by being installed and executed on the user terminal 200.

The business support server 100 may include a step in which a user (a prospective entrepreneur or an existing entrepreneur) executes a business support service application on the user terminal 200. For example, the business support service app may be operated by the business support server 100 and provide knowledge content related to business establishment, start-up, and/or venture to users for free and/or for a fee. It can be provided as . In addition, the business support service app is executed on the user terminal 200 of a user (prospective entrepreneur, existing entrepreneur) who wants to use the business support service through the business support service app and/or supports business through the business support service app. It can be executed on the service terminal of the service provider who wants to provide the service. Additionally, the method may include inputting the user's personal information through the terminal. The user can run the business support service application through the user terminal 200 and enter personal information through the business support service application. The personal information may be transmitted from the terminal 200 to the business support server 100 and recorded or stored in the business support server 100 and/or a DB linked to the business support server 100. Here, personal information may include name, ID (identifier), password, resident registration number, street address, telephone number, mobile phone number, and/or email address.

In addition, the business support service app, after performing a predetermined authentication process through the personal information, displays multiple support service theme information, multiple industry category information, multiple product categories, and/or product lists, or displays information related to this. Depending on the selection made, the order/delivery process may proceed. The business support server 100 may include the step of displaying a plurality of support service theme information and receiving an input signal for one support service theme information among the plurality of support service theme information. The plurality of support service theme information may include business site management service, human resource management service, free quotation service, purchasing service, rental service, interior design service, and/or start-up financial service, financial management service, etc. Here, the free quotation service, purchase service, and rental service are quotations corresponding to at least one of multiple support service theme information, multiple industry category information, and multiple product category information (e.g., information on expected cost, estimated time, etc.), It may be a service that provides purchase or rental. For example, when a user selects a free quotation service, purchase service, or rental service through a business support service app, a corresponding service may be performed.

In addition, the interior service provides image information (e.g. static images) representing the expected interior and/or completed (installed) interior corresponding to each pyeong (e.g. 10 pyeong, 20 pyeong, 30 pyeong, 40 pyeong, 50 pyeong or more) , dynamic images, etc.) may be included. Additionally, information indicating the expected cost and expected work time corresponding to the image information may be output together with the image information. In addition, the interior service provides interior image information for signs, banners, and pamphlets that can be installed in or around offices, restaurants, etc., as well as information indicating the estimated cost and estimated work time corresponding to the image information. You can also print them together. The business support server 100 not only outputs interior image information and information indicating the estimated cost and estimated work time corresponding to the image information, but also searches for interior-related companies that can perform work according to the image, We can match.

Additionally, start-up financial services may include start-up loan information, tax information services, labor information services, and/or insurance information services.

A plurality of support service theme information may be generated by the business support server 100 and displayed through a business support service application running through the user terminal 200. In addition, the user terminal 200 receives input signals (e.g., touch operation, mouse selection, Keyboard selection, voice input, etc.) can be received.

Industry category information may be information about a category related to the industry the user wants to start a business, and the industry category information may include major category industry information and/or small category industry information. The major category industry information may include the restaurant industry, sales industry, service industry, and other industries, and the subcategory industry information may indicate detailed items corresponding to the above major category industry information (i.e., restaurant industry, sales industry, service industry, and other industries).

For example, here, the subcategory industry information corresponding to the restaurant industry may include chicken, Korean food, pizza/burger, confectionery, bars, snack foods, Western food, food and beverages, cafes, Chinese food, Japanese food, etc., and the subcategory industry information corresponding to the sales industry. May include pet shops, stationery, cosmetics, accessories, convenience stores/marts, fashion, miscellaneous goods, flower shops, sports, eyewear, etc. In addition, subcategory industry information corresponding to the service industry may include PC rooms, lodging, beauty/nails, billiards, arcades, massage shops, etc., and subcategory industry information corresponding to other industries may include academies, reading rooms, car washes, general office work, etc. may include.

For example, the business support server 100 first outputs the major categories of industries through the business support service app, and then when the user selects one of the restaurant industry, sales industry, service industry, and other industries through the terminal 200, You can output subcategory industry information corresponding to your selection.

The business support server 100 can display a plurality of product categories and receive an input signal for one product category.

As an example, a plurality of product categories may include a category for office equipment, where office equipment includes, for example, printers, laser printers, copiers, plotters, computers (PCs), laptops, tablets, calculators, printers ( Examples include 3D printers, photo printers, infinite ink printers, etc.), fax machines, air purifiers, multi-function printers, unmanned devices, and/or water purifiers. As another example, multiple product categories include furniture, chairs, tables, counter furniture, electronic items, terminals/POS, workbench for washing machine, kneader, insulating water tank, blender, electric rice cooker, wall shelf, timer/thermometer, household goods, Fire extinguisher, microwave oven, kitchenware, cups, utensils (cooking utensils, chopsticks, etc.), gas stove, fryer, sink, work surface, gas stand, electronic scale, commercial refrigerator, purifier, dishes, umbrella stand, air conditioner/heater, speaker ( amplifier), vacuum cleaner, ultraviolet sterilizer, vibrating bell/number call, dishwasher, cutlery container, storage container, airtight container, cleaning product, hygiene product/consumables, guitar, transportation device, promotional material, general showcase, CAFE showcase, KIOSK (unmanned) payment), DID, air curtain, fryer, electronic scale, grill/fireplace, charcoal fire starter/transporter, wall shelf, warmer, cutlery container, noodle maker, sponge maker, Korean range, blender, ice maker, purifier, kneader, storage/sealing May include containers, snack dies, POP items, whippers, hot water dispensers, ice shavers, pizza ovens, ice cream machines, waffle machines, coffee beans, sanitary products/consumables, grinders, tuna freezers, neutralizing ranges, etc.

The business support server 100 provides goods or services needed by users to users who want to start a business (or, referred to as new businesses) and/or users who want to expand their business (or, referred to as expansion businesses), You can recommend companies that can provide services according to user requests. For example, if the request of a user who wants to start a business is to recommend an interior design company, a cleaning company, or an advertising company, the business support server 100 provides the user with the ability to match the user with an interior design company, a cleaning company, an advertising company, etc. A list of recommended interior design companies, cleaning companies, and advertising companies can be created, and information about the generated list can be transmitted to the user terminal 200.

The business support server 100 may obtain user information to provide customized services. The business support server 100 may store the user's access point, age, gender, residential area and history information, business stage information, etc., and the history information may include workplace or specific work experience, and the business stage. The information may refer to the number of years since the business was founded (e.g., the second year since the business was founded).

In addition, if a user who wants to start a business and/or a user who wants to expand a business has a need for new recruitment, the business support server 100 may provide a job matching service to the user. , a job offer request signal can be obtained from the user terminal 200. The business support server 100 may recommend suitable talent to the user in response to the job request signal. The job request signal includes job offer information, and the job offer information includes desired talent information, company information, job information, company news, company introduction video, company question video, company questionnaire, company recruitment list, company recruitment details, ongoing recruitment, It may include information about completed recruitment, pending recruitment, etc. Desired talent information may include information about the job seeker's age, job seeker's residence, job seeker history information, job seeker introduction text, and job seeker introduction video. Company information includes company name, number of employees, work type, investment attraction stage, sales, net profit, annual salary, salary setting period, incentive system, welfare system (convenience facilities, lunch allowance, overtime meal allowance, provision of basic necessities, business trip expenses, business trip vehicle) It may include information on provision, support for congratulations and condolences, various allowances, etc. The company introduction video may include a greeting video of the CEO, a greeting video of executives and employees, etc.

The business support server 100 may create or manage an interior design company DB, an advertising company DB, a job search company DB, and a brokerage company DB in order to provide the above services.

The user terminal 200 is a communication capable desktop computer, laptop computer, laptop, smart phone, tablet PC, mobile phone, or smart watch. (smart watch), smart glass, e-book reader, PMP (portable multimedia player), portable game console, navigation device, digital camera, DMB (digital multimedia broadcasting) player, digital voice It may be a digital audio recorder, a digital audio player, a digital video recorder, a digital video player, and a PDA (Personal Digital Assistant).

The business support server 100 and the user terminal 200 are each connected to a communication network and can transmit and receive data with each other through the communication network. For example, communication networks include Local Area Network (LAN), Metropolitan Area Network (MAN), Global System for Mobile Network (GSM), Enhanced Data GSM Environment (EDGE), High Speed Downlink Packet Access (HSDPA), and W-CDMA. (Wideband Code Division Multiple Access), CDMA (Code Division Multiple Access), TDMA (Time Division Multiple Access), Bluetooth, Zigbee, Wi-Fi, VoIP (Voice over Internet Protocol) , LTE Advanced, IEEE802.16m, WirelessMAN-Advanced, HSPA+, 3GPP Long Term Evolution (LTE), Mobile WiMAX (IEEE 802.16e), UMB (formerly EV-DO Rev. C), Flash-OFDM, iBurst and MBWA (IEEE Various types of wired or wireless networks can be used, such as 802.20) systems, HIPERMAN, Beam-Division Multiple Access (BDMA), Wi-MAX (World Interoperability for Microwave Access), and 5G.

Figure 3 is a diagram showing the main components of the business support server 100. It may include a data management unit 101, a business location determination unit 102, an interior design unit 103, a human resources management unit 104, a financial management unit 105, and a company matching unit 106.

The data management unit 101 may obtain the user's basic information. For example, the user's basic information may include name, ID (identifier), password, resident registration number, residential address, business address, telephone number, mobile phone number, and/or email address.

The data management unit 101 can obtain the user's business-related information. For example, the data management unit 101 may obtain the user's business stage information, business type information, and/or industry information, and the business stage information includes prospective entrepreneurs, start-ups, and startup growth companies. Input can be received by dividing into (Scale up), start-up, mature company (Star), etc., and industry information is divided into major categories such as food and beverage, fashion, IT, machinery, video, information and communication, environment, and new materials, and subcategories of the selected major categories. It may be possible to enter a subcategory corresponding to or a subcategory corresponding to a subcategory of the selected subcategory. For example, business type information is information about the business type when a user wishes to start a business in the food and beverage industry, and may include cases where the user wishes to start a business as a franchise and a case where the user wishes to start a business as a personal brand.

The data management unit 101 can obtain information on the user's desired start-up location, and the start-up location information is obtained by selecting the location where the user wishes to start a business on the map provided by the business support server 100 to the user terminal 200. It can be created through. More specifically, when the user selects the location where he/she wants to start a business on the map provided to the user terminal 200, the data management unit 101 extracts the address information of the location corresponding to the selection signal to generate business location information, or generates business location information for the user. When a user selects a location where he/she wants to start a business on the map provided to the terminal 200, the user terminal can generate business location information.

If the user is not sure where to select as the business location, the business location determination unit 102 may determine the business location as a business support service and recommend it to the user.

The business location determination unit 102 may select an appropriate location for the business operator to conduct business and transmit information about the selected location to the user terminal 200. The business location determination unit 102 may determine a business location suitable for a business start-up or business based on the user's residence, the user's industry, the user's location accessibility, etc. The business location determination unit 102 may request listing information from a real estate DB server and determine the business location based on the real estate listing information.

The interior decision unit 103 may determine an interior concept, interior structure, etc. that are advantageous to the user's industry. The interior decision unit 103 may determine the optimal interior for the user's business space (or may be referred to as business space). The interior decision unit 103 may provide the user terminal 200 with information about interior design companies that can carry out construction with the determined interior concept and interior structure.

If a user who wants to start a business and/or a user who wants to expand a business has a need for new recruitment, the human resources management department (104) can provide a job matching service to the user, and the user terminal ( A job request signal can be obtained from 200). The human resources management unit 104 may recommend suitable talent to the user in response to the job request signal. The job request signal includes job offer information, and the job offer information includes desired talent information, company information, job information, company news, company introduction video, company question video, company questionnaire, company recruitment list, company recruitment details, ongoing recruitment, It may include information about completed recruitment, pending recruitment, etc. Desired talent information may include information about the job seeker's age, job seeker's residence, job seeker history information, job seeker introduction text, and job seeker introduction video. Company information includes company name, number of employees, work type, investment attraction stage, sales, net profit, annual salary, salary setting period, incentive system, welfare system (convenience facilities, lunch allowance, overtime meal allowance, provision of basic necessities, business trip expenses, business trip vehicle) It may include information on provision, support for congratulations and condolences, various allowances, etc. The company introduction video may include a greeting video of the CEO, a greeting video of executives and employees, etc.

The financial management department 105 may provide services related to management fee information, start-up loan information, tax information, etc. For example, when a loan is received to start a business or start a business, the financial management department 105 can notify the monthly loan amount, payment date, etc., calculate temporary tax according to sales, and add the calculated temporary tax to the loan amount. Information can be provided to users. The financial management department 105 calculates monthly fixed costs (rent, interest, electricity bill, water bill, labor cost, etc.) and floating costs (material cost, commission, etc.), and calculates the net profit ratio and net profit relative to sales and provides them to the user terminal 200. can do.

The business matching unit 106 may match a (authorized) brokerage firm recommended by the business location determination unit 102, an interior design business recommended by the interior design unit 103, an advertising company, etc., with the user. The company matching unit 106 can obtain a request request signal through the user terminal 200 by a user who wants to be matched, and transmit a request request in response to the request request signal to companies stored or registered in the DB. there is.

Figure 4 is a diagram related to determining companies to be matched to a user based on matching suitability.

The business matching unit 106 may match a (authorized) brokerage firm recommended by the business location determination unit 102, an interior design business recommended by the interior design unit 103, an advertising company, etc., with the user. The company matching unit 106 can obtain a request request signal through the user terminal 200 by a user who wants to be matched, and transmit a request request in response to the request request signal to companies stored or registered in the DB. there is.

However, since it is inefficient to send a request request to all companies stored or registered in the DB, the company matching unit 106 determines the matching suitability for each company and sends a request request signal based on the determined matching suitability. You can decide which companies to send to.

The business matching unit 106 selects the straight line distance between the user's workplace and the company's workplace, the average vehicle travel time according to the shortest distance between the user's workplace and the company's workplace, the matching rate of the company, and the satisfaction rate with the company. Matching suitability can be determined based on at least one or more factors. The average vehicle travel time may mean the average value of the vehicle travel times collected from 8 a.m. to 8 p.m., and the vehicle travel times can be obtained by accessing an open source DB. The matching rate may be determined based on the actual number of matches compared to the number of times a request request signal is received in relationships with other users through the service of the server 100. The satisfaction rate may be a satisfaction rate received from another matched user. The company matching unit 106 can determine the matching suitability through Equation 1 below.

In Equation 1, M is the matching suitability, D _a is the straight line distance between the user's workplace and the company's workplace, H _a is the average vehicle travel time according to the shortest distance between the user's workplace and the company's workplace, R may mean the matching rate, and F may mean the satisfaction rate. x may be a weight for the ratio of the straight-line distance and the average travel time, and y may be a weight for the sum of the matching rate and satisfaction rate. x and y can be values greater than 0 and less than or equal to 1. Accessibility can be considered good when the vehicle travel time is short compared to the straight-line distance, so the indicator for straight-line distance can be understood as the numerator, and the indicator for vehicle travel time can be understood as the denominator.

The business location determination unit 102 sends a request obtained from the user terminal 200 to the terminals of companies whose brokerage suitability is equal to or higher than the preset suitability among the companies registered in the server 100 or the DB linked to the server 100. A request signal can be transmitted.

The business location determination unit 102 may receive a request signal from some of the terminals of the companies that transmitted the request request signal, and may provide a list of companies to the user terminal 200 based on the received request signal. Users can contact one of the companies included in the selected company list.

Figure 5 is a diagram for determining necessary equipment needed for interior design based on floor plan data for a user's workplace.

The interior decision unit 103 may request the user terminal 200 and/or a database (not shown) storing the real estate floor plan to provide floor plan data and floor height information for the business, and the interior decision unit 103 may request the user terminal 200 and/or a database (not shown) storing the real estate floor plan to provide floor plan data and floor height information. You can receive floor plan and floor plan (height) information. A real estate floor plan may include dimension information for each space. Dimension information may include horizontal length information, vertical length information, and height information.

The interior decision unit 103 can determine the use of space for each space. The interior decision unit 103 may determine the use of the remaining space other than the space determined for fixed use. For example, the interior decision unit 103 may determine the use of the remaining space other than the space determined for a fixed use, such as a bathroom, based on the purpose of the user's workplace (e.g., office, restaurant, cafe, factory).

The interior decision unit 103 determines an interior concept and interior structure to recommend to the user based on interior information of other businesses in the same industry within a preset distance based on the location of the business, and constructs with the determined interior concept and interior structure. Information about interior design companies that can carry out the process can be provided to the user terminal 200.

The interior decision unit 103 may determine at least a portion of the other business sites as the type of necessary equipment, based on the user's business location information (e.g., industry type or floor plan data) and/or interior information of the same industry. The required number of equipment and/or equipment arrangement can be determined on a case-by-case basis. The interior decision unit 103 can determine the required number of facilities according to the square footage of the business space and information on individual spaces. For example, necessary equipment may be specified in various ways, such as tables, partitions, chairs, monitors, drawers, shelves, refrigerators, sinks, and washing machines.

The interior decision unit 103 may perform pre-processing on the received floor plan data to determine the number of required facilities, and may provide the pre-processed floor plan data to the first artificial neural network. The first artificial neural network can extract features from preprocessed floor plan data and determine the required number of facilities for each facility based on the extracted features. For example, the first artificial neural network may be an artificial neural network based on a convolutional neural network (CNN)-based object detection algorithm such as You Look Only Once (YOLO), Single Shot Detector (SSD), or R-CNN.

Preprocessing may be an operation that converts floor plan data into an input image form according to the resolution and size supported by the structure of the artificial neural network according to the object detection algorithm. In the illustrated embodiment, the required number of first facilities may be specified by the first artificial neural network.

In one embodiment, the first artificial neural network receives an input value and determines the connection strength (or weight) for each of the input layer 11 and the output value of the input layer 11, which has nodes corresponding to the number of components of the first feature vector. ) and output by adding a bias (hidden layer, 12); And it may include an output layer (output layer, 13) that multiplies each output value of the hidden layer (12) by a connection strength (or weight) and outputs the result using an activation function. For example, the activation function may be a LeRU function or a Softmax function, but is not limited thereto. Connection strength and bias can be continuously updated through supervised learning.

Specifically, the first artificial neural network used in the interior decision unit 103 uses supervised learning to minimize the output value of the loss function according to the given input value (first feature vector) and output value (second feature vector). It can be. For example, the loss function (H(Z,Z')) can be defined as Equation 2 below.

In Equation 2 above, Pj may be the j-th component of the second feature vector, and P'j may be the j-th component of the output vector output by receiving the first feature vector from the first artificial neural network.

Figure 6 is a diagram of determining the facility layout for a user's workplace by referring to the facility layout of other workplaces in the same industry when determining interior facility layout.

The interior decision unit 103 may determine facility arrangement for the determined facility. The interior decision unit 103 may determine the facility layout for the user's workplace based on the facility layout of other workplaces in the same industry. However, since there are too many cases to consider all the facility arrangements of other businesses in the same industry, the interior decision unit 103 may determine the facility arrangement based on the facility arrangements of other businesses with the same or similar business structure.

The interior decision unit 103 compares the floor plan of the user's workplace with the floor plans of each workplace in the same industry to determine structural similarity between the workplaces, and may perform image processing on the floor plans of each workplace. The interior determination unit 103 may extract a first line with a predetermined thickness and a second line that extends from the first line but is distinct from the first line through image processing in the plan view. The first line may have the thickest thickness among the lines constituting the plan view. In fact, in a plan view, the first line may represent a wall dividing the space, and the second line may represent a window or sliding door. The interior determination unit 103 may generate a structural image consisting of only the first line and the second line.

The interior decision unit 103 may generate a structural image for the user's workplace and a structural image for each of the workplaces in the same industry using the above method.

The interior decision unit 103 may display the main door in the structural image based on the generated structural image and floor plan, and the first structural image of the user's business and a business in the same industry based on the main door displayed in the structural image. Each second structure image can be mapped. The interior determination unit 103 may compare the mapped first structure image and the second structure image to determine the structural similarity between the first structure image and the second structure image.

The interior determination unit 103 may detect feature points of the first structure image and feature points of the second structure image by applying a pre-trained deep neural network model. The pre-trained deep neural network model is a learning model trained to determine feature points using a structural image as input, and may be a learning model based on a convolution neural network (CNN). The feature point may be a pixel value constituting the outermost line of the structure included in the structure image, a pixel value constituting an auxiliary line excluding the outermost line, etc.

The interior determination unit 103 may determine a feature vector based on the detected feature points. For example, the interior determination unit 103 may determine a first feature vector of the first structure image and a second feature vector of the second structure image. The interior determination unit 103 may calculate the similarity between the first feature vector and the second feature vector using cosine similarity. The interior decision unit 103 may determine whether the structural similarity between the first structure image and the second structure image is greater than or equal to a preset structural similarity based on the similarity between the vectors.

The interior decision unit 103 may determine a business in the same industry whose calculated structural similarity is greater than or equal to a preset structural similarity as a similar business, and may request a facility layout diagram of the similar workplace from a facility layout database (not shown). The interior decision unit 103 may determine the facility layout for the user's workplace based on the facility layout of a similar business in the same industry where the determined structural similarity is greater than or equal to a preset structural similarity. In other words, the interior decision unit 103 determines the similar business location

FIG. 7 is a diagram showing the hardware configuration of the business support server 100 according to FIG. 1.

Referring to FIG. 7, the business support server 100 stores at least one processor 110 and instructions instructing the at least one processor 110 to perform at least one operation. May include memory.

The at least one operation includes at least some of the operations or functions of the business support server 100 described above and may be implemented in the form of instructions and performed by the processor 110.

Here, the at least one processor 110 may mean a central processing unit (CPU), a graphics processing unit (GPU), or a dedicated processor on which methods according to embodiments of the present invention are performed. You can. Each of the memory 120 and the storage device 160 may be comprised of at least one of a volatile storage medium and a non-volatile storage medium. For example, the memory 120 may be one of read only memory (ROM) and random access memory (RAM), and the storage device 160 may be flash memory. , a hard disk drive (HDD), a solid state drive (SSD), or various memory cards (eg, micro SD card).

Additionally, the business support server 100 may include a transceiver 130 that performs communication through a wireless network. Additionally, the business support server 100 may further include an input interface device 140, an output interface device 150, a storage device 160, etc. Each component included in the business support server 100 is connected by a bus 170 and can communicate with each other. In FIG. 7, the business support server 100 is explained as an example, but it is not limited thereto. For example, a plurality of user terminals may include components according to FIG. 7 .

Methods according to the present invention may be implemented in the form of program instructions that can be executed through various computer means and recorded on a computer-readable medium. Computer-readable media may include program instructions, data files, data structures, etc., singly or in combination. Program instructions recorded on a computer-readable medium may be specially designed and constructed for the present invention or may be known and usable by those skilled in the computer software art.

Examples of computer-readable media may include hardware devices specifically configured to store and execute program instructions, such as ROM, RAM, flash memory, etc. Examples of program instructions may include machine language code such as that created by a compiler, as well as high-level language code that can be executed by a computer using an interpreter, etc. The above-described hardware device may be configured to operate with at least one software module to perform the operations of the present invention, and vice versa.

Additionally, the above-described method or device may be implemented by combining all or part of its components or functions, or may be implemented separately.

Although the present invention has been described above with reference to preferred embodiments, those skilled in the art may make various modifications and changes to the present invention without departing from the spirit and scope of the present invention as set forth in the claims below. You will understand that you can do it.

100: Business support server 200: User terminal

Claims (5)

In the business support server that provides business support services to users,
a data management unit that obtains basic information and business-related information from the user's user terminal;
a business location determination unit that determines the user's business location based on the basic information and the business-related information and recommends a brokerage firm with properties for sale corresponding to the business location;
an interior decision unit that determines the interior of the workplace and recommends to the user an interior design company that will work on the decided interior;
a business matching unit of the user that matches the recommended interior design company and the brokerage company with the user; and
Includes a financial management department that provides accounting and financial services for business operations;
The business location decision department,
Determine the business location based on the user's residence, the user's industry, and the user's location accessibility included in the basic information,
The company matching department,
Obtaining a request request signal from the user terminal,
The request request signal is transmitted to the terminals of companies whose matching suitability is higher than the preset suitability among the companies included in the company DB,
The matching suitability is determined according to the following equation,

In the above equation, M is the matching suitability, Da is the straight line distance between the user's workplace and the business of the company included in the company DB, and Ha is the shortest distance between the user's workplace and the business of the company included in the company DB. Average vehicle travel time, R is the matching rate determined based on the number of actual matches compared to the number of times the company received a request request signal in relationships with users other than the above user, F is the corresponding number obtained from users other than the above user means the company's satisfaction rate, x is the weight for the ratio between the straight line distance and the average travel time, y is the weight for the sum between the matching rate and the satisfaction rate, and x and y are greater than 0 A value of 1 or less,
The interior decision part,
Requesting the user terminal or a database storing the real estate floor plan to provide floor plan data and floor height information for the user's workplace,
The interior to be recommended to the user is determined based on the interior information of other businesses in the same industry within a preset distance based on the location of the business,
The interior decision part,
Determining at least some of the equipment of other businesses belonging to the same industry within a preset distance based on the location of the user's business as equipment to be placed at the user's business,
Perform preprocessing on the floor plan data,
An artificial neural network is learned using the preprocessed floor plan data as input and the required number of facilities to be placed at the user's workplace as output,
A server that calculates the required number based on the learned artificial neural network. In claim 1,
The data management department,
Obtaining the user's business stage information, business type information, and industry information as the business-related information from the user terminal,
The business stage information includes information on prospective entrepreneurs and early-stage entrepreneurs (start-up), start-up growth companies (Scale up), and start-up mature companies (Star), and the business type information includes information on personal brand type and franchise type. A server containing information. delete delete delete