Artificial intelligence caddy service provision system

Abstract

This invention provides an artificial intelligence caddy service provider device and a method for operating the same. [Solution] The system providing artificial intelligence caddy service using this technology may include a terminal mounted on a single golf cart on which a player is riding, which moves the single golf cart to the position of the ball after the player has taken a shot and then receives input of information about the club used for the shot, and a server which learns the distance information of the club used for the shot based on the position information of the terminal at the position of the ball and the information about the club used for the shot, and then provides the terminal with information on how to approach the next shot to be taken at the position of the ball.

Description

Technical Field

[0001] The present invention relates to an artificial intelligence caddy service providing device and its operation method, and to a terminal device that provides an artificial intelligence-based caddy service for supporting a golfer's golf course and its operation method.

Background Art

[0002] A caddy in golf is not just a person who carries a caddy bag and follows a player around, but plays a very important role in giving various advice to the player considering the terrain of the course, wind direction, the player's physical condition, etc. Professional golfers directly hire personal caddies, while amateur golfers can pay a usage fee (caddy fee) to caddies hired at the golf course and receive services, similar to renting a multi-passenger golf cart. However, when multiple players receive support from one caddy and play, each player may have difficulty receiving optimal advice.

[0003] On the other hand, recently, the use of single-seater carts and unmanned carts at golf courses has been increasing. There is an opinion that caddies are unnecessary due to this, but since the presence or absence of a caddy is an important factor directly related to a player's playing performance, it is necessary to receive caddy service even when using a single-seater cart or an unmanned cart.

Prior Art Documents

Patent Documents

[0004]

Patent Document 1

Patent Document 2

Summary of the Invention

Problems to be Solved by the Invention

[0005] One embodiment of the present invention provides an artificial intelligence caddy service provision system and a method for operating the same. [Means for solving the problem]

[0006] An artificial intelligence caddy service provision system according to one embodiment may include a terminal mounted on a single golf cart on which a player is riding, which, after the player has taken a shot, moves the single golf cart to the location of the moved ball and then receives input of information about the club used for the shot, and a server which, after learning the distance information of the club used for the shot based on the position information of the terminal at the location of the moved ball and the information about the club used for the shot, provides the terminal with information on how to approach the next shot to be taken at the location of the moved ball.

[0007] In one embodiment, the terminal may include an RTK module that acquires location information of the terminal using real-time mobile positioning (RTK), a wireless communication module connected to a wireless communication network that performs data communication between the terminal and the server, and a control unit that controls the wireless communication module to provide the location information of the terminal to the server.

[0008] In one embodiment, the artificial intelligence caddy service provision system may further include a database that stores player record information, including information on the player's previous play, and information on the golf course the player will be playing.

[0009] In one embodiment, the server may include: a shot result information generation module that receives location information of the terminal and information of the club used for the shot from the terminal and generates shot result information including distance information for each club of the player and ball flight information of the shot; a play learning module that obtains the player's record information from the database and updates the player's record information based on the shot result information; and a course strategy information generation module that generates course strategy information for the next shot based on the updated player record information.

[0010] In one embodiment, the shot result information generation module can determine the distance from the location information of the terminal where the player took the shot to the location information of the terminal at the position of the moved ball as the distance information of the club used for the shot.

[0011] In one embodiment, the player's recorded information may include distance information for each club, shot trajectory information, and shot accuracy information learned from the player's past playing results.

[0012] In one embodiment, the recorded player information may further include temperature or humidity information, in addition to the distance information, shot trajectory information, and shot accuracy information of each learned club.

[0013] In one embodiment, the course strategy information generation module can generate stable course strategy information and aggressive course strategy information using the results of learning the player's existing playing tendencies.

[0014] In one embodiment, the course strategy information may include information regarding the direction of the next shot, distance information, and the expected success rate of each club.

[0015] In one embodiment, the single golf cart can directly enter the fairway included in the golf course and move to the location where the player's ball is located, except for a preset prohibited operation area.

Effects of the Invention

[0016] This technology can provide an artificial intelligence caddy service system and its operation method.

Brief Description of the Drawings

[0017] [Figure 1] It is a diagram for explaining a golf play method using a single golf cart. [Figure 2] It is a diagram for explaining an artificial intelligence caddy service system according to an embodiment of the present invention. [Figure 3] It is a diagram for explaining the configuration of the terminal in FIG. 2. [Figure 4] It is a diagram for explaining the configuration of the server in FIG. 2. [Figure 5] It is a diagram for explaining a method by which the artificial intelligence caddy service system of the present invention learns the distance information of each club of a player. [Figure 6] It is a diagram for explaining that information on the club to be used is input via the input unit in FIG. 3. [Figure 7] It is a diagram for explaining that usage club information is input via the input unit in FIG. 3. [Figure 8] It is a diagram for explaining a method by which the artificial intelligence caddy service system of the present invention provides course strategy information. [Figure 9] It is a diagram for explaining an example of the artificial intelligence caddy service provided by the artificial intelligence caddy service system of the present invention.

Modes for Carrying Out the Invention

[0018] A specific structural or functional description of an embodiment according to the concept of the present invention disclosed in this specification or application is merely an exemplification for explaining an embodiment according to the concept of the present invention. An embodiment according to the concept of the present invention may be implemented in various forms and should not be construed as being limited to the embodiment described in this specification or application

[0019] In the following, in order to explain in detail to such an extent that a person having ordinary knowledge in the technical field to which the present invention pertains can implement the technical idea of the present invention, an embodiment of the present invention will be described with reference to the accompanying drawings

[0020] FIG. 1 is a diagram for explaining a golf play method using a single golf cart

[0021] Referring to FIG. 1, the single golf cart may be a cart that a player participating in a round can directly drive by getting on a one-person golf cart. That is, when four players play, a maximum of four single golf carts may be used. Since each single golf cart can carry the equipment of each player, the player can enjoy golf play using his or her own single golf cart

[0022] After the player takes a tee shot at the tee box, the player can directly drive the single golf cart to move to the point where his or her ball has fallen. Conventionally, when three or more players ride on one cart to play, unlike moving only on a preset cart path, the single golf cart can directly enter the fairway

[0023] Specifically, single golf carts can enter the fairway of the golf course directly and travel to where the player's ball is located, except in pre-designated no-go zones. Therefore, since the distance the player must walk is minimized, using a single golf cart has the advantage of shortening the time spent playing golf. In one embodiment, the no-go zones for single golf carts may include the rough, bunkers, penalty areas, and greens (including the apron). Here, a penalty area may be an area where a shot cannot be taken, such as a lake, river, or drainage channel. Exceptionally, in the case of a water hazard, the player may either enter the water and take a shot directly, or drop the ball in a new location with a one-stroke penalty and take a shot from there. The rules for playing in penalty areas may be separately determined by local rules at each golf course.

[0024] Once a player's ball lands on the green, they can use their own single golf cart to travel to the entrance of the green. Since players drive their single golf carts themselves, they can move directly to the area they want to play in, as long as it's not a restricted area.

[0025] Figure 2 illustrates an artificial intelligence caddy service provision system according to one embodiment of the present invention.

[0026] Referring to Figure 2, the artificial intelligence caddy service provision system 1000 may include a terminal 100, a server 200, and a database (DB) 300. The artificial intelligence caddy service provision system 1000 is network-based, and the network refers to a connection structure in which each node, such as the terminal 100 and the server 200, can exchange information with each other.

[0027] Terminal 100 may be mounted on a single golf cart as described with reference to Figure 1. Terminal 100 may be a tablet PC, but is not limited to that, and may be embodied in various forms of electronic devices such as smartphones, laptop computers, and in-vehicle infotainment systems.

[0028] In one embodiment, terminal 100 is controlled by input from the player using terminal 100 and can communicate with server 200 using wireless communication. Since terminal 100 is mounted on a single golf cart, it can provide an environment where players can freely use terminal 100 while playing golf. Terminal 100 can communicate data with server 200 using a wireless communication system.

[0029] Terminal 100 can provide various data related to golf play to server 200 and receive data related to AI caddy services from server 200. Based on the data received from server 200, terminal 100 can provide AI caddy services to the player.

[0030] Server 200 may be located at a specific location within the golf course or at a remote location outside the golf course. Server 200 can communicate with terminal 100 using a wireless communication system. Wireless communication systems used by terminal 100 and server 200 include, but are not limited to, 3GPP (3rd Generation Partnership Project) (registered trademark) networks, LTE (Long Term Evolution) networks, 5G (5th Generation Mobile Tele-communication), WiMAX (World Interoperability for Microwave Access) networks, the Internet, WAN (Wide Area Network), PAN (Personal Area Network), Bluetooth (registered trademark) networks, satellite broadcasting networks, analog broadcasting networks, DMB (Digital Multimedia Broadcasting) networks, and Wi-Fi.

[0031] The server 200 may include an AI computing module 210 and a communication module 220.

[0032] The AI ​​computation module 210 can perform various calculations to generate the data necessary for providing the AI ​​caddy service using data stored in the database 300 and data provided from the terminal 100. The AI ​​computation module 210 can generate the data necessary for providing the AI ​​caddy service using various algorithms such as deep learning, machine learning, and neural network circuits utilizing big data. The AI ​​computation module 210 can provide the data used to provide the AI ​​caddy service to the terminal 100 using the communication module 220.

[0033] The communication module 220 can communicate data with the terminal 100 and the database 300.

[0034] The database 300 can store player record information. This record information may include distance information for each club, shot trajectory information, and shot accuracy information (fairway hit rate, hazard escape success rate) learned from the player's past playing results. In one embodiment, the distance information for each club, shot trajectory information, and shot accuracy information included in the player record information may further include information based on temperature or humidity. In one embodiment, the database 300 can store information related to the golf course. This information may include topographic information, standard strokes for each hole, green slope, pin position for each hole, and turf information for the golf course. In one embodiment, the database 300 can store data received from the server 200 or transmit data to the server 200. For example, the database 300 may be implemented as a non-volatile memory device such as an SSD (Solid State Drive) for storing data.

[0035] Figure 3 is a diagram illustrating the configuration of the terminal shown in Figure 2.

[0036] Referring to Figure 3, the terminal 100 may include an input unit 110, a sensor unit 120, an output unit 130, and a communication unit 140. The communication unit 140 may further include an RTK module 141 and a wireless communication module 142.

[0037] The input unit 110 can receive input from the player. The input unit 110 may include input interfaces such as a touch panel, touch screen, touch pad, touch ball, camera, microphone, gyroscope sensor, vibration sensor, and piezoelectric element.

[0038] The input unit 110 can receive player information and club usage information from the player. The player information may include information such as an ID and password to identify the player. The club usage information may include information about the golf clubs the player uses during a round of golf. In one embodiment, the club usage information may also include information about the golf clubs the player used to hit the ball.

[0039] The sensor unit 120 may include a temperature sensor, a humidity sensor, etc., for detecting environmental information of the golf course (wind, temperature, humidity, etc.).

[0040] The output unit 130 may include output interfaces such as an LCD (Liquid Crystal Display), an OLED (Organic Light Emitting Diode) display device, an AMOLED (Active Matrix OLED) display device, an LED display device, a speaker, or a monitor.

[0041] The communication unit 140 may include an RTK module 141 and a wireless communication module 142.

[0042] The RTK (Real Time Kinematic) module 141 is a GPS module that incorporates the concept of real-time mobile positioning. It may be a module that uses a correction value for the carrier phase of a base station (GPS Base) with precise position information to obtain accurate positioning results in real time at a mobile station (Rover). Existing GPS modules can suffer from various errors due to the ionosphere, atmosphere, satellite errors, etc., but the RTK module 141 has the advantage of compensating for the decrease in position accuracy caused by signal distortion and delay that occurs when GPS satellite signals pass through the ionosphere, thereby reducing the error to 1-2 cm. In one embodiment, the RTK module 141 can receive RTK correction signals from surrounding base stations using the VRS (Virtual Reference System), FKP (Flachen Korrektur Parameter), MAC (Master Auxiliary Concept), or SSR (State Space Representation) method.

[0043] In one embodiment of the present invention, location information received via the RTK module 141 can be used as the location information of the terminal 100. Furthermore, since the terminal 100 is attached to a single golf cart, and the single golf cart can enter the fairway, it can get very close to the position of the ball. Therefore, in one embodiment of the present invention, the position of the terminal 100 acquired by the RTK module 141 can be treated as the position of the ball.

[0044] The wireless communication module 142 is for the terminal 100 to connect to the wireless communication network and communicate with the server 200, and may be implemented using various methods such as LTE or 5G depending on the protocol.

[0045] The control unit 150 may be a processor that controls the overall operation of the terminal 100. The control unit 150 can control the input unit 110, the sensor unit 120, the output unit 130, and the communication unit 140. In one embodiment, the control unit 150 can provide player information or club usage information received via the input unit 110 to the server 200 via the wireless communication module 142 of the communication unit 140. Alternatively, the control unit 150 can provide environmental information (wind, temperature, humidity, etc.) acquired via the sensor unit 120 to the server 200 via the wireless communication module 142 of the communication unit 140. Alternatively, the control unit 150 can provide terminal location information acquired via the RTK module 141 to the server 200 via the wireless communication module 142 of the communication unit 140. In various embodiments, the control unit 150 can provide course strategy information to the player by receiving course strategy information from the server 200 via the wireless communication module 142 and outputting it via the output unit 130.

[0046] Figure 4 is a diagram illustrating the server configuration shown in Figure 2.

[0047] Referring to Figure 4, the AI ​​calculation module 210 of the server 200 may include a shot result information generation module 211, a play learning module 212, and a course strategy information generation module 213.

[0048] The shot result information generation module 211 can receive player information, terminal location information, club used information, and environmental information from terminal 100. Based on the received information, the shot result information generation module 211 can generate shot result information.

[0049] The shot result information may include distance information (carry, roll) and ball flight information (pull, hook, fade, straight, draw, slice, push) for each club.

[0050] Specifically, the shot result information generation module 211 can treat the distance from the previous terminal's location information to the current terminal's location information as the club distance information indicated by the club used. The shot result information generation module 211 can generate shot trajectory information based on the previously provided course strategy information and the current terminal's location information. For example, based on the provided course strategy, it can determine whether the shot trajectory is a pull, hook, fade, straight, draw, slice, or push depending on how far the current terminal's location information is to the left or right.

[0051] The shot result information generation module 211 can provide the generated shot result information to the play learning module 212.

[0052] The player learning module 212 can retrieve player record information that has already been saved from the database 300. The player learning module 212 can update the player record information using the already saved player record information and shot result information.

[0053] In one embodiment, the player's record information may include distance information for each club, shot trajectory information, and shot accuracy information (fairway hit rate, hazard escape success rate) learned from the player's past playing results. In one embodiment, the distance information for each club, shot trajectory information, and shot accuracy information included in the player's record information may further include information based on temperature or humidity.

[0054] The play learning module 212 can learn by accumulating distance information (carry, run) and ball flight information (pull, hook, fade, straight, draw, slice, push) for each club included in the shot result information, onto the player's already saved record information.

[0055] In one embodiment, the play learning module 212 can generate updated player record information that reflects the distance information for each club, the ball flight information of each shot, and the accuracy information of each shot (fairway hit rate, hazard escape success rate) included in the player's record information. In one embodiment, the play learning module 212 can either not reflect records that are relatively far from the content of the already saved player record information, or can reflect them using weights. For example, the play learning module 212 can update the distance information for each club by calculating the average of the records excluding the highest and lowest values.

[0056] The play learning module 212 can provide updated player record information to the course strategy information generation module 213.

[0057] The course strategy information generation module 213 can obtain golf course information from the database 300. The course strategy information generation module 213 can generate course strategy information using the golf course information and updated player record information.

[0058] Course strategy information may include information on the direction and distance of the player's next shot, as well as information on the expected success rate for each club. In one embodiment, the course strategy information can provide at least two or more pieces of course strategy information. For example, the course strategy information generation module 213 can provide stable course strategy information and aggressive course strategy information using the results of learning the player's existing playing tendencies. Stable course strategy information can be a course strategy that has a relatively high success rate based on the average distance and average ball flight distribution, based on the distance distribution and shot trajectory distribution of each club of the player. Aggressive course strategy information can be a course strategy that has a relatively low success rate based on the distance distribution and shot trajectory distribution of each club of the player.

[0059] The course strategy information generation module 213 can provide at least two or more generated course strategy information items to the terminal 100.

[0060] Figure 5 is a diagram illustrating how the artificial intelligence caddy service provision system of the present invention learns distance information for each club used by a player.

[0061] Referring to Figure 5, in step S501, terminal 100 can receive input from the player regarding the clubs to be used in play. In one embodiment, since the maximum number of clubs usable in the golf game is 14, the player can input the types of golf clubs they will use in play. Subsequently, terminal 100 can transmit the club information entered by the player to server 200.

[0062] In stage S503, the player can move to the shot position by operating a single golf cart equipped with terminal 100. Since the single golf cart can enter the fairway, the position of terminal 100 can be treated as the position of the ball. Terminal 100 can provide its location information to server 200. The terminal's location information can be obtained by the RTK module 141 of terminal 100, as described with reference to Figure 3.

[0063] In stage S505, after taking a shot, the player can input information about the club used for the shot via terminal 100. Terminal 100 can then provide the club information to server 200.

[0064] In stage S507, server 200 can save the distance from the previous terminal's location to the next terminal's location as the distance used by the club.

[0065] In step S509, the server 200 can learn by accumulating the distance of the club used, which was saved in step S507, with the player's record information already stored in the database 300, as described with reference to Figure 4.

[0066] Figure 6 is a diagram illustrating the input of club information used by the player in step S501 of Figure 5.

[0067] Specifically, Figure 6 shows an example of a screen displayed on the output unit 130 of the terminal 100, as explained with reference to Figure 3. The player can input the clubs they will use to play from among the clubs in their caddy bag via the touch panel provided on the input unit 110 of the terminal 100. As shown in Figure 6, the player can input up to 14 golf clubs to use to play.

[0068] Referring to Figure 6, the screen shows the player having entered the following clubs: driver, 3-wood (3W), 5-wood (5W), 3-hybrid (3H), 4-hybrid (4H), 5-9 irons (5I, 6I, 7I, 8I, 9I), pitching wedge (PW), approach wedge (AW), sand wedge (SW), and putter (Putter).

[0069] Figure 7 is a diagram illustrating the process of the player entering club information in step S505 of Figure 5.

[0070] After taking a shot, the player can input the type of club used for the shot via a touch panel on the input unit 110 of the terminal 100. Referring to Figure 7, the player has selected a driver, 3-wood (3W), 5-wood (5W), 3-hybrid (3H), 4-hybrid (4H), 5-irons (5I, 6I, 7I, 8I, 9I), pitching wedge (PW), approach wedge (AW), sand wedge (SW), and putter (Putter) as the clubs to use, as shown in Figure 6. The player has taken a tee shot with a driver and a second shot with a 3-hybrid (3-Hybrid). The player can input the club information used into the terminal 100 by touching the "New Shot Input" button, inputting the information of the club used for the third shot from the clubs they selected, and then touching the "Input Complete" button.

[0071] Figure 8 illustrates how the artificial intelligence caddy service provision system of the present invention provides course strategy information.

[0072] Referring to Figure 8, in stage S801, the player can move to the shot position. The player can move to the shot position by operating a single golf cart equipped with terminal 100. Since the single golf cart can enter the fairway, the position of terminal 100 can be treated as the position of the ball. The terminal's position information can be obtained by the RTK module 141 of terminal 100, as explained with reference to Figure 3.

[0073] In stage S803, after taking a shot, the player can input information about the club used for the shot via terminal 100. Subsequently, terminal 100 can provide the server 200 with the terminal's location information and the club used information.

[0074] In step S805, the server 200 can generate shot result information. The server 200 can generate shot result information based on the terminal's location information and club used information received from the terminal 100. In one embodiment, the server 200 can receive environmental information from the terminal 100 in addition to the terminal's location information and club used information.

[0075] In stage S807, the server 200 can update the player's record information that has already been saved according to the shot result information generated in stage S805. Specifically, the server 200 can learn by accumulating the distance information (carry, run) and ball flight information (pull, hook, fade, straight, draw, slice, push) of each club included in the shot result information with the player's record information that has already been saved.

[0076] In stage S809, the server 200 can generate course strategy information for the player's next shot. In one embodiment, the course strategy information may include information on the direction of the next shot, distance information, and the expected success rate for each club. The course strategy information can provide both stable and aggressive course strategy information. Subsequently, the server 200 can provide the player with course strategy information by transmitting at least two or more of the generated course strategy information to the terminal 100.

[0077] Figure 9 is a diagram illustrating an example of an artificial intelligence caddy service provided by the artificial intelligence caddy service provision system of the present invention.

[0078] Referring to Figure 9, the output unit 130 of the terminal 100, as described with reference to Figure 3, can provide the player with an artificial intelligence caddy service. That is, the course strategy information provided from the server 200 can provide player-specific information in the form of an "AI caddy," as shown in Figure 9. The artificial intelligence caddy service can provide optimal advice according to the shot situation on each hole, based on the player's previous round record and shot trajectory information. In particular, it can provide information such as which club is the appropriate choice based on the distance information of each club the player uses, and which terrain features are advantageous to aim at when hitting a shot. However, the "AI caddy" in Figure 9 is an example of one embodiment of the present invention, and can provide various advice according to temperature, humidity, and the condition of the golf course's turf, as described in Figures 3 and 4 above.

[0079] Although the present invention has been described above with reference to a limited embodiment and drawings, the present invention is not limited to the above embodiment, and various modifications and variations can be made from this description by a person with ordinary skill in the art to which the present invention belongs.

[0080] Therefore, the scope of the present invention should not be limited to the embodiment described, but should be defined not only by the appended claims, but also by claims equivalent thereto.

[0081] All steps in the embodiment described above may be selectively performed or omitted. Furthermore, the steps in each embodiment do not necessarily have to be performed in order, and the order may be changed. On the other hand, the embodiment disclosed herein and in the drawings is merely an example to facilitate the explanation of the technical content of this specification and to aid in its understanding, and does not limit the scope of this specification. That is, it is obvious to those ordinary skill in the art to which this specification belongs that other modifications based on the technical idea of ​​this specification are possible.

[0082] On the other hand, this specification and drawings disclose a preferred embodiment of the present invention, and certain terms are used, but these are merely used in a general sense to facilitate the explanation of the technical content of the invention and to aid in the understanding of the invention, and do not limit the scope of the invention. It will be obvious to those ordinary skill in the art to which the present invention pertains that other modifications based on the technical idea of ​​the present invention are also possible in addition to the embodiment disclosed herein. [Explanation of Symbols]

[0083] 100 devices 200 servers 210 AI Computation Modules 220 Communication Module 300 databases

Claims

1. A terminal mounted on a single golf cart in which a player is riding, which, after the player has taken a shot, moves the single golf cart to the position of the ball and then receives input of information about the club used for the shot, An artificial intelligence caddy service provision system, comprising: a server that, after learning the distance information of the club used for the shot based on the location information of the terminal at the location of the moved ball and the information of the club used for the shot, provides the terminal with information on how to approach the next shot to be taken at the location of the moved ball.

2. The aforementioned terminal is An RTK module that acquires the location information of the terminal using real-time mobile positioning (RTK), A wireless communication module connected to a wireless communication network and performing data communication between the terminal and the server, The artificial intelligence caddy service provision system according to claim 1, further comprising a control unit that controls the wireless communication module to provide the location information of the terminal to the server.

3. The artificial intelligence caddy service provision system according to claim 2, further comprising a database that stores player record information including the player's previous play information and golf course information on which the player will play.

4. The aforementioned server, A shot result information generation module receives location information of the terminal and information of the club used for the shot from the terminal, and generates shot result information including distance information for each club used by the player and ball flight information of the shot. A play learning module that retrieves the player's record information from the database and updates the player's record information based on the shot result information, The artificial intelligence caddy service provision system according to claim 3, comprising: a course strategy information generation module that generates course strategy information for the next shot based on updated player record information.

5. The module that generates the result information for the aforementioned shot is: The artificial intelligence caddy service provision system according to claim 4, wherein the distance from the location information of the terminal where the player took the shot to the location information of the terminal at the position of the moved ball is determined to be the distance information of the club used for the shot.

6. The recorded information of the aforementioned player is: The artificial intelligence caddy service provision system according to claim 5, which includes distance information for each club, shot trajectory information, and shot accuracy information learned from the player's past playing results.

7. The recorded information of the aforementioned player is: The artificial intelligence caddy service provision system according to claim 6, wherein the learned distance information for each club, shot trajectory information, and shot accuracy information further includes information based on temperature or humidity.

8. The aforementioned course strategy information generation module is: The artificial intelligence caddy service provision system according to claim 7, which generates stable course strategy information and aggressive course strategy information using the results of learning the player's existing playing tendencies.

9. The aforementioned course strategy information is, The artificial intelligence caddy service provision system according to claim 7, comprising information on the direction, distance, and predicted success rate of each club for the next shot.

10. The aforementioned single golf cart is The artificial intelligence caddy service provision system according to claim 1, which can enter the fairway included in the golf course directly and move to the location of the player's ball, excluding pre-set no-operation areas.

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