KR102405413B1 - Apparatu and Method for Providing integrated transportation reservation service based on Machine Learning - Google Patents

Abstract

A device and method for providing an integrated transportation reservation service based on machine learning for performing integrated reservation of various transportation means in multiple countries Reservation for at least one or more transportation means included in the moving path configuration unit constituting the moving path configuration unit, the moving path selection unit that receives one of the moving paths configured in the moving path configuration unit from the user, and the moving path selected by the moving path selection unit A machine that provides user convenience to travelers by means of a machine learning-based integrated transportation reservation service providing device, including a reservation processing unit that performs reservation processing for at least one or more transportation means by interworking with the service or utilizing a macro-type machine learning function The effect of providing a learning-based integrated transportation reservation service providing apparatus and method is derived.

Description

Apparatu and Method for Providing integrated transportation reservation service based on Machine Learning

The present invention relates to an apparatus and method for providing an integrated transportation reservation service based on machine learning, and more particularly, to an apparatus and method for providing an integrated transportation reservation service based on machine learning for performing integrated reservation of various transportation means in multiple countries.

In general, there is an increasing demand for travel that allows travelers to plan their trip according to their preferred style and directly make a reservation, rather than purchasing travel products on a fixed schedule through an existing travel agency. .

In particular, the user can directly check the necessary travel information such as transportation means and accommodations online, select a preferred style of transportation or accommodation, and configure the trip as desired.

However, there is a limit in that time and effort are required to check the current overseas public transportation directly because it is necessary to check through a separate website for each transportation method, or collect personal experiences such as blogs and SNS feeds.

KR 10-1148159 B1 KR 10-2020-0111932 A KR 10-2004-0003807 A

The present invention was derived from such a technical background, and it provides user convenience to travelers by providing reservation information for a plurality of transportation means all over the world that will be used to their destinations to travelers using various public transportation methods and enabling automatic reservations in a batch. An object of the present invention is to provide an apparatus and method for providing an integrated transportation reservation service based on machine learning.

In addition, it is intended to provide a machine learning-based integrated transportation reservation service providing device and method that enables automatic ticket issuance and location-based destination guidance for public transportation around the world, and enables easy sharing of ticketed tickets.

The present invention for achieving the above object includes the following configuration.

That is, the apparatus for providing an integrated transportation reservation service based on machine learning according to an embodiment of the present invention includes a movement route configuration unit that configures transportation means and movement routes to a destination input by a user based on operation information for a plurality of transportation means , a moving path selection unit that receives one of the moving paths configured in the moving path configuration unit from the user and interlocking with a reservation service for at least one or more transportation means included in the moving path selected by the moving path selecting unit or in a macro form It includes a reservation processing unit that performs reservation processing of at least one or more transportation means by utilizing a machine learning function.

On the other hand, the method of providing an integrated transportation reservation service based on machine learning comprises the steps of configuring a transportation means and a movement route to a destination input from a user based on operation information for a plurality of transportation means, and selecting one of the configured movement routes from the user. and performing reservation processing for at least one or more transportation means in conjunction with a reservation service for at least one or more transportation means included in the selected step and the selected movement route.

According to the present invention, a machine learning-based integrated transportation reservation service that provides user convenience to travelers by providing reservation information for a plurality of transportation methods around the world that will be used to their destinations to travelers using various public transportation methods and enabling automatic reservations in a batch The effect that the providing apparatus and method can be provided is derived.

In addition, it is possible to automatically issue tickets for public transportation around the world and provide location-based destination guidance, and provide an apparatus and method for providing an integrated transportation reservation service based on machine learning that can easily share issuance tickets.

1 is an exemplary diagram schematically illustrating a machine learning-based integrated transportation reservation service provided by an apparatus for providing an integrated transportation reservation service based on machine learning according to an embodiment of the present invention;
2 is an exemplary diagram for explaining a schematic flow of a machine learning-based integrated transportation reservation service according to an embodiment of the present invention;
3 is a block diagram showing the configuration of an apparatus for providing an integrated transportation reservation service based on machine learning according to an embodiment of the present invention;
4a to 4i are exemplary views of the automatic reservation mode screen in the integrated transportation reservation service dedicated app according to an embodiment;
5A to 5H are exemplary views of a manual reservation mode screen in an integrated transportation reservation service dedicated app according to an embodiment.

It should be noted that the technical terms used in the present invention are only used to describe specific embodiments, and are not intended to limit the present invention. In addition, the technical terms used in the present invention should be interpreted as meanings generally understood by those of ordinary skill in the art to which the present invention belongs, unless otherwise specifically defined in the present invention, and excessively comprehensive It should not be construed in the meaning of a human being or in an excessively reduced meaning.

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

1 is an exemplary diagram schematically illustrating a machine learning-based integrated traffic reservation service provided by an apparatus for providing a machine learning-based integrated traffic reservation service according to an embodiment of the present invention.

As shown in FIG. 1 , the machine learning-based integrated transportation reservation service provided by the machine learning-based integrated transportation reservation service providing apparatus according to an embodiment is linked with reservation systems for various transportation companies in multiple countries.

The machine learning-based integrated transportation reservation service providing device according to an embodiment is the optimal method for moving from the user's current location to the destination using the location-based service when a destination is entered during overseas travel through the integrated transportation reservation service dedicated app. You can conveniently provide directions to your travel destination by performing transportation information and reservations.

That is, while guiding the user to the desired destination based on the user's real-time location, it is possible to more conveniently make a reservation for a means of transportation necessary for moving to the destination.

In particular, the machine learning-based integrated transportation reservation service providing device performs machine-learning-based automatic reservation and ticketing functions. It can operate in conjunction with a transport company server for each country's transportation means, a transportation reservation service app for each country, and a credit card company for payment processing in a multinational state. The transport company server is interpreted to encompass both the technical configuration of the reservation service of taxis, buses, trains, airlines and ships, and the technical configuration of the reservation service of a new concept of transportation that can be introduced in the future.

In addition, it can not only grasp the user's GPS information, but can also detect and guide various moving routes to the destination by applying an AI algorithm, or recommend a moving route that meets the criteria desired by the user.

Additionally, cloud services for a vast amount of traffic information for various means of transportation around the world can be applied. In addition, it is possible to search and make reservations for automatic transportation carriers through cloud-based machine learning. It also applies a mobile ticket and provides a seat assignment function for each transportation company.

2 is an exemplary diagram for explaining a schematic flow of a machine learning-based integrated transportation reservation service according to an embodiment of the present invention.

As shown in FIG. 2 , in the machine learning-based integrated transportation reservation service according to an embodiment, a user joins by inputting user information through an integrated transportation reservation-only app.

A user who has registered user information through service subscription may proceed with both a manual reservation and an automatic reservation using the integrated transportation reservation-only app according to an embodiment.

When the machine learning-based integrated transportation reservation service providing device 10 receives a transportation reservation request from a user who has subscribed to the service, the user's location is confirmed, and the transportation means that can move from the transportation means server to the destination is a taxi, bus, or train. , check the operation information and reservation information for airplanes and ships.

The confirmed transportation information and reservation information are provided to the user, and a ticket reservation is optionally performed through a user confirmation procedure.

In this case, the ticket reservation for transportation can be performed using a macro-type machine learning method. In addition, it is possible to provide a function to make a comprehensive issuance reservation for all travel-related tickets (tourist attractions, etc.) using a macro-type machine learning method.

The ticket reservation execution process includes a payment processing process, and when the payment processing is completed, a mobile ticket may be issued in the form of an SMS or e-mail to a user terminal possessed by the user.

3 is a block diagram illustrating a configuration of an apparatus for providing an integrated transportation reservation service based on machine learning according to an embodiment of the present invention.

As shown in FIG. 3 , the apparatus 10 for providing an integrated transportation reservation service according to an embodiment includes a movement route configuration unit 110 , a movement route selection unit 120 , a reservation processing unit 130 , a ticketing processing unit 140 , and a learning unit. 150 , a ticket sharing unit 160 , and a storage unit 170 .

The machine learning-based integrated transportation reservation service providing apparatus 10 according to an embodiment integrates reservations for various foreign transportation means, that is, public transportation such as buses and taxis, as well as airlines, trains, ships, etc. It is possible not only to do this, but also to provide a guidance function to the destination based on the real-time user location.

In addition, the machine learning-based integrated transportation reservation service providing device 10 may provide an automatic ticket issuance and automatic payment service for all public transportation through machine learning through an app dedicated to the integrated transportation reservation service.

In addition, by using deep learning technology, it is possible to select and decide the optimal means of transportation for each time period and recommend the optimal transportation method to users through an integrated transportation reservation-only app. That is, it is possible to provide the user with information about the optimal means of transportation from the user's location to the destination.

Specifically, the movement route configuration unit 110 configures the transportation means and movement route to the destination received from the user based on the operation information for a plurality of transportation means. It is possible to select a destination not only domestically but also overseas. The movement route configuration unit 110 may configure a movement route that can be moved to a destination by at least one of a taxi, a bus, a train, an aviation, a ship, and at least one transportation means that may be introduced in the future.

In this case, the moving path configuration unit 110 may configure at least two moving paths from the same origin to the destination. The moving route configuration unit 110 may configure a moving route to include different transportation means even for a moving route from the same origin to a destination.

The moving path selection unit 120 receives one of the moving paths configured in the moving path configuring unit 110 selected by the user. For example, different travel routes consisting of bus-air-taxi and bus-train-bus transportation may be configured. In addition, the moving path selection unit 120 receives a selection from the user from one of the at least two moving paths configured in the moving path configuring unit 110 through the integrated transportation reservation-only app.

The movement path selector 120 may recommend a movement route including the optimal transportation method to the user by determining the optimal transportation means and reasonable cost by using deep learning technology.

In this case, the optimal means of transportation to the destination may be a means of transportation included in a movement route when arriving at the destination within the shortest time or by minimizing transfers. The criterion for determining the optimal means of transportation may be determined according to conditions set by the user by selection of the user. For example, for users who value the cost aspect, the combination of transportation means that minimizes the cost is determined as the optimal transportation method, and for users who value the number of transfers, the combination of transportation methods that can minimize the number of transfers is the optimal transportation method. figure out However, the present invention is not limited thereto and should be construed to encompass various modifications.

The reservation processing unit 130 performs reservation processing for at least one or more transportation means in conjunction with a reservation service for at least one or more transportation means included in the movement route selected by the movement route selection unit 120 .

In addition, the reservation processing unit 130 according to an embodiment learns and recognizes words from all over the world necessary for ticket issuance through machine learning, so that the ticket issuance can be proceeded using a macro-type machine learning function even without physical service linkage. have.

The reservation processing unit 130 may further provide passport information or visa issuance information necessary for cross-border travel, and guide the necessary to further perform passport information input and visa issuance procedures if necessary.

The reservation processing unit 130 may further perform administrative procedures necessary when a reservation for transportation means for movement between at least two or more countries is required. Specifically, when a Korean user A makes a reservation for a subway in country B that requires a visa in Korea, the reservation processing unit 130 performs a process of confirming whether user A has been issued a visa for country B, and on that date Reservation is only possible if a visa has been issued. In addition, if a visa has not been issued, it notifies information about the need for a visa and provides guidance on the visa issuance process.

In an embodiment, the reservation processing unit 130 may learn information necessary for ticket issuance in all countries around the world and automatically reserve a ticket.

In one aspect of the present invention, the reservation processing unit 130 provides operation information for at least one or more transportation means included in the movement route selected by the movement route selection unit 120, and sequentially provides a transportation means selection function, the selected It performs a function of providing and selecting transportation schedule information, a transportation method reservation processing function of the selected operation schedule, a reservation confirmation function, and a payment processing function.

That is, the user selects one of at least one or more transportation means that can move to a destination, and selects a service time according to a desired schedule based on the operation schedule information of the selected transportation means. The reservation processing unit 130 may collectively perform reservation processing for at least one or more transportation means according to the selected service schedule. And it performs reservation confirmation and payment processing.

In this case, the reservation processing unit 130 may perform payment processing by exchanging an amount based on the exchange rate of the date between currencies of different countries when making a reservation for a foreign transportation means in the payment processing.

In addition, the reservation processing unit 130 may perform a function of performing a general issuance reservation for all the travel-related tickets (tourist attraction admission tickets, etc.) in a macro-type machine learning method.

The ticketing processing unit 140 performs ticketing processing after reservation for at least one or more transportation means reserved by the reservation processing unit 130 .

The ticketing processing unit 140 issues an e-ticket or a travel-related ticket (such as an admission ticket to a tourist attraction) of the transportation means reserved by the reservation processing unit 130 , and transmits the issuance to the user terminal 20 .

In one aspect, the learning unit 150 learns information necessary for issuance of tickets for transportation means of at least one country or more and issuance of all travel-related tickets (tourist attractions, etc.) based on machine learning.

In one embodiment, the learning unit 150 learns and recognizes words from around the world required for ticket issuance through machine learning, and uses a macro-type machine learning function to proceed with ticket issuance even without physical service interworking. learn things

At this time, the movement route configuration unit 110 derives a recommended movement route by determining the optimal transportation means and cost to the destination based on the content learned by the learning unit 150 .

In this case, the optimal means of transportation may be determined according to conditions set by the user. For example, for users who value the cost aspect, the combination of transportation methods with the lowest cost is judged as the optimal transportation method, and for users who value the number of transfers, the combination of transportation methods that can minimize the number of transfers is the optimal transportation method. figure out

In one aspect of the present invention, the ticket sharing unit 160 shares the ticket issued by the issuance processing unit 140 with other user terminals by using a Near Field Communication (NFC) function.

That is, the apparatus 10 for providing an integrated transportation reservation service based on machine learning according to an embodiment may perform a ticket sharing function of sharing a ticket with a nearby companion.

The ticket sharing unit 160 may automatically share the ticket issued after reservation when the user D and E is detected in a short distance when the user C has reserved the tickets of the users D and E together.

In this case, identifying and detecting the user may be implemented by identifying the logged-in user through the integrated transportation reservation-only app. In other words, the process of agreeing to share location information through the integrated transportation reservation-only app in advance should be preceded, and it is desirable to provide a function to share automatically issued tickets to users who have agreed.

The storage unit 170 is a flash memory type (Flash Memory Type), a hard disk type (Hard Disk Type), a multimedia card micro type (Multimedia Card Micro Type), a card type memory (eg, SD or XD memory, etc.) ), magnetic memory, magnetic disk, optical disk, RAM (Random Access Memory: RAM), SRAM (Static Random Access Memory), ROM (Read-Only Memory: ROM), EEPROM (Electrically Erasable Programmable Read-Only Memory), PROM ( Programmable Read-Only Memory) may include at least one storage medium.

In one embodiment, the storage unit 170 includes user information registered as a member through an integrated transportation reservation-only app, operation information of a plurality of transportation means, various information necessary for reservation processing, payment information, data necessary for machine learning, and integrated transportation It stores the data necessary to run the reservation-only app.

In addition, the integrated transportation reservation service providing device 10 performs communication with the user terminal 20 and the transport company server 30, and additionally performs communication with a financial company server such as a card company server, a bank, etc. for payment processing. have.

In an additional aspect, the location determining unit 115 according to an embodiment identifies the location of a user using the user terminal 20 in which the integrated transportation reservation service dedicated app is installed and driven.

In addition, the location information providing unit may periodically transmit the user's location information identified by the location determining unit 115 to another user terminal set by the user.

4A to 4I are exemplary screen views for explaining an automatic reservation mode in an application dedicated to the integrated transportation reservation service according to an embodiment.

4A is an exemplary diagram of an initial screen where a friend can be found in an application dedicated to an integrated transportation reservation service according to an embodiment. The integrated transportation reservation service dedicated app according to an embodiment provides the current user's location for each country as a map image or as coordinate information. In addition, you can provide your location information to a friend who has allowed location search.

As shown in FIG. 4A , on the initial screen, friend information for location transmission may be input. In addition, you can send and receive messages and communicate with a friend who will send you a location by using the instant messenger automatic response function in real time.

In one embodiment, the initial screen includes a shortcut to a ticket reservation, a shortcut to a reservation confirmation and change screen, a shortcut to a mobile ticket, and a shortcut icon to a location-based navigation service.

4B and 4C are exemplary views of a user setting screen in an integrated transportation reservation service dedicated app according to an embodiment.

In the automatic reservation mode, as shown in FIG. 4B , the user may select a transportation method that he/she mainly uses. Alternatively, a preferred type may be input for each means of transportation. For example, it can be set to use Kakao Taxi mainly for taxis and Korean Air for airlines. The movement route configuration unit may configure the movement route to preferentially include the transportation means of the transportation company preferred by the user.

And for overseas travel, enter passport information and member information for mileage accumulation. In addition, it is possible to set a main payment method, repeatedly input and store frequently visited destinations, and proceed with automatic ticketing.

Also, as shown in FIG. 4C , messenger information setting and location information transmission setting can be performed. You can enter and save an automatic messenger response message and set whether to automatically respond.

In addition, you can set up automatic location transmission by entering a phone number to which your location will be sent for a location notification transmission service when traveling. In this case, by setting the transmission period to a value within 10 minutes to 24 hours, it is possible to periodically transmit the user's location to the phone number user.

4D is an exemplary diagram of an information search and setting screen for a reservation in an application dedicated to the integrated transportation reservation service according to an embodiment.

As shown in FIG. 4D , the destination or name is searched by inputting the destination or name, and arrival date and time and expected arrival time information are input. Then, enter the number of passengers and set up automatic or manual reservations.

In addition, you can select automatic reservation and automatic payment, and if you select the automatic reservation button, you can complete the ticketing stage after reservation processing. In addition, it displays the reservation status that has been automatically booked due to automatic selection.

And, as shown in FIG. 4E, a screen is provided to check the reservation information that has been automatically issued. As shown in FIG. 4E , reservation information for each means of transportation can be checked on the reservation information confirmation screen. In addition, you can check individual reservation information and fares for each transportation method. In addition, it lists and displays the entire reservation status that the user has made a reservation for at a glance.

As shown in FIG. 4F , an alarm service is provided that provides information on the currently moving means of transportation and the next vehicle departure time and moving distance based on the reserved information as shown in FIG. 4F . For example, when the means of transportation is a taxi, the reservation may be made using information on the scheduled departure time from the destination.

In this case, the alarm service may display vehicle information (vehicle number, phone number, estimated time of arrival) through the text service of the smartphone as an alarm message when a taxi call is requested.

In addition, transportation methods other than taxis display operation information including departure time and arrival time information for each transportation company.

In addition, as shown in Fig. 4f, the navigation function further provides movement information from the current location to the next means of transportation. For example, a screen including information from the current location to the point where the next transportation means, a taxi, is boarded is provided. Or, it provides navigation information that can help you get to the location of the bus stop. In addition, it provides information on at least one or more means of transportation required to move from the current location to the final destination, and information on the remaining distance and time for each means of transportation.

Accordingly, the user can grasp at a glance how much time it takes to reach a desired destination by using which means of transportation.

Additionally, as shown in FIG. 4G , when the user inputs a desired destination, roadmap information from the user's current location to the input destination may be further provided. As a location-based service, a road map is used to provide a navigation service to a destination, and when entering a subway platform, it is automatically converted to a subway route map and provided with appropriate information according to the type of transportation.

After the automatic reservation of the transportation means is completed, information on issuance details of the mobile ticket is provided as shown in FIG. 4H . Users can download the mobile ticket on the screen. In addition, a more convenient user interface can be provided by providing more icons that can connect to the call centers for each ticket carrier.

As illustrated in FIG. 4I , a mobile ticket may be transmitted to another user terminal in which an application dedicated to the integrated transportation reservation service according to an embodiment is installed. A mobile ticket is transmitted to a user terminal possessed by a nearby companion through NFC transmission technology. At this time, the mobile ticket can be transmitted to another user terminal by sliding the screen by hand. However, the present invention is not limited thereto.

5A to 5H are exemplary views of a manual reservation mode screen in an app dedicated to an integrated transportation reservation service according to an embodiment.

As shown in FIG. 5A , if the destination, departure date and time, arrival date and time, and the number of persons are input, and manual reservation is selected, the manual reservation mode may be performed.

When the user operates in the manual reservation mode, the user can select a type of transportation required to a destination on the selection screen as shown in FIG. 5B , and select transportation time information for each transportation means and transport company on the selection screen as shown in FIG. 5C .

In addition, as shown in FIG. 5D , a screen for selecting a transportation method is provided in order to proceed with the reservation, and the user selects a transportation method for which the reservation is required.

In addition, it is also possible to manually perform payment processing through a screen as shown in FIG. 5E according to user selection.

Additionally, when the user inputs a desired destination even in the manual mode as shown in FIG. 5F, it is possible to further provide roadmap information from the user's current location to the input destination. As a location-based service, a road map is used to provide a navigation service to a destination, and when entering a subway platform, it is automatically converted to a subway route map and provided with appropriate information according to the type of transportation.

After the manual reservation of the transportation means is completed, information on the issuance details of the mobile ticket is provided as shown in FIG. 5G . Users can download the mobile ticket on the screen. In addition, a more convenient user interface can be provided by providing more icons that can connect to the call centers for each ticket carrier.

As shown in FIG. 5H , a mobile ticket may be transmitted to another user terminal in which an application dedicated to the integrated transportation reservation service according to an embodiment is installed. A mobile ticket is transmitted to a user terminal possessed by a nearby companion through NFC transmission technology. At this time, the mobile ticket can be transmitted to another user terminal by sliding the screen by hand. However, the present invention is not limited thereto.

6 is a flowchart of a method for providing an integrated transportation reservation service based on machine learning according to an embodiment of the present invention.

A method for providing an integrated transportation reservation service based on machine learning performed in an apparatus for providing an integrated transportation reservation service includes receiving destination information from a user, and based on the operation information for a plurality of transportation methods to the destination received from the user, and A movement path is configured (S600).

The movement route configuration unit configures the transportation means and movement route to the destination input by the user based on the operation information for a plurality of transportation means. It is possible to select a destination not only domestically but also overseas. A movement route that can be moved to a destination by at least one of a taxi, a bus, a train, an air, a ship, and a transportation method that may be introduced in the future may be configured.

In this case, at least two moving routes from the same origin to the destination may be configured. That is, the movement route may be configured to include different means of transportation even for the movement route from the same origin to the destination.

At this time, it is possible to derive a recommended travel route by determining the optimal means of transportation and reasonable cost to the destination based on the learned contents.

Then, one of the configured moving paths is selected from the user (S610).

The moving path selection unit receives one of the moving paths configured in the moving path configuring unit selected by the user. At this time, based on the learned contents, the optimal transportation method and reasonable cost to the destination can be determined, and a recommended travel route can be derived and recommended.

For example, different travel routes consisting of bus-air-taxi and bus-train-bus transportation may be configured. In addition, the moving route selector receives one of at least two moving routes configured through the integrated transportation reservation-only app from the user.

The movement path selector may determine the optimal transportation method and reasonable cost by using deep learning technology to recommend a movement route including the optimal transportation method to the user. That is, it is possible to derive a recommended travel route by determining the optimal transportation method and reasonable cost to the destination based on the learned contents.

Based on machine learning, the learning unit learns information necessary for ticket issuance of at least one country or more.

In addition, the movement route configuration unit derives a recommended movement route by determining the optimal transportation means and cost to the destination based on the learned contents.

In this case, the optimal means of transportation to the destination may be a means of transportation included in a movement route when arriving at the destination within the shortest time or by minimizing transfers. The criterion for determining the optimal means of transportation may be determined according to conditions set by the user by selection of the user. For example, for users who value the cost aspect, the combination of transportation methods that minimizes the cost is determined as the optimal transportation method, and for users who value the number of transfers, the combination of transportation methods that can minimize the number of transfers is the optimal transportation method. figure out However, the present invention is not limited thereto and is construed to encompass various modifications.

Thereafter, reservation processing for at least one or more transportation means is performed in conjunction with a reservation service for at least one or more transportation means included in the selected moving route ( S620 ).

In this case, the reservation processing may automatically perform a reservation according to a user's selection, or may manually perform a reservation by manually inputting selection information.

In addition, the reservation processing unit may further provide passport information or visa issuance information necessary for cross-border travel, and, if necessary, may guide the necessary to further perform passport information input and visa issuance procedures.

Additionally, the reservation processing unit may further perform administrative procedures necessary when a reservation of transportation means for movement between at least two or more countries is required. Specifically, when Korean user A makes a reservation for a subway in country B that requires a visa in Korea, the reservation processing unit checks whether user A has been issued a visa for country B, and issues a visa on that date. Reservation proceeds only when received. In addition, if a visa has not been issued, it notifies information about the need for a visa and provides guidance on the visa issuance process.

In an embodiment, the reservation processing unit may learn information necessary for ticket issuance in all countries around the world and automatically reserve a ticket.

Specifically, the step of performing the reservation processing includes: providing operation information for at least one or more transportation means included in the selected movement route, sequentially selecting transportation means, providing and selecting operation schedule information of the selected transportation means; It performs the transportation method reservation processing function, reservation confirmation function, and payment processing function of the selected service schedule.

The step of performing the reservation processing according to an embodiment may include learning and recognizing words from around the world required for ticket issuance through machine learning, so that ticket issuance can be performed using a macro-type machine learning function even without physical service linkage. .

In addition, the step of performing the reservation processing may perform a function of performing a comprehensive issuance reservation of all the travel-related tickets (tourist attraction admission tickets, etc.) in a macro-type machine learning method.

In one aspect of the invention, a ticketing process is performed after reservation for at least one or more transportation means reserved in the step of performing the reservation process (S630). In addition, the issuance process is performed for travel-related tickets, including tickets to tourist attractions. Performing the issuance process includes issuing an e-ticket or a travel-related ticket (such as an admission ticket to a tourist attraction) of a reserved transportation means and transmitting the issuance to the user terminal.

Thereafter, the ticket issued by the ticketing processing unit may be shared with other user terminals by using the NFC (Near Field Communication) function (S640).

And according to a characteristic aspect of the present invention, based on machine learning, information necessary for issuance of tickets for transportation means or travel-related tickets (such as admission tickets for tourist attractions) in at least one country is further learned (S650).

In addition, it learns and recognizes words from all over the world necessary for ticket issuance through machine learning, and learns more about the necessary information for ticket issuance by using the machine learning function in the form of a macro without physical service linkage.

The above-described method may be implemented as an application or implemented in the form of program instructions that may be executed through various computer components and recorded in a computer-readable recording medium. The computer-readable recording medium may include program instructions, data files, data structures, etc. alone or in combination.

The program instructions recorded in the computer-readable recording medium are specially designed and configured for the present invention, and may be known and available to those skilled in the computer software field.

Examples of the computer-readable recording medium include hard disks, magnetic media such as floppy disks and magnetic tapes, optical recording media such as CD-ROMs and DVDs, and magneto-optical media such as floppy disks. media), and hardware devices specially configured to store and execute program instructions, such as ROM, RAM, flash memory, and the like.

Examples of program instructions include not only machine language codes such as those generated by a compiler, but also high-level language codes that can be executed by a computer using an interpreter or the like. The hardware device may be configured to operate as one or more software modules for carrying out the processing according to the present invention, and vice versa.

Although the above has been described with reference to the embodiments, those skilled in the art will understand that various modifications and changes can be made to the present invention without departing from the spirit and scope of the present invention as set forth in the following claims. will be able

10: Integrated transportation reservation service providing device
20: user terminal 30: transport company server
110: movement path configuration unit 120: movement path selection unit
130: reservation processing unit 140: ticketing processing unit
150: learning unit 160: ticket sharing unit
170: storage

Claims (10)

a movement route configuration unit configured to configure transportation means and movement routes to a destination input by a user based on operation information for a plurality of transportation means;
a moving path selection unit for receiving a user's selection of one of the moving paths configured in the moving path configuring unit;
a reservation processing unit for performing reservation processing for at least one or more transportation means by interworking with a reservation service for at least one or more transportation means included in the movement path selected by the movement path selection unit or by utilizing a macro-type machine learning function;
a ticketing processing unit for performing ticketing processing after reservation for at least one or more transportation means reserved by the reservation processing unit; and
When a first user reserves a ticket through the reservation processing unit together with at least one or more second users other than the first user, the second user possesses the first user terminal within a preset distance of the first user terminal. When a second user terminal exists, the ticket issued by the issuance processing unit is shared with the second user terminal using an NFC (Near Field Communication) function, but the first user terminal and the second user terminal exchange the ticket In order to share, before reserving a ticket through the reservation processing unit, a process of agreeing to share location information between the first user terminal and the second user terminal through an integrated transportation reservation-only app is performed to provide a location among the second users A machine learning-based integrated transportation reservation service providing device including a ticket sharing unit that shares issued tickets only to users who have agreed to share information.
delete delete The method of claim 1,
The reservation processing unit,
Provides operation information on at least one or more transportation means included in the movement route selected by the movement route selection unit, and sequentially selects transportation means, provides and selects operation schedule information of the selected transportation means, and selects operation schedule A device for providing an integrated transportation reservation service based on machine learning that performs the transportation reservation processing function, reservation confirmation function, and payment processing function.
delete [Claim 5] In the method for providing an integrated transportation reservation service based on machine learning performed in the apparatus for providing an integrated transportation reservation service according to any one of claims 1 to 4,
configuring a transportation means and a movement route to a destination input from a user based on the operation information for a plurality of transportation means;
receiving a selection of one of the configured moving paths from a user;
performing reservation processing for at least one or more transportation means in conjunction with a reservation service for at least one or more transportation means included in the selected moving route;
performing ticketing processing after reservation for at least one or more transportation means reserved by the reservation processing unit; and
When a first user reserves a ticket through the reservation processing unit together with at least one or more second users other than the first user, the second user possesses the first user terminal within a preset distance of the first user terminal. When a second user terminal exists, the ticket issued by the issuance processing unit is shared with the second user terminal using an NFC (Near Field Communication) function, but the first user terminal and the second user terminal exchange the ticket In order to share, before reserving a ticket through the reservation processing unit, a process of agreeing to share location information between the first user terminal and the second user terminal through an integrated transportation reservation-only app is performed to provide a location among the second users A method of providing an integrated transportation reservation service based on machine learning, comprising the step of sharing a ticket issued only to users who have agreed to share information.
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The step of performing the reservation processing includes:
Provides operation information on at least one or more transportation means included in the movement route selected in the step of receiving the selection, and sequentially selects transportation means, provides and selects operation schedule information of the selected transportation means, A method of providing an integrated transportation reservation service based on machine learning that performs the transportation reservation processing function, reservation confirmation function, and payment processing function.
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