WO2021081767A1 - 位置点确定方法、装置、电子设备及计算机可读介质 - Google Patents
位置点确定方法、装置、电子设备及计算机可读介质 Download PDFInfo
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- This application relates to the field of information processing technology, and more specifically, to a method, device, electronic device, and computer-readable medium for determining a location point.
- the pick-up point of online ride-hailing is generally based on the list of wireless access nodes currently detected by the user equipment; the neighboring wireless access nodes of the user equipment are determined from the list; the pick-up point recommendation model built in advance is used to determine the The recommended pick-up point corresponding to the adjacent wireless access node, and the determination of the pick-up point is not accurate enough.
- This application proposes a method, device, electronic device, and computer-readable medium for determining a location point to improve the above-mentioned drawbacks.
- an embodiment of the present application provides a method for determining a location point, which includes: when a ride-hailing request input by the user is obtained, obtaining the user's current location information as the starting location information; and obtaining the characteristic information of the user; The boarding location information is determined according to the characteristic information and the starting point location information; the boarding location information is displayed on the screen of the user terminal corresponding to the user.
- an embodiment of the present application also provides a location point determination device, including: a first acquisition unit, a second acquisition unit, a determination unit, and a display unit.
- the first acquiring unit is configured to acquire the current location information of the user as the starting point location information when the car-hailing request input by the user is acquired.
- the second acquiring unit is used to acquire the characteristic information of the user.
- the determining unit is configured to determine boarding position information according to the characteristic information and the starting point position information.
- the display unit is configured to display the boarding position information on the screen of the user terminal corresponding to the user.
- an embodiment of the present application also provides an electronic device, including: one or more processors; a memory; one or more application programs, wherein the one or more application programs are stored in the memory And is configured to be executed by the one or more processors, and the one or more programs are configured to execute the foregoing method.
- an embodiment of the present application also provides a computer-readable medium, the readable storage medium stores a program code executable by a processor, and multiple instructions in the program code are executed by the processor. method.
- the method, device, electronic equipment, and computer-readable medium for determining a location point provided in this application, when a ride-hailing request input by the user is obtained, obtain the user’s current location information as the starting point location information, and then obtain the user’s characteristic information, Push the boarding position information for the user according to the user's characteristic information and the starting position information. Therefore, the determined boarding location information can be determined based on the user's characteristic information, that is, the boarding location is related to the user, instead of being determined only based on the starting point location information, which improves the accuracy of the boarding location information.
- FIG. 1 shows an application scenario diagram of the method and device for determining a location point provided by an embodiment of the present application
- FIG. 2 shows a method flow chart of a method for determining a location point provided by an embodiment of the present application
- FIG. 3 shows a method flowchart of a method for determining a location point provided by another embodiment of the present application
- FIG. 4 shows a schematic diagram of a ride-hailing interface provided by an application embodiment
- FIG. 5 shows a method flowchart of a method for determining a location point provided by another embodiment of the present application
- FIG. 6 shows a flowchart of a method in an embodiment of S550 in FIG. 5;
- FIG. 7 shows a schematic diagram of a navigation route provided by an embodiment of the present application.
- FIG. 8 shows a flowchart of a method in another embodiment of S550 in FIG. 5;
- FIG. 9 shows a schematic diagram of position information provided by an embodiment of the present application.
- FIG. 10 shows a method flowchart of a method for determining a location point provided by still another embodiment of the present application.
- FIG. 11 shows a flowchart of a method in an embodiment of S1060 in FIG. 10;
- FIG. 12 shows a flowchart of a method in another embodiment of S1060 in FIG. 10;
- FIG. 13 shows a schematic diagram of a walking route provided by an embodiment of the present application.
- FIG. 14 shows a block diagram of a module of an apparatus for determining a location point according to an embodiment of the present application
- FIG. 15 shows a block diagram of a module of an apparatus for determining a location point according to another embodiment of the present application.
- FIG. 16 shows a block diagram of a module of a device for determining a location point according to another embodiment of the present application.
- FIG. 17 shows a module block diagram of an electronic device provided by an embodiment of the present application.
- FIG. 18 shows a storage unit provided by an embodiment of the present application for storing or carrying program code that implements the method for determining a location point according to the embodiment of the present application.
- FIG. 1 shows an application scenario diagram of the access control method and device provided by the embodiments of the present application.
- the user terminal 100 and the server 200 are located in a wireless network or a wired network, and the user terminal 100 and the server 200 perform data interaction.
- the client is installed in the user terminal 100, for example, it may be an application program installed in the user terminal 100.
- the user logs in through an account at the client, and all information corresponding to the account can be stored in the storage space of the server 200.
- the server 200 may be a separate server, or a server cluster, and may be a local server or a cloud server.
- the client terminal may be a car-hailing APP
- the user can input the destination and starting point in the car-hailing APP, and submit a car-hailing request to the server, and the server will dispatch a ticket for the user according to the car-hailing request.
- the method for determining the starting point of online car-hailing is generally set by the server or the client according to the current location of the user. For example, a place where the user can park is determined as the pick-up point at the user's current location. It may also determine the pick-up point according to the LBS, specifically, it may be according to a car-hailing request initiated by the user equipment to obtain a list of wireless access nodes currently detected by the user equipment; determine the proximity wireless access of the user equipment from the list Node; determine the recommended boarding point corresponding to the nearby wireless access node based on a pre-built boarding point recommendation model.
- an embodiment of the present application provides a method for determining a position point, which is applied to the above-mentioned position determination system.
- the execution subject of the method may be the above-mentioned server or the above-mentioned user terminal, that is, The user terminal, specifically, as shown in FIG. 2, the method includes: S201 to S204.
- the way the user enters the car appointment request can be that the user enters the starting point position when clicking the car appointment button in the car appointment interface of the client, or it can be that the user confirms that a car appointment is sent when the user opens the car appointment interface of the client. request.
- the user’s current location information is obtained, where the user’s current location information may be the current location information of the user’s corresponding user terminal, where the user’s user terminal may be installed with The terminal of the online car-hailing APP.
- a positioning device is installed in the user terminal, for example, it may be a GPS positioning module.
- the execution subject of the method embodiment of the present application is the server, when the server obtains the ride-hailing request, it can parse the ride-hailing request to obtain the identity of the user terminal that sent the ride-hailing request, and then send a location information acquisition request To the user terminal corresponding to the identifier, after obtaining the location information obtaining request, the user terminal obtains the current physical location coordinates, and sends the current physical location coordinates to the server as the user's current location information.
- the execution subject of the method embodiment of this application is the user terminal, when the user interrupts and determines that the request for a car appointment input by the user is obtained, the current physical position coordinates are obtained, and the current physical position coordinates are used as the user's current position information .
- S202 Acquire characteristic information of the user.
- the characteristic information of the user may be the user's historical behavior data, where the historical behavior data may be data related to the user's online ride-hailing behavior, for example, the historical behavior data may include the location information of the pick-up point that the user has used.
- the historical behavior data includes location information of the pick-up point used by multiple users, wherein each user has used the pick-up point location information corresponding to parameter information, and the parameter information includes the location area and the number of times of use.
- the user's characteristic information may also include user portrait data such as the user's height, weight, and mobile data.
- S203 Determine boarding position information according to the characteristic information and the starting point position information.
- a specific implementation manner of determining the boarding position information according to the characteristic information and the starting position information may be to determine according to the user's starting position information
- the location area corresponding to the starting point location information specifically, the location area may be the location area to which the starting point location information belongs, for example, a certain street or a certain business district, and then determine the location area corresponding to the location area in the historical behavior data
- the user has used the location information of the pick-up point as the location information of the pick-up point to be determined, and then obtains the number of uses of each pick-up point to be determined, and finds the location of the pick-up point to be determined that meets the preset conditions.
- the position of the boarding point to be determined whose usage times meet the preset condition is taken as the user's boarding location information, that is, as the user's boarding point.
- one pick-up point can be determined from the multiple use-counts that meet the preset conditions based on the user’s starting point location information.
- Point location For example, it may be to obtain the distance between the position of the pickup point to be determined and the starting point position information of the user that meets the preset condition for each use times, and use the position of the pickup point with the smallest distance as the user's pickup position information.
- the specific implementation manner for determining the boarding position information according to the feature information and the starting position information can refer to the subsequent embodiments, and will not be repeated here. .
- the execution subject of the method in the embodiment of the present application is the server, and the specific implementation manner of displaying the boarding position information on the screen of the user terminal corresponding to the user may be that the server obtains the upload After the vehicle location information, a display request is sent to the user terminal, and the display request includes the vehicle location information. After the user terminal obtains the display request, it parses the display request to obtain the boarding location information, and displays the boarding location information in the ride-hailing interface of the client terminal of the user terminal. The user can know in the ride-hailing interface of the client The location of the pick-up point so that you can go to the pick-up point to wait for the online taxi.
- the user terminal of the execution subject of the method of the embodiment of the present application after obtaining the boarding information, directly displays the boarding location information in the taxi-hailing interface of the client terminal.
- the determined boarding location information can be determined based on the user's characteristic information, that is, the boarding location is related to the user, instead of being determined only based on the starting point location information, which improves the accuracy of the boarding location information.
- users can book a car in advance when making a car appointment online. For example, if a user is shopping in a shopping mall and plans to go home after 20 minutes, he can first book a car in 20 minutes, and then the client will select a pick-up location near the user’s current location. After 20 minutes, The user goes to the pickup location to get on the bus.
- the recommendation of the pick-up location is generally based on the current location of the user, and the user needs to stay nearby for a certain period of time, and the recommendation of the pick-up location based on the current location of the user is not flexible enough and not accurate enough.
- an embodiment of the present application provides a method for determining a position point, which is applied to the above-mentioned position determination system.
- the execution subject of the method may be the above-mentioned server or It may be the aforementioned user terminal, that is, the user terminal.
- the method includes: S301 to S306.
- the car-hailing request includes the time of boarding.
- the appointment time can be input.
- the online car-hailing will wait for the user at the designated boarding point.
- the user's characteristic information includes the user's moving speed, where the user's moving speed can be collected by a wearable device with a step counter function, such as a smart bracelet worn by the user, and collected by the user terminal.
- the movement speed of the user may be the movement speed of the user in the non-running state. Specifically, whether the movement speed is the movement speed in the non-running state can be determined by whether the movement speed is greater than a specified speed.
- the absolute value of the difference between the current time and the boarding time is calculated and used as the time difference between the current time and the boarding time.
- the movement length after the time period corresponding to the time difference of the movement speed of the user is determined according to the time difference and the movement speed, and the position point is determined according to the movement length.
- a specific implementation manner of determining a location point based on the time difference and the moving speed may be that the user is expected to move at the moving speed from the starting point location information for a specified length of time after the location point, wherein, The specified length of time is the time difference.
- a moving direction may be determined first, and the moving length is calculated according to the moving speed and the specified time length, and the end of the moving length is used as the boarding point, and the location information corresponding to the boarding point is the boarding location information.
- the way of determining the moving direction may be to take the starting point location information as the starting point, and obtain the destination of the user's car appointment, and use the starting point location information to travel direction to the destination as the moving direction.
- the position point is determined by using the moving length as the radius and the starting point position information as the center of the circle. Specifically, as shown in Figure 4, take the moving length D as the radius and the starting point position information as the center to make a circular area, then the intersection of the circular area and the road in the vicinity of the starting point position information is taken as the position point.
- the determination of the moving speed in the user's characteristic information may be set according to the area in which the user is active, that is, the user characteristic information includes a plurality of moving speeds, and each of the moving speeds corresponds to an area category, where ,
- the area category can include business districts, food streets, parks, tourist areas, and schools. That is to say, the area category can reflect the function of the area. For example, the area of the business district indicates that there are multiple businesses in the area. Streets or shops, and a park-like area indicates that there is a park in the area.
- the specific implementation manner for determining the location point according to the time difference and the moving speed may be to obtain the location area where the starting point location information is located; determine the area category corresponding to the location area as the current area category of the user From the multiple moving speeds in the user characteristic information, find the moving speed corresponding to the current area category of the user as the moving speed of the user; determine the location point according to the time difference and the moving speed of the user.
- the determined moving speed of the user can correspond to the category of the area where the current user is located, so that it can be considered that the moving speed of the user in different types of areas is different, for example, the moving speed is different in a food court and in a park. Yes, the moving speed in the food court may be slower, so that the determination of the location point according to the time difference and the moving speed of the user can be more in line with the user's habits and needs.
- the time difference is less than the specified time threshold, if it is less than the specified time threshold, the determination of the location point based on the time difference and the moving speed is performed, and if it is greater than or equal to the specified time threshold, the calculation is not performed.
- the operation of determining the position point by the time difference and the moving speed as an implementation manner, when the time difference is greater than or equal to a specified time threshold, directly select a nearest position point as the boarding position information according to the user's current position information, or The above-mentioned information is determined based on the user's historical behavior data.
- the specified time threshold can be a value set by the user according to the needs.
- the time difference is greater than or equal to the specified time threshold, it means that the user needs to wait for a longer time and does not choose to move to the pick-up point while shopping. Car appointment.
- the time difference between the reservation time and the time of boarding at this time is greater than the specified time threshold, there is no need to determine the location based on the time difference and the moving speed, because The user will not move to the pick-up point from the time difference between entering the car-hailing request and start walking so long, but can select a nearby location as the pick-up location information, or use the above-mentioned method to determine the pick-up location information based on the user’s historical behavior data. Go to the pick-up point the next morning and get on the bus.
- the location information corresponding to the location point can be used as the boarding location information.
- one location point can be selected as the boarding location information from multiple location points.
- the location information in the starting point location information and the boarding location information may be the name of the location point and the location coordinates of the location point.
- S306 Display the boarding position information on the screen of the user terminal corresponding to the user.
- the way to display the boarding location information on the screen may be to display the boarding location information on the map interface of the ride-hailing interface in the client terminal of the user terminal, and the location coordinates in the boarding location information correspond to the appointment. Display in the map interface of the car interface.
- the method is applied to the above-mentioned position determination system.
- the execution subject of the method may be the above-mentioned server or the above-mentioned user terminal, that is, the user terminal.
- the method includes : S510 to S570.
- S540 Determine a position point according to the time difference and the moving speed.
- S550 Determine a location point from the multiple location points according to the destination location information as a target location point.
- the car-hailing request also includes destination location information, and there are multiple location points. As shown in FIG. 4, the determined location points include P1, P2, P3, and P4. The specific implementation of determining a location point from a plurality of location points can be determined based on whether the surrounding roads are congested or not, and whether it is on the way to the destination or not.
- step S550 may include S551 to S553.
- S551 Acquire a navigation route between each of the location points and the destination location information.
- the destination location information includes the location coordinates of the destination. With each of the location points as the starting point and the destination location coordinates as the end point, each location point and the destination are determined according to the navigation route generation rules preset by the client. The navigation route between the location information, so as to obtain the navigation route corresponding to each location point.
- S552 Search for a navigation route that satisfies a specified condition from a plurality of the navigation routes.
- the specified condition is a condition set according to the needs of the user or other preset rules.
- the specified condition may be no congestion or a short route.
- a specific implementation manner of searching for a navigation route that meets a specified condition from a plurality of the navigation routes is to obtain the route length of each of the navigation routes; and to set the route length to meet the specified length condition of the navigation route As a navigation route that meets the specified conditions.
- the way to obtain the navigation route can be Dijkstra's algorithm or other route planning algorithms. Since there are multiple location points, multiple navigation routes can be obtained by taking different location points as the starting point and the destination location as the end point. Then, obtain the route length corresponding to each navigation route, and find the navigation whose route length meets the specified length condition The route is used as a navigation route that meets the specified conditions.
- Each location point corresponds to a navigation route, that is, location points P1, P2, P3, and P4 correspond to The navigation routes are L1, L2, L3, and L4.
- the length of each route L1 is D1
- the length of the navigation route L2 is D2
- the length of the navigation route L3 is D3
- the length of the navigation route L4 is D4
- the length sequence obtained by sorting in the order of length from short to long is [D3, D2, D4, D1]
- select the top two lengths in the sequence as the navigation route that meets the specified length condition that is, the navigation route L2 and navigation route L3 are navigation routes that meet the specified length condition and can be recorded as candidate navigation routes.
- the road condition information corresponding to each navigation route in the navigation route that meets the specified length condition is obtained, that is, the road condition information corresponding to each navigation route in the to-be-selected navigation route is obtained.
- the road condition information includes the degree of traffic congestion, road construction conditions, etc.
- the road condition information may be the degree of traffic congestion.
- the navigation route whose road condition information meets the preset road condition conditions may be the navigation route with the least traffic jam degree, that is, the navigation route with the least traffic jam degree among the navigation routes to be selected may be the navigation route meeting the specified conditions.
- S553 Use the location point corresponding to the navigation route that meets the specified condition as the target location point.
- the foregoing method of determining a navigation route that satisfies the specified conditions based on the route length and road condition information may also be to obtain the road condition information of each navigation route, and use the navigation route whose road condition information meets the preset road condition conditions as the navigation route to be selected.
- Route obtain the route length of each of the navigation routes to be selected; take the navigation route whose route length meets the specified length condition as the navigation route that meets the specified condition.
- step S550 can include S554 to S557.
- S554 Acquire first position information of each of the position points relative to the start point position information.
- the first orientation information of the location point relative to the starting point location information is used to indicate the location where the location point is located in the starting point location information, for example, the location point is located north or northwest of the starting point location, specifically, it can be represented by the user's deflection angle.
- a coordinate system is established with a starting point D, where the starting point D is the origin of the coordinate system, and the directions of the abscissa and the ordinate can be set according to requirements.
- the horizontal The direction of the coordinate is east, and the direction of the ordinate is south.
- the coordinates of the position point in the coordinate system can reflect the orientation of the position point and the starting position point, and the vector length determined by the position point coordinates is the distance between the position point and the starting position point.
- the abscissa in the coordinates of the location point is positive, it means that in the east-west direction, the location point is located on the east side of the starting point location point, and the abscissa is a negative number, then the location point is determined to be located on the west side of the starting point location point. .
- the ordinate of the location point is positive, it means that in the north-south direction, the location point is located on the south side of the starting point, and if the ordinate is negative, it is determined that the location point is located on the north side of the starting point.
- S555 Acquire second orientation information of the target location point relative to the starting point location information.
- the azimuth information can also be determined according to the vector of the position point and the starting point.
- the target position point and each position point are all set up with the starting point position point, and then each position vector and the target vector are obtained.
- the angle between, where the target vector is the vector established between the target position point and the starting position point, and the position vector is the vector established between each position point and the starting position point.
- the angle between the position vector corresponding to each position point and the target vector is used as the first position information corresponding to the position point, and the target vector is the second position information of the target position point relative to the starting position information.
- the orientation information may also be the positional relationship between the position vector and the target vector and the coordinate axis.
- the designated reference vector may be determined first.
- the designated reference vector may be selected according to the horizontal or vertical coordinates.
- the direction is also determined.
- the positive and negative semi-axes of the abscissa and the positive and negative semi-axes of the ordinate are all regarded as reference vectors, and the target vector is obtained respectively with the positive and negative semi-axes of the abscissa.
- the angle between the positive half axis and the negative half axis of the ordinate determine the reference vector corresponding to the smallest angle, as the designated reference vector, as shown in Figure 9, the angle between the target vector and the positive half axis of the ordinate is the smallest , The positive half axis of the ordinate is used as the designated reference vector.
- the angle between the target vector and the designated reference vector is used as the second azimuth information, and the angle between each position vector and the designated reference vector is used as the first azimuth information.
- S556 Search for the position information matching the second position information among the plurality of first position information.
- the angle between the position vector corresponding to each position point and the target vector is used as the first position information corresponding to the position point, and the target vector is the second position information of the target position point relative to the starting position information , Find a vector whose angle with the target vector meets the specified angle condition, as the specified vector, then the position point corresponding to the specified vector is the target position point. Therefore, the position vector that satisfies the specified included angle condition is to find the position information matching the second position information among the plurality of first position information.
- the vector that satisfies the specified included angle condition may be that the included angle is less than the specified included angle value, where the specified included angle value may be 90 degrees.
- the orientation information may also be the angle between the position vector and the target vector and the designated reference vector, and the first orientation information whose difference with the second orientation information meets the designated difference condition is taken as the difference between the position vector and the target vector and the designated reference vector.
- the position point corresponding to the matched first position information is used as the target position point.
- the difference satisfying the specified difference condition may be that the difference is greater than the specified value, and the specified value may be 90 degrees.
- the target position point can be determined from the matched first position information according to the road condition information near the target position point, specifically, the matched first position information
- the corresponding location point is used as the target location point, including:
- the road condition information may be the degree of traffic congestion, road construction status, etc. Specifically, in the embodiment of the present application, the road condition information is the degree of traffic congestion. After obtaining multiple matching first position information, determine the candidate location The traffic jam degree of each location point in the points, and the location point with the least traffic jam degree is used as the target location point.
- S560 Determine boarding position information according to the target position point.
- S570 Display the boarding position information on the screen of the user terminal corresponding to the user.
- the location of the pick-up point can be determined based on the user location prediction model.
- the user location prediction model is established.
- the user makes a reservation and selects the pick-up location, first obtain the user's current location and current time and get on the bus.
- the pick-up point is the user's moving speed
- the weight balance is recorded as the above-mentioned matching of the position information and the matching of the road condition information.
- FIG. 10 shows a method for determining a position point, which is applied to the above-mentioned position determination system.
- the execution subject of the method may be the above-mentioned server or the above-mentioned user terminal, namely The user terminal, specifically, as shown in FIG. 10, the method includes: S1010 to S1070.
- S1020 Acquire characteristic information of the user.
- S1030 Determine boarding position information according to the characteristic information and the starting point position information.
- S1040 Display the boarding position information on the screen of the user terminal corresponding to the user.
- S1050 Acquire consumption information of the user.
- the user's consumption information may be the user's consumption record within a preset time period, where the consumption record is used to record information related to the consumer behavior that the user purchased or is interested in, the consumption amount, and the consumption time.
- the consumption information may be stored in the server, and the consumption information may be collected and recorded by the server when the user consumes.
- S1060 Set a walking route for the user to move from the starting point location information to the boarding location information according to the consumption information.
- the consumption information can reflect the products that the user is interested in, and the walking route is determined according to the consumption information, so that the products of interest to the user are distributed on the walking route, so that the waiting time for a car reservation can be passed.
- S1060 in FIG. 11 may include S1061 to S1063.
- S1061 Acquire an area range from the starting point position information to the boarding position information.
- the area range may be the area between the starting point and the boarding position.
- the method for obtaining the area may be to obtain all roads between the starting point and the boarding position, and The area where each road is located constitutes the area range from the starting point position information to the boarding position information.
- it can also be a rectangular area between the starting point and the boarding position.
- the starting point and the boarding position are the two vertices of the rectangle, and the vector between the starting point and the boarding position Is the diagonal of the rectangle.
- S1062 Determine shop information of multiple shops distributed in the area.
- the shop information of the shop includes the logo of the shop (which can be the name) and the information about the products sold by the shop. It can be a list of sold commodities or a category of sold commodities, which can be electrical appliances, clothing, or catering.
- S1063 Set a walking route for the user to move from the starting position information to the boarding position information according to the consumption information and the multiple store information.
- the location points of different shops can constitute each location point on the walking road, for example, from shop A to shop B, then to shop C, and the specific determination Which shops are located on the walking route can be determined according to consumption information.
- the specific implementation manner of setting a walking route for the user to move from the starting position information to the boarding position information according to the consumption information and the multiple store information may be , According to the consumption information, search for the shop information that meets the consumption condition among the multiple shop information; set the user to move from the starting location information to the location according to the location information of the shop corresponding to the shop information that meets the consumption condition Describe the walking route of the boarding position information.
- the shop information that satisfies the consumption conditions can be set according to the needs of the user, for example, it can be set according to the products that the user is interested in, or it can be set according to the user's consumption level.
- the shop information may be the commodity price level of the shop.
- the average price in the commodity is taken as the shop price level
- the user's consumption information includes the user's consumption level.
- Shops whose levels match the user's consumption level are used as shop information that meets the consumption conditions.
- the shop information includes information about sold commodities; the specific implementation manner of searching for the shop information that satisfies the consumption condition among the plurality of shop information according to the consumption information is to determine the shop information according to the consumption information The product information that the user is interested in within a preset time period; search for the product information that matches the product information of interest among the multiple product information for sale; take the store information corresponding to the matched product information as the satisfaction Shop information for consumption conditions.
- the product information that the user is interested in during the preset time period can be the products that the user has purchased within the preset time period or the products that the user has collected during the preset time period. Specifically, it can be obtained by the user The products purchased online and offline within the preset time period and the products collected online, so as to determine all the purchased products and the favorite products of the user within the preset time period, that is, to obtain each The number of purchases and the number of collections of commodities, the degree of interest of each commodity is determined according to the number of purchases and collections of each commodity, that is, a plurality of commodities of interest of the user within a preset time period are determined according to the consumption information; The degree of interest of each of the commodities of interest.
- the method of determining the degree of interest can be determined according to the following formula:
- D identifies the degree of interest
- g represents the number of purchases of the product
- s represents the number of collections of the product
- c1 and c2 are constants, that is, the weight of the number of purchases and the number of collections.
- c1 is greater than c2, so that The more the number of purchases, the higher the degree of interest, and the greater the number of collections will increase the degree of interest, but the increase is not as high as the number of purchases.
- the interest degree of the product can be the interest degree of each product model, for example, the interest degree of the XX model mobile phone, or the interest degree of the product category, then if the interest degree of the product is that of the product category Interest degree, the number of purchases and collection times of multiple commodities in the same category can be determined according to the commodity information, and the interest degree of the commodity category can be obtained by statistics.
- searching for the selling commodity information that matches the interested commodity information among the plurality of selling commodity information specifically, it may be determined from the interest degree corresponding to the multiple commodities in the commodity confidence that the interest degree satisfies the specified interest condition
- the sales product information matching the reference product is regarded as the sales product information matching the product information of interest
- the store information corresponding to the matched sales product information is regarded as satisfying the consumption condition Store information.
- the way to determine the reference commodity may be to sort a plurality of commodities in the order of interest from high to low, and use the products corresponding to the top N interest in the sequence as the reference commodity, where N can be Set according to actual needs, for example, it can be 5.
- the route between the current location and the target location is determined according to the user's characteristic information.
- the user s historical purchase behavior and the current purchase and consumption behavior are used as input features, and the frequent itemset mining algorithm is used to predict the products or shops that the user has the intention to purchase within the scope of the activity behavior, and score the shops according to the strength of the purchase intention.
- the plurality of shops may be scored according to the degree of interest of each commodity.
- each of the shops may be scored according to the information of each sold commodity and the degree of interest of each commodity of interest.
- Information scoring wherein the higher the score, the higher the user's interest in the store information; and the store information whose score meets a preset score condition is regarded as the store information that meets the consumption condition.
- each store may be sorted in the order of the highest score, and the top M stores are used as the store information that meets the consumption conditions.
- the walking route may also be determined according to the proximity algorithm.
- the S1060 may include S1064 to S1069.
- S1064 Determine, according to the consumption information, product information that the user is interested in within a preset time period.
- the manner of determining the commodity information of interest may refer to the foregoing description, which will not be repeated here.
- S1065 According to the commodity information of interest, using the starting position information as a starting point and the boarding position information as an ending point, a proximity algorithm is used to determine a plurality of first shops.
- the shop information of the first shop matches the product information of interest.
- the neighboring algorithm is used to determine the shop information in the vicinity of the first shop that belongs to the same category as the first shop, and the products of the same category are the shops that match the product information of interest, so as to traverse the starting point and the boarding position Click all the shops before, so that the first shop can be determined.
- S1066 Determine, according to the location information of the multiple first shops, a first walking route moving from the starting point location information to the boarding location information.
- the first walking route is determined according to the location information of each first shop, so that each first shop is located on the first walking route.
- S1067 According to the product information of interest, using the boarding position information as a starting point and the starting point position information as an ending point, a proximity algorithm is used to determine a plurality of second shops.
- the shop information of the second shop matches the product information of interest.
- the second shop is determined in the same way as the first shop.
- S1068 Determine, according to the location information of the multiple second shops, a second walking route moving from the starting point location information to the boarding location information.
- S1069 Determine, according to the first walking route and the second walking route, a walking route for the user to move from the starting point position information to the boarding position information.
- the generated routes may be different, so that a walking route can be determined between the first walking route and the second walking route as the user’s starting point position
- the information moves to the walking route of the boarding position information. Specifically, it can search for a shorter one from the first walking route and the second walking route as the walking route for the user to move from the starting point position information to the boarding position information, or it can be based on the first walking route And the evaluation parameters of the second walking route. For example, the user’s route traversal time, the number of shops traversed, the shop purchase intention score, etc. are used as evaluation indicators, and the two routes are weighted and comprehensively evaluated, and the route with higher evaluation will be recommended to the user As the final recommended route.
- the evaluation parameters corresponding to the first walking route and the evaluation parameters corresponding to the second walking route are acquired, where the evaluation parameters include at least one of the number of shops, the length of the route, and the degree of interest of the shops, where the shops
- the degree of interest may be the degree of interest of the user’s interest in the product corresponding to the product information in the store information. For example, if the product that the user is most interested in is a mobile phone, the mobile phone’s interest is the highest. If the store’s product information is sold If mobile phone products are included, the shop's interest in the shop is high. Specifically, it can be the sum of all the types of commodities sold in the shop and the interest of each category to obtain the shop's interest.
- a walking route is determined from the first walking route and the second walking route as the user's starting point position information Move to the walking route of the boarding position information.
- the shops corresponding to each route are counted, the number of shops on each route, the length of the route, and the shop interest of each shop are counted, and the scoring result of the route is obtained by means of weighted summation.
- the longer the route length, the lower the score, the smaller the number of shops, the higher the score, and the higher the interest of the shop the higher the score, so that users can spend a long time on the route with fewer shops.
- S1070 Display the walking route on the screen of the electronic device.
- the walking route can be displayed on the ride-hailing interface.
- the shops of interest can be marked.
- the black rectangular boxes are shops of interest.
- the user’s current location information satisfies the specific implementation manner of the specified location condition to determine whether the user’s current location information is located in the specified location range.
- the specified location range can be the user’s working location and living location, and if the user’s current location is at work Location and living location, the user can pass the time in the office or in the living place, and there is no need to push the walking route for the user.
- FIG. 14 shows a structural block diagram of an apparatus 1400 for determining a position point according to an embodiment of the present application.
- the apparatus may include: a first obtaining unit 1401, a second obtaining unit 1402, a determining unit 1403, and a display unit 1404.
- the first obtaining unit 1401 is configured to obtain the current location information of the user as the starting point location information when the car-hailing request input by the user is obtained.
- the second acquiring unit 1402 is configured to acquire characteristic information of the user.
- the determining unit 1403 is configured to determine boarding position information according to the characteristic information and the starting point position information.
- the display unit 1404 is configured to display the boarding position information on the screen of the user terminal corresponding to the user.
- FIG. 15 shows a structural block diagram of an apparatus 1500 for determining a location point according to an embodiment of the present application.
- the apparatus may include: a first acquiring unit 1510, a second acquiring unit 1520, a determining unit 1530, and a display unit 1540.
- the first obtaining unit 1510 is configured to obtain the current location information of the user as the starting point location information when the car-hailing request input by the user is obtained.
- the second acquiring unit 1520 is configured to acquire characteristic information of the user.
- the determining unit 1530 is configured to determine boarding position information according to the characteristic information and the starting point position information.
- the determining unit 1530 includes a time difference determining subunit 1531, a first position determining subunit 1532, and a second position determining subunit 1533.
- the time difference determining subunit 1531 is used to obtain the time difference between the current time and the time of getting on the vehicle.
- the first position determining subunit 1532 is configured to determine a position point according to the time difference and the moving speed.
- the first position determining subunit 1532 is further configured to predict that the user moves at the moving speed from the starting position information to a position point after a specified time length, wherein the specified time length is the time difference.
- the second position determining subunit 1533 is configured to determine the boarding position information according to the position point.
- the user characteristic information includes a plurality of moving speeds, each of the moving speeds corresponds to an area category, and the first position determining subunit 1532 is further configured to obtain the position area where the starting point position information is located;
- the area category corresponding to the location area is used as the user's current area category; among the multiple moving speeds in the user characteristic information, the moving speed corresponding to the user's current area category is searched for as the user's moving speed;
- the location point is determined according to the time difference and the moving speed of the user.
- the ride-hailing request further includes destination location information, there are multiple location points, and the second location determining subunit 1533 is further configured to determine one of the multiple location points according to the destination location information.
- the position point is used as the target position point; the boarding position information is determined according to the target position point.
- the second position determining subunit 1533 is further configured to obtain a navigation route between each of the location points and the destination location information; find a navigation route that meets a specified condition from a plurality of the navigation routes; The location point corresponding to the navigation route that meets the specified condition is used as the target location point.
- the second position determining subunit 1533 is also used to obtain the route length of each navigation route; and use the navigation route whose route length meets the specified length condition as the navigation route that meets the specified condition.
- the navigation route whose route length satisfies the specified length condition is used as the candidate navigation route; the road condition information of each navigation route in the candidate navigation route is acquired; the road condition information of the candidate navigation route satisfies
- the navigation route with preset road conditions is regarded as the navigation route meeting the specified conditions.
- the second position determining subunit 1533 is further configured to obtain the first position information of each position point relative to the starting point position information; obtain the second position information of the target position point relative to the starting point position information; Searching for the position information matching the second position information among the plurality of first position information; taking the position point corresponding to the matched first position information as the target position point.
- a position point corresponding to each matched first position information is used as a candidate position point; and the road condition information of each position point in the candidate position point is acquired ; Take the position point whose road condition information meets the preset road condition condition among the candidate position points as the target position point.
- the display unit 1540 is configured to display the boarding position information on the screen of the user terminal corresponding to the user.
- FIG. 16 shows a structural block diagram of a location point determining device 1300 provided by an embodiment of the present application.
- the device may include: a first acquiring unit 1610, a second acquiring unit 1620, a determining unit 1630, and a display unit 1640, and Line unit 1650.
- the first acquiring unit 1610 is configured to acquire the current location information of the user as the starting point location information when the car-hailing request input by the user is acquired.
- the second acquiring unit 1620 is configured to acquire characteristic information of the user.
- the determining unit 1630 is configured to determine boarding position information according to the characteristic information and the starting point position information.
- the display unit 1640 is configured to display the boarding position information on the screen of the user terminal corresponding to the user.
- the line unit 1650 is used to obtain the consumption information of the user; set the walking route for the user to move from the starting point position information to the boarding position information according to the consumption information; place the walking route on the electronic device Is displayed on the screen.
- the route unit 1650 is also used to obtain the area range from the starting point position information to the boarding position information; determine the store information of a plurality of shops distributed in the area range; according to the consumption information and The plurality of shop information sets a walking route for the user to move from the starting point position information to the boarding position information.
- the line unit 1650 is further configured to search for information about shops that meet the consumption conditions among the plurality of shop information according to the consumption information; and set the user route according to the location information of the shops corresponding to the shop information that meets the consumption conditions.
- the starting point position information moves to the walking route of the boarding position information.
- the line unit 1650 is further configured to determine the commodity information that the user is interested in within a preset time period according to the consumption information; and search for the commodity information that matches the commodity information of interest among the plurality of commodity information for sale. Sales product information; the shop information corresponding to the matched sales product information is regarded as the shop information that meets the consumption conditions.
- the line unit 1650 is further configured to determine, according to the consumption information, a plurality of commodities of interest of the user within a preset time period; determine the interest degree of each of the commodities of interest; and according to each of the commodities sold
- the information and the degree of interest of each of the commodities of interest are scored for each of the shop information, wherein the higher the score, the higher the user’s interest in the shop information; the score meets the preset score
- the store information of the value condition is regarded as the store information that meets the consumption condition.
- the line unit 1650 is further configured to determine, according to the consumption information, the commodity information that the user is interested in within a preset time period; according to the commodity information of interest, the starting point location information is used as a starting point and the The boarding position information is the end point, and the proximity algorithm is used to determine a plurality of first shops, wherein the shop information of the first shop matches the product information of interest; according to the position information of the plurality of first shops Determine the first walking route from the starting point location information to the boarding location information; according to the product information of interest, using the boarding location information as the starting point and the starting point location information as the end point, use Proximity algorithm to determine multiple second shops, where the shop information of the second shop matches the product information of interest; according to the location information of the multiple second shops, it is determined to move from the starting point location information to The second walking route of the boarding position information; the walking route of the user moving from the starting point position information to the boarding position information is determined according to the first walking route and the second walking route.
- the route unit 1650 is also used to obtain the evaluation parameters corresponding to the first walking route and the evaluation parameters corresponding to the second walking route; according to the evaluation parameters of the first walking route and the second walking route evaluation Parameters, a walking route is determined from the first walking route and the second walking route as a walking route for the user to move from the starting point position information to the boarding position information, wherein the evaluation parameter includes a shop At least one of quantity, route length, and shop interest.
- the coupling between the modules may be electrical, mechanical or other forms of coupling.
- each functional module in each embodiment of the present application may be integrated into one processing module, or each module may exist alone physically, or two or more modules may be integrated into one module.
- the above-mentioned integrated modules can be implemented in the form of hardware or software function modules.
- the electronic device 100 may be an electronic device capable of running application programs, such as a smart phone, a tablet computer, or an e-book.
- the electronic device 100 in this application may include one or more of the following components: a processor 110, a memory 120, and one or more application programs, where one or more application programs may be stored in the memory 120 and configured to be configured by One or more processors 110 execute, and one or more programs are configured to execute the methods described in the foregoing method embodiments.
- the processor 110 may include one or more processing cores.
- the processor 110 uses various interfaces and lines to connect various parts of the entire electronic device 100, and executes by running or executing instructions, programs, code sets, or instruction sets stored in the memory 120, and calling data stored in the memory 120.
- Various functions and processing data of the electronic device 100 may use at least one of digital signal processing (Digital Signal Processing, DSP), Field-Programmable Gate Array (Field-Programmable Gate Array, FPGA), and Programmable Logic Array (Programmable Logic Array, PLA).
- DSP Digital Signal Processing
- FPGA Field-Programmable Gate Array
- PLA Programmable Logic Array
- the processor 110 may be integrated with one or a combination of a central processing unit (CPU), a graphics processing unit (GPU), a modem, and the like.
- the CPU mainly processes the operating system, user interface, and application programs; the GPU is used for rendering and drawing of display content; the modem is used for processing wireless communication. It can be understood that the above-mentioned modem may not be integrated into the processor 110, but may be implemented by a communication chip alone.
- the memory 120 may include random access memory (RAM) or read-only memory (Read-Only Memory).
- the memory 120 may be used to store instructions, programs, codes, code sets or instruction sets.
- the memory 120 may include a program storage area and a data storage area, where the program storage area may store instructions for implementing the operating system and instructions for implementing at least one function (such as touch function, sound playback function, image playback function, etc.) , Instructions used to implement the following various method embodiments, etc.
- the data storage area can also store data (such as phone book, audio and video data, chat record data) created by the electronic device 100 during use.
- FIG. 18 shows a structural block diagram of a computer-readable storage medium provided by an embodiment of the present application.
- the computer-readable medium 1800 stores program code, and the program code can be invoked by a processor to execute the method described in the foregoing method embodiment.
- the computer-readable storage medium 1800 may be an electronic memory such as flash memory, EEPROM (Electrically Erasable Programmable Read Only Memory), EPROM, hard disk, or ROM.
- the computer-readable storage medium 1800 includes a non-transitory computer-readable storage medium.
- the computer-readable storage medium 1800 has storage space for the program code 1810 for executing any method steps in the above-mentioned methods. These program codes can be read from or written into one or more computer program products.
- the program code 1810 may be compressed in a suitable form, for example.
- the method, device, electronic equipment, and computer-readable medium for determining the location provided by this application, when the user’s input for a ride-hailing request is obtained, the user’s current location information is obtained as the starting location information, and then, the user’s current location information is obtained as the starting point location information.
- the characteristic information of the user pushes the boarding position information for the user according to the characteristic information of the user and the starting position information. Therefore, the determined boarding location information can be determined based on the user's characteristic information, that is, the boarding location is related to the user, instead of being determined only based on the starting point location information, which improves the accuracy of the boarding location information.
- the embodiments of the present application have the following effects: (1) The method for determining the user's target location boarding point comprehensively considers the user's behavior movement and boarding point recommendation model, making it easier to expand and iteratively optimize; (2) At the user's initial location Recommend merchants and products within the range of the target location to facilitate the access of advertised products; (3) Provide users with product recommendations of interest in route determination, enhance the user’s online car-hailing reservation experience, and enable the entire online car-hailing process More systematized and closed loop.
- the pick-up point recommendation model Compared with the traditional pick-up point recommendation model, which is determined based on the pre-built map location recommendation model, it does not consider the user's location movement.
- the user experience is not good when the user performs the online car-hailing reservation service, and the pick-up point recommendation is unified.
- the model comprehensively considers factors such as geographic map location, user behavior speed, and appointment time difference, making it more systematic. Starting from the user's historical purchase behavior and the current day's consumption and purchase behavior, based on the association mining algorithm, it determines the set of shops that the user is interested in within the location of this activity, and further improves the user's online ride-hailing and waiting experience.
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Abstract
Description
Claims (20)
- 一种位置点确定方法,其特征在于,包括:当获取到用户输入的约车请求时,获取用户的当前位置信息,作为起点位置信息;获取所述用户的特征信息;根据所述特征信息和所述起点位置信息确定上车位置信息;将所述上车位置信息在所述用户对应的用户终端的屏幕上显示。
- 根据权利要求1所述的方法,其特征在于,所述特征信息包括移动速度,所述约车请求包括上车时刻,所述根据所述特征信息和所述起点位置信息确定上车位置信息,包括:获取当前时刻与所述上车时刻之间的时间差;根据所述时间差和所述移动速度确定位置点;根据所述位置点确定上车位置信息。
- 根据权利要求2所述的方法,其特征在于,所述用户特征信息包括多个移动速度,每个所述移动速度对应一个区域类别;所述根据所述时间差和所述移动速度确定位置点,包括:获取所述起点位置信息所在的位置区域;确定所述位置区域对应的区域类别,作为所述用户当前的区域类别;由所述用户特征信息内的多个移动速度中,查找所述用户当前的区域类别对应的移动速度,作为用户的移动速度;根据所述时间差和所述用户的移动速度确定位置点。
- 根据权利要求2或3所述的方法,其特征在于,所述约车请求还包括目的地位置信息,所述位置点有多个,所述根据所述位置点确定上车位置信息,包括:根据所述目的地位置信息由所述多个位置点中确定一个位置点,作为目标位置点;根据所述目标位置点确定上车位置信息。
- 根据权利要求4所述的方法,其特征在于,所述根据所述目的地位置信息由所述多个位置点中确定一个位置点,作为目标位置点,包括:获取每个所述位置点与所述目的地位置信息之间的导航路线;由多个所述导航路线内查找满足指定条件的导航路线;将所述满足指定条件的导航路线对应的位置点作为所述目标位置点。
- 根据权利要求5所述的方法,其特征在于,所述由多个所述导航路线内查找满足指定条件的导航路线,包括:获取每个所述导航路线的路线长度;将所述路线长度满足指定长度条件的导航路线作为满足指定条件的导航路线。
- 根据权利要求6所述的方法,其特征在于,所述将所述路线长度满足指定长度条件的导航路线作为满足指定条件的导航路线,包括:将所述路线长度满足指定长度条件的导航路线作为待选导航路线;获取所述待选导航路线中每个所述导航路线的路况信息;将所述待选导航路线中路况信息满足预设路况条件的导航路线作为满足指定条件的导航路线。
- 根据权利要求4所述的方法,其特征在于,所述根据所述目的地位置信息由所述多个位置点中确定一个位置点,作为目标位置点,包括:获取每个所述位置点相对所述起点位置信息的第一方位信息;获取所述目标位置点相对所述起点位置信息的第二方位信息;在多个所述第一方位信息中查找与所述第二方位信息匹配的方位信息;将所匹配的第一方位信息对应的位置点作为目标位置点。
- 根据权利要求8所述的方法,其特征在于,所述匹配的第一方位信息为多个,所述将所匹配的第一方位信息对应的位置点作为目标位置点,包括:将多个所述匹配的第一方位信息中,每个所匹配的第一方位信息对应的位置点作为备选位置点;获取所述备选位置点内每个位置点的路况信息;将所述备选位置点中路况信息满足预设路况条件的位置点作为目标位置点。
- 根据权利要求2-9任一所述的方法,其特征在于,所述根据所述时间差和所述用户的移动速度确定位置点,包括:预计所述用户以所述移动速度从所述起点位置信息移动指定时间长度之后的位置点,其中,所述指定时间长度为所述时间差。
- 根据权利要求1-10任一所述的方法,其特征在于,所述根据所述特征信息和所述起点位置信息确定上车位置信息之后,还包括:获取用户的消费信息;根据所述消费信息设定所述用户由所述起点位置信息移动至所述上车位置信息的行走路线;将所述行走路线在所述电子设备的屏幕上显示。
- 根据权利要求11所述的方法,其特征在于,所述根据所述消费信息设定所述用户由所述起点位置信息移动至所述上车位置信息的行走路线,包括:获取所述起点位置信息至所述上车位置信息之间的区域范围;确定分布在所述区域范围内的多个商铺的商铺信息;根据所述消费信息和所述多个商铺信息设定所述用户由所述起点位置信息移动至所述上车位置信息的行走路线。
- 根据权利要求12所述的方法,其特征在于,所述根据所述消费信息和所述多个商铺信息设定所述用户由所述起点位置信息移动至所述上车位置信息的行走路线,包括:根据所述消费信息查找所述多个商铺信息中满足消费条件的商铺信息;根据所述满足消费条件的商铺信息对应的商铺的位置信息设定所述用户由所述起点位置信息移动至所述上车位置信息的行走路线。
- 根据权利要求13所述的方法,其特征在于,所述商铺信息包括售卖商品信息;所述根据所述消费信息查找所述多个商铺信息中满足消费条件的商铺信息,包括:根据所述消费信息确定所述用户在预设时间段内感兴趣的商品信息;在多个所述售卖商品信息中查找与所述感兴趣的商品信息匹配的售卖商品信息;将所匹配的售卖商品信息对应的商铺信息作为满足消费条件的商铺信息。
- 根据权利要求13所述的方法,其特征在于,所述商铺信息包括售卖商品信息;所述根据所述消费信息查找所述多个商铺信息中满足消费条件的商铺信息,包括:根据所述消费信息确定所述用户在预设时间段内的多个感兴趣商品;确定每个所述感兴趣商品的兴趣度;根据每个所述售卖商品信息和每个所述感兴趣商品的兴趣度为每个所述商铺信息评分,其中,所述评分越高,所述用户对所述商铺信息的兴趣越高;将所述评分满足预设分值条件的商铺信息作为满足消费条件的商铺信息。
- 根据权利要求12所述的方法,其特征在于,所述根据所述消费信息和所述多个商铺信息设定所述用户由所述起点位置信息移动至所述上车位置信息的行走路线,包括:根据所述消费信息确定所述用户在预设时间段内感兴趣的商品信息;根据所述感兴趣的商品信息,以所述起点位置信息为起点并以所述上车位置信息为终点,使用邻近算法,确定多个第一商铺,其中,所述第一商铺的商铺信息与所述感兴趣的商品信息匹配;根据所述多个第一商铺的位置信息确定由所述起点位置信息移动至所述上车位置信息的第一行走路线;根据所述感兴趣的商品信息,以所述上车位置信息为起点并以所述起点位置信息为终点,使用邻近算法,确定多个第二商铺,其中,所述第二商铺的商铺信息与所述感兴趣的商品信息匹配;根据所述多个第二商铺的位置信息确定由所述起点位置信息移动至所述上车位置信息的第二行走路线;根据所述第一行走路线和所述第二行走路线确定所述用户由所述起点位置信息移动至所述上车位置信息的行走路线。
- 根据权利要求16所述的方法,其特征在于,所述根据所述第一行走路线和所述第二行走路线确定所述用户由所述起点位置信息移动至所述上车位置信息的行走路线,包括:获取所述第一行走路线对应的评价参数和所述第二行走路线对应的评价参数;根据所述第一行走路线的评价参数和所述第二行走路线评价参数,由所述第一行走路线和所述第二行走路线确定一行走路线作为所述用户由所述起点位置信息移动至所述上车位置信息的行走路线,其中,所述评价参数包括商铺数量、路线长度和商铺兴趣度的至少一种。
- 一种位置点确定装置,其特征在于,包括:第一获取单元,用于当获取到用户输入的约车请求时,获取所述用户的当前位置信息,作为起点位置信息;第二获取单元,用于获取所述用户的特征信息;确定单元,用于根据所述特征信息和所述起点位置信息确定上车位置信息;显示单元,用于将所述上车位置信息在所述用户对应的用户终端的屏幕上显示。
- 一种电子设备,其特征在于,包括:一个或多个处理器;存储器;一个或多个应用程序,其中所述一个或多个应用程序被存储在所述存储器中并被配置为由所述一个或多个处理器执行,所述一个或多个程序配置用于执行如权利要求1-17任一项所述的方法。
- 一种计算机可读介质,其特征在于,所述可读存储介质存储有处理器可执行的程序代码,所述程序代码中的多条指令被所述处理器执行时使所述处理器执行权利要求1-17任一项所述方法。
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