CN111738537A - Shelf display method, shelf display apparatus, and storage medium - Google Patents

Shelf display method, shelf display apparatus, and storage medium Download PDF

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CN111738537A
CN111738537A CN201910227643.2A CN201910227643A CN111738537A CN 111738537 A CN111738537 A CN 111738537A CN 201910227643 A CN201910227643 A CN 201910227643A CN 111738537 A CN111738537 A CN 111738537A
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displayed
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盛强
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Alibaba Group Holding Ltd
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Abstract

The present disclosure relates to shelf display methods, apparatuses, and storage media. The shelf display method comprises the following steps: acquiring commodity information of commodities to be displayed of a store and sales data of the commodities to be displayed; determining information of an area to be displayed of a shelf of the store; and determining a shelf display scheme according to the commodity information of the commodities to be displayed, the sales data of the commodities to be displayed and the information of the area to be displayed so as to display shelves based on the shelf display scheme, wherein the shelf display scheme comprises the commodities to be displayed corresponding to the area to be displayed. This openly can the automatic goods shelves display scheme that generates, uses manpower sparingly and time to can guarantee goods shelves display effect.

Description

Shelf display method, shelf display apparatus, and storage medium
Technical Field
The present disclosure relates to the field of retail technologies, and in particular, to a shelf display method, apparatus, and storage medium.
Background
Currently, shelf displays are performed by store staff. The shelf display mode consumes a great deal of manpower, and the shelf display mode depends on human judgment, so that the shelf display effect is difficult to ensure.
Disclosure of Invention
In view of the above, the present disclosure provides a shelf display method, apparatus, and storage medium.
According to a first aspect of the present disclosure, there is provided a shelf display method comprising:
acquiring commodity information of commodities to be displayed of a store and sales data of the commodities to be displayed;
determining information of an area to be displayed of a shelf of the store;
and determining a shelf display scheme according to the commodity information of the commodities to be displayed, the sales data of the commodities to be displayed and the information of the area to be displayed so as to display shelves based on the shelf display scheme, wherein the shelf display scheme comprises the commodities to be displayed corresponding to the area to be displayed.
In one possible implementation manner, the determining a shelf display scheme according to the commodity information of the commodity to be displayed, the sales data of the commodity to be displayed, and the information of the area to be displayed includes:
inputting the commodity information of the commodity to be displayed, the sales data of the commodity to be displayed and the information of the area to be displayed into a trained machine learning model, and outputting the shelf display scheme through the trained machine learning model.
In one possible implementation manner, the determining a shelf display scheme according to the commodity information of the commodity to be displayed, the sales data of the commodity to be displayed, and the information of the area to be displayed includes:
determining the matching degree of the commodity to be displayed and the area to be displayed according to the shelf display standard, the commodity information of the commodity to be displayed and the information of the area to be displayed;
and determining the shelf display scheme according to the matching degree of the commodity to be displayed and the area to be displayed and the sales data of the commodity to be displayed.
In one possible implementation manner, the commodity information comprises one or more of size information, weight information and fragile information, and the information of the area to be displayed comprises height information of a corresponding layer plate of the area to be displayed;
the determining the matching degree of the commodity to be displayed and the area to be displayed according to the shelf display standard, the commodity information of the commodity to be displayed and the information of the area to be displayed comprises the following steps:
and determining the matching degree of the goods to be displayed and the area to be displayed according to shelf display standards, one or more of size information, weight information and fragile information of the goods to be displayed and height information of a corresponding laminate of the area to be displayed.
In a possible implementation manner, the determining the shelf display scheme according to the matching degree of the goods to be displayed and the area to be displayed and the sales data of the goods to be displayed includes:
determining a first score of the commodity to be displayed according to the sales data of the commodity to be displayed;
determining a second score of the commodity to be displayed for the area to be displayed according to the matching degree of the commodity to be displayed and the area to be displayed and the first score of the commodity to be displayed;
determining the shelf display scheme based on a second score for the item to be displayed for the area to be displayed.
In one possible implementation, the sales data of the merchandise to be displayed includes one or both of store sales data and online sales data of the merchandise to be displayed.
In one possible implementation, the sales data of the merchandise to be displayed includes one or more of sales volume, gross interest rate and click rate of the merchandise to be displayed;
the first score of the merchandise to be displayed is positively correlated with one or more of sales, gross profit rate and click rate of the merchandise to be displayed.
In one possible implementation manner, the determining a first score of the merchandise to be displayed according to the sales data of the merchandise to be displayed includes:
and determining a first score of the commodity to be displayed according to the sales data of the commodity to be displayed, the commodity information of the commodity to be displayed and the characteristic information of the store.
In one possible implementation manner, the commodity information of the commodity to be displayed includes a price of the commodity to be displayed, and the characteristic information of the store includes a guest unit price of the store;
the first score of the commodity to be displayed is negatively correlated with a first numerical value corresponding to the commodity to be displayed, wherein the first numerical value corresponding to the commodity to be displayed represents an absolute value of a difference between the price of the commodity to be displayed and the unit price of the customer.
In a possible implementation manner, the commodity information of the commodity to be displayed comprises a label of the commodity to be displayed, and the characteristic information of the store comprises a label corresponding to the store;
the first score of the to-be-displayed commodity is positively correlated with the correlation degree of the label corresponding to the to-be-displayed commodity, wherein the correlation degree of the label corresponding to the to-be-displayed commodity represents the correlation degree of the label of the to-be-displayed commodity and the label corresponding to the store.
In one possible implementation, the information of the area to be displayed includes a priority of the area to be displayed;
the determining the shelf display scheme according to the second score of the merchandise to be displayed for the area to be displayed comprises:
and sequentially determining the commodities to be displayed corresponding to the area to be displayed in the shelf display scheme according to the second scores of the commodities to be displayed for the area to be displayed in the sequence from high to low of the priority of the area to be displayed.
In one possible implementation, the priority of the area to be displayed is determined based on sales data for the area to be displayed.
In one possible implementation, after the determining the shelf display scheme, the method further includes:
sending the shelf display scheme to a display, wherein the display is configured to perform shelf display according to the shelf display scheme.
According to a second aspect of the present disclosure, there is provided a shelf display method comprising:
acquiring historical transaction data of commodities to be displayed;
determining a shelf display scheme based on the historical transaction data and the information of the area to be displayed of the commodity to be displayed;
providing the shelf display scheme to a user for shelf display based on the shelf display scheme.
According to a third aspect of the present disclosure there is provided a shelf display comprising:
the system comprises an acquisition module, a display module and a display module, wherein the acquisition module is used for acquiring commodity information of commodities to be displayed in stores and sales data of the commodities to be displayed;
the first determination module is used for determining information of an area to be displayed of a shelf of the store;
and the second determining module is used for determining a shelf display scheme according to the commodity information of the commodity to be displayed, the sales data of the commodity to be displayed and the information of the area to be displayed so as to perform shelf display based on the shelf display scheme, wherein the shelf display scheme comprises the commodity to be displayed corresponding to the area to be displayed.
According to a fourth aspect of the present disclosure there is provided a shelf display comprising: a processor; a memory for storing processor-executable instructions; wherein the processor is configured to perform the method of the first or second aspect.
According to a fifth aspect of the present disclosure, there is provided a non-transitory computer readable storage medium having stored thereon computer program instructions, wherein the computer program instructions, when executed by a processor, implement the method of the first or second aspect described above.
In the embodiment of the disclosure, the information of the to-be-displayed goods of the store and the sales data of the to-be-displayed goods are acquired, the information of the to-be-displayed area of the shelf of the store is determined, and the shelf display scheme is determined according to the goods information of the to-be-displayed goods, the sales data of the to-be-displayed goods and the information of the to-be-displayed area, so that shelf display is performed based on the shelf display scheme, wherein the shelf display scheme comprises the to-be-displayed goods corresponding to the to-be-displayed area, and therefore, the shelf display scheme can be automatically generated, manpower and time are saved, and the shelf display effect can.
Other features and aspects of the present disclosure will become apparent from the following detailed description of exemplary embodiments, which proceeds with reference to the accompanying drawings.
Drawings
The accompanying drawings, which are incorporated in and constitute a part of this specification, illustrate exemplary embodiments, features, and aspects of the disclosure and, together with the description, serve to explain the principles of the disclosure.
FIG. 1 shows a flow diagram of a shelf display method according to an embodiment of the present disclosure.
Fig. 2 illustrates a schematic view of a human flow line and a sight line trajectory in a shelf display method according to an embodiment of the present disclosure.
FIG. 3 illustrates a schematic diagram of shelf display criteria in a shelf display method according to an embodiment of the present disclosure.
FIG. 4 illustrates a schematic diagram of another shelf display criteria in a shelf display method according to an embodiment of the present disclosure.
FIG. 5 shows a flow diagram of a shelf display method according to another embodiment of the present disclosure.
FIG. 6 shows a block diagram of a shelf display according to an embodiment of the present disclosure.
Fig. 7 is a block diagram illustrating an apparatus 800 for shelf display according to an exemplary embodiment.
Fig. 8 is a block diagram illustrating an apparatus 1900 for shelf display according to an exemplary embodiment.
Detailed Description
Various exemplary embodiments, features and aspects of the present disclosure will be described in detail below with reference to the accompanying drawings. In the drawings, like reference numbers can indicate functionally identical or similar elements. While the various aspects of the embodiments are presented in drawings, the drawings are not necessarily drawn to scale unless specifically indicated.
The word "exemplary" is used exclusively herein to mean "serving as an example, embodiment, or illustration. Any embodiment described herein as "exemplary" is not necessarily to be construed as preferred or advantageous over other embodiments.
Furthermore, in the following detailed description, numerous specific details are set forth in order to provide a better understanding of the present disclosure. It will be understood by those skilled in the art that the present disclosure may be practiced without some of these specific details. In some instances, methods, means, elements and circuits that are well known to those skilled in the art have not been described in detail so as not to obscure the present disclosure.
FIG. 1 shows a flow diagram of a shelf display method according to an embodiment of the present disclosure. The subject of the shelf display method may be a shelf display. For example, the shelf display method may be performed by a terminal device (e.g., a store's PC (Personal Computer)) or a server (e.g., a back office system) or other processing device. The terminal device may be a User Equipment (UE), a mobile device, a User terminal, a cellular phone, a cordless phone, a Personal Digital Assistant (PDA), a handheld device, a computing device, a vehicle-mounted device, or a wearable device. In some possible implementations, the shelf display method may be implemented by a processor calling computer readable instructions stored in a memory. As shown in fig. 1, the shelf display method includes steps S11 to S13.
In step S11, commodity information of a commodity to be displayed in a store and sales data of the commodity to be displayed are acquired.
In the disclosed embodiment, the merchandise to be displayed represents the merchandise that needs to be displayed.
In one example, the merchandise to be displayed may be all of the merchandise of a store.
In another example, the merchandise to be displayed may be merchandise that has been displayed in a number less than the first threshold value. Wherein the displayed number represents the number of the commodities currently displayed on the shelf.
In another example, the merchandise to be displayed may be merchandise that has been displayed in a number less than the target display number corresponding to the merchandise. For example, if the target display number of the product R is V and the displayed number of the product R is smaller than V, the product R is determined as the product to be displayed. Wherein the target display number can be determined according to the average sales volume of the commodities. The average sales may be the average daily sales or the average weekly sales, and the like, but is not limited thereto. For example, if the average sales of the product R is X, the depth of the product R is K, and the depth of the shelf is K
Figure BDA0002005711540000071
Is an integer, the target display number is X, if
Figure BDA0002005711540000072
Is not an integer, then the target number of columns is
Figure BDA0002005711540000073
Wherein INT [ alpha ], [ alpha]Indicating rounding.
In one possible implementation, the merchandise information of the merchandise to be displayed includes one or more of size information, weight information, fragile information, price, label, and a photograph of the display of the merchandise to be displayed. The size information may include, among other things, width, height, and depth. The fragile information may be fragile, non-fragile or empty, and if the fragile information is empty, it indicates non-fragile. The display face photograph represents a photograph of a face of the merchandise to be displayed for display to a customer, and may be, for example, a photograph of a face of the merchandise to be displayed having a trademark and a pattern.
In the embodiment of the present disclosure, the sales data of the merchandise to be displayed may be any data capable of representing the sales condition of the merchandise to be displayed.
In one possible implementation, the sales data for the merchandise to be displayed includes one or both of store sales data and online sales data for the merchandise to be displayed.
In one example, store sales data for an item to be displayed may represent sales data for the item to be displayed in the store.
In another example, store sales data for merchandise to be displayed may include sales data for merchandise to be displayed in a plurality of stores.
In one example, the online sales data of the goods to be displayed may represent sales data of the goods to be displayed at an online store corresponding to the store. The online store corresponding to the store may represent an online store associated with the store, for example, the online store may be an online store selling goods of the same brand, or may be an online flagship store of the store, or may be an online store having other association relations, which is not limited herein. The number of the online stores corresponding to the store can be one or more.
In another example, the online sales data for the merchandise to be displayed may include sales data for the merchandise to be displayed at a plurality of online stores. The online store in this example may be any online store that sells the merchandise to be displayed.
In one possible implementation, the sales data for the merchandise to be displayed includes one or more of sales, gross interest rate, and click-through rate of the merchandise to be displayed. The click rate represents the ratio of the number of times that the commodity to be displayed is clicked on the line to the number of times that the commodity is displayed.
It should be noted that, although the sales data of the merchandise to be displayed is described above by taking one or more of the sales amount, gross interest rate, and click rate of the merchandise to be displayed as an example, those skilled in the art will appreciate that the present disclosure should not be limited thereto. Those skilled in the art can flexibly determine the type of the sales data of the merchandise to be displayed according to the actual application scene requirements and/or personal preferences, as long as the data can represent the sales condition of the merchandise to be displayed.
In step S12, information on the area to be displayed on the shelf of the store is determined.
In embodiments of the present disclosure, a store may include one or more shelves, each shelf may include one or more shelves, which may represent a plate on the shelf for carrying merchandise, and each shelf may include one or more areas to be displayed. The area to be displayed may be part or all of a ply or may be part or all of adjacent plies.
In one possible implementation, the information of the area to be displayed includes one or both of height information of a corresponding deck of the area to be displayed and a priority of the area to be displayed.
In one possible implementation, the priority of the area to be displayed is determined based on sales data for the area to be displayed.
In one example, the sales data for the area to be displayed includes one or more of sales, gross interest rate, and click-through rate for the area to be displayed, and the priority of the area to be displayed is positively correlated with the one or more of sales, gross interest rate, and click-through rate for the area to be displayed.
In step S13, a shelf display plan including the product to be displayed corresponding to the area to be displayed is determined based on the product information of the product to be displayed, the sales data of the product to be displayed, and the information of the area to be displayed, so that shelf display is performed based on the shelf display plan.
In one possible implementation, the shelf display scheme further includes the number of products to be displayed corresponding to the area to be displayed.
In one possible implementation, determining a shelf display scheme according to commodity information of commodities to be displayed, sales data of the commodities to be displayed and information of an area to be displayed includes: commodity information of commodities to be displayed, sales data of the commodities to be displayed and information of an area to be displayed are input into the trained machine learning model, and a shelf display scheme is output through the trained machine learning model.
In one possible implementation manner, when the machine learning model is trained, commodity information of a plurality of commodities to be displayed, sales data of the commodities to be displayed and information of a plurality of areas to be displayed may be used as inputs of the machine learning model, and commodities to be displayed corresponding to the areas to be displayed may be used as output samples to train the machine learning model. After the parameters of the machine learning model converge, it may be determined that the machine learning model training is complete.
In another possible implementation manner, when the machine learning model is trained, commodity information of a plurality of commodities to be displayed, sales data of the commodities to be displayed, and information of a plurality of areas to be displayed may be used as inputs of the machine learning model, and commodities to be displayed corresponding to the areas to be displayed and the number of the commodities to be displayed may be used as output samples, so as to train the machine learning model. After the parameters of the machine learning model converge, it may be determined that the machine learning model training is complete.
In one possible implementation, determining a shelf display scheme according to commodity information of commodities to be displayed, sales data of the commodities to be displayed and information of an area to be displayed includes: determining the matching degree of the commodities to be displayed and the area to be displayed according to the shelf display standard, the commodity information of the commodities to be displayed and the information of the area to be displayed; and determining a shelf display scheme according to the matching degree of the commodities to be displayed and the area to be displayed and the sales data of the commodities to be displayed.
Fig. 2 illustrates a schematic view of a human flow line and a sight line trajectory in a shelf display method according to an embodiment of the present disclosure. When the people flow line is from left to right, i.e. the customer walks from the left side of the shelf to the right side of the shelf, the line of sight is approximately as shown in fig. 2. Wherein the values on the left side of figure 2 represent height in centimeters.
FIG. 3 illustrates a schematic diagram of shelf display criteria in a shelf display method according to an embodiment of the present disclosure. In one possible implementation, the shelf display criteria may include vertical display. This is because the vertical display is more attractive to customers for different products on the shelves than the horizontal display based on the line of sight path shown in fig. 2.
In one possible embodiment, in order to meet the shelf display criteria for longitudinal display, the degree of matching of a certain product to be displayed with at most only one region to be displayed of the same shelf is greater than 0 for different regions to be displayed of the same shelf. For example, if the shelf 4 includes a fourth area to be displayed and a fifth area to be displayed, the degree of matching between the merchandise item to be displayed and the fourth area to be displayed is 1, and the degree of matching between the merchandise item to be displayed and the fifth area to be displayed is 0.
In one possible implementation, the commodity information includes one or more of size information, weight information, and fragile information, and the information of the area to be displayed includes height information of a corresponding layer of the area to be displayed; according to the shelf display standard, the commodity information of the commodity to be displayed and the information of the area to be displayed, the matching degree of the commodity to be displayed and the area to be displayed is determined, and the method comprises the following steps: and determining the matching degree of the goods to be displayed and the area to be displayed according to the shelf display standard, one or more of size information, weight information and fragile information of the goods to be displayed and the height information of the corresponding laminate of the area to be displayed.
FIG. 4 illustrates a schematic diagram of another shelf display criteria in a shelf display method according to an embodiment of the present disclosure. In one possible implementation, the shelf display criteria may include: big end up, light end up, heavy end down, and fragile goods are displayed on the lower layer. That is, the upper layer is suitable for displaying smaller merchandise, and the lower layer is suitable for displaying larger merchandise; the upper layer is suitable for displaying lighter commodities, and the lower layer is suitable for displaying heavier commodities; the upper layer is not easy to display fragile commodities, and the lower layer is suitable for displaying the fragile commodities. For example, in the example shown in FIG. 4, a first layer, from top to bottom, is suitable for displaying lighter or less bulky merchandise, a second layer is suitable for displaying lighter or more bulky merchandise, a third layer is suitable for displaying heavier or more bulky merchandise, and a fourth layer is suitable for displaying heavier, more bulky or fragile merchandise. The left diagram of fig. 4 shows a schematic diagram of a correct array and the right diagram of fig. 4 shows a schematic diagram of an incorrect array.
For example, a shelf includes, from top to bottom, a deck 1, a deck 2, a deck 3, and a deck 4, wherein the deck 1 includes a first area to be displayed, the deck 2 includes a second area to be displayed, the deck 3 includes a third area to be displayed, and the deck 4 includes a fourth area to be displayed. For a certain large-volume, heavy and fragile commodity to be displayed, the degree of matching between the commodity to be displayed and the fourth area to be displayed is 1, the degree of matching between the commodity to be displayed and the third area to be displayed is 0.6, the degree of matching between the commodity to be displayed and the second area to be displayed is 0.1, and the degree of matching between the commodity to be displayed and the first area to be displayed is 0.
In one possible implementation manner, determining a shelf display scheme according to the matching degree of the goods to be displayed and the area to be displayed and the sales data of the goods to be displayed comprises: determining a first score of the commodity to be displayed according to the sales data of the commodity to be displayed; determining a second score of the commodities to be displayed for the area to be displayed according to the matching degree of the commodities to be displayed and the area to be displayed and the first score of the commodities to be displayed; and determining a shelf display scheme based on the second score for the area to be displayed for the item to be displayed.
In one example, determining a second score of the merchandise to be displayed for the area to be displayed according to the matching degree of the merchandise to be displayed and the area to be displayed and the first score of the merchandise to be displayed comprises: and determining the product of the matching degree of any one commodity to be displayed and any one area to be displayed and the first score of the commodity to be displayed, and determining the product as the second score of the commodity to be displayed for the area to be displayed. For example, the matching degree of the product P to be displayed and the display area A is H, and the first score of the product P to be displayed is S1Then, a second score S of the product P to be displayed for the area A to be displayed2＝H×S1。
In one possible implementation, the first score for the merchandise to be displayed is positively correlated with one or more of sales, profit margin, and click through rate of the merchandise to be displayed.
In one example, the higher the sales of the merchandise to be displayed, the higher the first score for the merchandise to be displayed.
In another example, the higher the sales of the merchandise to be displayed, the higher the first score for the merchandise to be displayed.
In another example, the higher the gross interest rate of the merchandise to be displayed, the higher the first score for the merchandise to be displayed.
In another example, the higher the click rate of the item to be displayed, the higher the first score for the item to be displayed.
In one possible implementation, determining a first score for an item to be displayed based on sales data for the item to be displayed includes: and determining a first score of the commodity to be displayed according to the sales data of the commodity to be displayed, the commodity information of the commodity to be displayed and the characteristic information of the store.
In one possible implementation, the commodity information of the commodity to be displayed comprises the price of the commodity to be displayed, and the characteristic information of the store comprises the guest unit price of the store; the first score of the merchandise to be displayed is inversely related to a first value corresponding to the merchandise to be displayed, wherein the first value corresponding to the merchandise to be displayed represents an absolute value of a difference between a price of the merchandise to be displayed and a unit price of the customer.
In one possible implementation manner, the commodity information of the commodity to be displayed comprises a label of the commodity to be displayed, and the characteristic information of the store comprises a label corresponding to the store; the first score of the commodity to be displayed is positively correlated with the correlation degree of the label corresponding to the commodity to be displayed, wherein the correlation degree of the label corresponding to the commodity to be displayed represents the correlation degree of the label of the commodity to be displayed and the label corresponding to the store.
In the embodiment of the present disclosure, the number of the tags of the goods to be displayed may be one or more, and the number of the tags corresponding to the store may be one or more. For example, the label of the goods to be displayed or the label corresponding to the store may be fresh, ins wind, ripe, american, sweet, quadratic, etc.
In one example, the tags of the products sold by the stores may be respectively determined as the tags corresponding to the stores.
In one example, L tags that appear most frequently in the products sold by a store may be determined as the tags corresponding to the store, where L is a positive integer.
In one example, the label of the item in the online store corresponding to the store, for which the conversion time is less than the time threshold, may be determined as the label corresponding to the store. Wherein the conversion time represents the time between the customer entering the online store and placing an order.
In one example, the corresponding tags for stores may be determined by a store owner.
In one example, a tag of a customer shopping at the store may be determined to be the tag corresponding to the store.
In one example, the label of a customer may be determined from the labels of items purchased by the customer. For example, Q tags that appear most frequently among the items purchased by the customer may be determined from the item purchase record of the customer, and the Q tags may be determined as the tags of the customer, where Q is a positive integer.
In one example, the degree of correlation of the item to be displayed P with the label corresponding to the store
Figure BDA0002005711540000131
Wherein the content of the first and second substances,
Figure BDA0002005711540000132
tia label representing a commodity P to be displayed, i is 1 or more and n or less, TjRepresents a label corresponding to the store, j is more than or equal to 1 and less than or equal to m, wjRepresents TjCorresponding weight, NjThe goods sold by the store are provided with a label TjNumber of commodities, NallIndicating the total number of products sold by the store, or, NjIndicating that all customers shopping at that store have a tag TjNumber of customers, NallIndicating the total number of customers shopping at that store. s (t)i,Tj) Represents tiAnd TjThe correlation of (c). The correlation between the two tags can be determined by the prior art and will not be described herein.
In one possible implementation, the information of the area to be displayed includes a priority of the area to be displayed; determining a shelf display scheme based on a second score for the item to be displayed for the area to be displayed, comprising: and sequentially determining the commodities to be displayed corresponding to the area to be displayed in the shelf display scheme according to the second scores of the commodities to be displayed for the area to be displayed in the sequence from high to low of the priority of the area to be displayed.
In this implementation, the merchandise to be displayed corresponding to the area to be displayed may be determined from the area to be displayed with the highest priority, and the number of the merchandise to be displayed may also be determined. For example, the merchandise to be displayed corresponding to the area to be displayed with the highest priority and the number of the merchandise to be displayed may be determined according to the second scores of the various merchandise to be displayed for the area to be displayed with the highest priority. And by analogy, determining the commodities to be displayed and the quantity of the commodities to be displayed corresponding to each area to be displayed in sequence.
In one possible implementation, the commodity information of the commodities to be displayed includes an average sales amount of the commodities to be displayed, for example, the average sales amount may be an average daily sales amount or an average weekly sales amount. Based on the depth of the goods to be displayed and the depth of the area to be displayedThe number of products to be displayed per column of the area to be displayed is determined. According to the average sales volume of the commodities to be displayed and the quantity of the commodities to be displayed which can be displayed in each column of the area to be displayed, the quantity of the commodities to be displayed corresponding to the area to be displayed can be determined. For example, if the average sales volume of the products to be displayed R is X, the depth of the products to be displayed R is K, and the depth of the area to be displayed is K, the number of products to be displayed per column of the area to be displayed is X
Figure BDA0002005711540000141
If it is
Figure BDA0002005711540000142
The number of the commodities to be displayed corresponding to the area to be displayed is X if the number is an integer, and if the number is not an integer, the commodity to be displayed corresponding to the area to be displayed is X
Figure BDA0002005711540000143
If the number of the commodities is not an integer, the number of the commodities to be displayed corresponding to the area to be displayed is
Figure BDA0002005711540000144
Wherein INT [ alpha ], [ alpha]Indicating rounding.
In the embodiment of the disclosure, the information of the to-be-displayed goods of the store and the sales data of the to-be-displayed goods are acquired, the information of the to-be-displayed area of the shelf of the store is determined, and the shelf display scheme is determined according to the goods information of the to-be-displayed goods, the sales data of the to-be-displayed goods and the information of the to-be-displayed area, so that shelf display is performed based on the shelf display scheme, wherein the shelf display scheme comprises the to-be-displayed goods corresponding to the to-be-displayed area, and therefore, the shelf display scheme can be automatically generated, manpower and time are saved, and the shelf display effect can.
In one possible implementation, after the shelf display scheme is determined, a shelf display map may be generated from the shelf display scheme. The shelf display chart can be displayed to store staff, and the store staff can display the shelves according to the shelf display chart.
In one possible implementation, after determining the shelf display scheme, the method further includes: the shelf display scheme is sent to a display, wherein the display is used for shelf display according to the shelf display scheme. In this implementation, the goods are automatically displayed according to the shelf display scheme (the goods to be displayed corresponding to the area to be displayed, or the goods to be displayed corresponding to the area to be displayed and the number of the goods to be displayed) by the machine (display device), so that the labor and the time can be greatly saved.
In one possible implementation, the merchandise information for the merchandise to be displayed also includes a picture of the display surface of the merchandise to be displayed. The method may further comprise: the picture of the display surface of the merchandise item to be displayed is transmitted to the display apparatus so that the display apparatus displays the merchandise item to be displayed in the shelf in accordance with the picture of the display surface of the merchandise item to be displayed.
FIG. 5 shows a flow diagram of a shelf display method according to another embodiment of the present disclosure. The subject of the shelf display method may be a shelf display. For example, the shelf display method may be performed by a terminal device (e.g., a store's PC) or a server (e.g., a back office system) or other processing device. In some possible implementations, the shelf display method may be implemented by a processor calling computer readable instructions stored in a memory. As shown in fig. 5, the shelf display method includes steps S51 to S53.
In step S51, historical transaction data of the merchandise to be displayed is acquired.
In the embodiment of the present disclosure, the historical transaction data of the merchandise to be displayed may be any data capable of reflecting the historical transaction situation of the merchandise to be displayed.
In one possible implementation, the historical transaction data for the merchandise to be displayed includes one or both of store historical transaction data and online historical transaction data for the merchandise to be displayed.
In one example, store historical transaction data for the merchandise to be displayed may represent historical transaction data for the merchandise to be displayed in a store. For example, the store is a store to be shelf-displayed.
In another example, store historical transaction data for merchandise to be displayed may include historical transaction data for merchandise to be displayed in multiple stores.
In one example, the online historical transaction data of the merchandise to be displayed may represent historical transaction data of an online store corresponding to a certain store. For example, the store is a store to be shelf-displayed. The online store corresponding to the store may represent an online store associated with the store, for example, the online store may be an online store selling goods of the same brand, or may be an online flagship store of the store, or may be an online store having other association relations, which is not limited herein. The number of the online stores corresponding to the store can be one or more.
In another example, the online historical transaction data for the merchandise to be displayed may include historical transaction data for the merchandise to be displayed at a plurality of online stores. The online store in this example may be any online store that sells the merchandise to be displayed.
In one possible implementation, the historical transactional data for the merchandise to be displayed includes one or more of sales, gross interest rate, and click-through rate of the merchandise to be displayed. The click rate represents the ratio of the number of times that the commodity to be displayed is clicked on the line to the number of times that the commodity is displayed.
It should be noted that although the historical transaction data of the merchandise to be displayed is described above by taking one or more of the sales volume, sales amount, gross interest rate and click rate of the merchandise to be displayed as an example, those skilled in the art will appreciate that the present disclosure should not be limited thereto. Those skilled in the art can flexibly determine the type of the historical transaction data of the to-be-displayed commodity according to the requirements of actual application scenes and/or personal preferences, and the data is only required to be data capable of representing the historical transaction situation of the to-be-displayed commodity.
In one possible implementation manner, the historical transaction data of the merchandise to be displayed in the embodiment of the present disclosure may be the same as the sales data of the merchandise to be displayed, and is not limited herein.
In step S52, a shelf display scheme is determined based on the historical transaction data and information on the area to be displayed of the merchandise to be displayed.
In one possible implementation, the information of the area to be displayed includes one or both of height information of a corresponding deck of the area to be displayed and a priority of the area to be displayed.
In one possible implementation, the priority of the area to be displayed is determined based on sales data for the area to be displayed.
In one example, the sales data for the area to be displayed includes one or more of sales, gross interest rate, and click-through rate for the area to be displayed, and the priority of the area to be displayed is positively correlated with the one or more of sales, gross interest rate, and click-through rate for the area to be displayed.
In a possible implementation manner, a first score of the commodities to be displayed can be determined according to historical transaction data of the commodities to be displayed, the commodities to be displayed corresponding to the areas to be displayed are determined from the areas to be displayed with the highest priority in the sequence from the highest priority to the lowest priority of the areas to be displayed, and the quantity of the commodities to be displayed can also be determined.
In step S53, the shelf display scenario is provided to the user for shelf display based on the shelf display scenario.
In the disclosed embodiment, the user may be a store clerk or the like who needs to perform shelf display. By providing the shelf display scheme to the user, the user can conveniently perform shelf display according to the shelf display scheme.
In the embodiment of the disclosure, the shelf display scheme is determined by acquiring the historical transaction data of the commodity to be displayed, based on the historical transaction data and the information of the to-be-displayed area of the commodity to be displayed, and the shelf display scheme is provided for the user, so that the shelf display scheme can be automatically generated, the user can conveniently display shelves according to the shelf display scheme, manpower and time are saved, and the shelf display effect can be ensured.
FIG. 6 shows a block diagram of a shelf display according to an embodiment of the present disclosure. As shown in fig. 6, the shelf display apparatus includes: the acquisition module 21 is configured to acquire commodity information of commodities to be displayed in an store and sales data of the commodities to be displayed; a first determination module 22 for determining information of an area to be displayed of a shelf of a store; and a second determining module 23, configured to determine a shelf display scheme according to the commodity information of the commodity to be displayed, the sales data of the commodity to be displayed, and the information of the area to be displayed, so as to perform shelf display based on the shelf display scheme, where the shelf display scheme includes the commodity to be displayed corresponding to the area to be displayed.
In one possible implementation, the second determining module 23 is configured to:
commodity information of commodities to be displayed, sales data of the commodities to be displayed and information of an area to be displayed are input into the trained machine learning model, and a shelf display scheme is output through the trained machine learning model.
In one possible implementation, the second determining module 23 is configured to: determining the matching degree of the commodities to be displayed and the area to be displayed according to the shelf display standard, the commodity information of the commodities to be displayed and the information of the area to be displayed; and determining a shelf display scheme according to the matching degree of the commodities to be displayed and the area to be displayed and the sales data of the commodities to be displayed.
In one possible implementation, the commodity information includes one or more of size information, weight information, and fragile information, and the information of the area to be displayed includes height information of a corresponding layer of the area to be displayed; the second determination module 23 is configured to: and determining the matching degree of the goods to be displayed and the area to be displayed according to the shelf display standard, one or more of size information, weight information and fragile information of the goods to be displayed and the height information of the corresponding laminate of the area to be displayed.
In one possible implementation, the second determining module 23 is configured to: determining a first score of the commodity to be displayed according to the sales data of the commodity to be displayed; determining a second score of the commodities to be displayed for the area to be displayed according to the matching degree of the commodities to be displayed and the area to be displayed and the first score of the commodities to be displayed; and determining a shelf display scheme based on the second score for the area to be displayed for the item to be displayed.
In one possible implementation, the sales data for the merchandise to be displayed includes one or both of store sales data and online sales data for the merchandise to be displayed.
In one possible implementation, the sales data of the merchandise to be displayed includes one or more of sales volume, gross interest rate, and click rate of the merchandise to be displayed; the first score of the merchandise to be displayed is positively correlated with one or more of sales, gross interest rate, and click-through rate of the merchandise to be displayed.
In one possible implementation, the second determining module 23 is configured to: and determining a first score of the commodity to be displayed according to the sales data of the commodity to be displayed, the commodity information of the commodity to be displayed and the characteristic information of the store.
In one possible implementation, the commodity information of the commodity to be displayed comprises the price of the commodity to be displayed, and the characteristic information of the store comprises the guest unit price of the store; the first score of the merchandise to be displayed is inversely related to a first value corresponding to the merchandise to be displayed, wherein the first value corresponding to the merchandise to be displayed represents an absolute value of a difference between a price of the merchandise to be displayed and a unit price of the customer.
In one possible implementation manner, the commodity information of the commodity to be displayed comprises a label of the commodity to be displayed, and the characteristic information of the store comprises a label corresponding to the store; the first score of the commodity to be displayed is positively correlated with the correlation degree of the label corresponding to the commodity to be displayed, wherein the correlation degree of the label corresponding to the commodity to be displayed represents the correlation degree of the label of the commodity to be displayed and the label corresponding to the store.
In one possible implementation, the information of the area to be displayed includes a priority of the area to be displayed; the second determination module 23 is configured to: and sequentially determining the commodities to be displayed corresponding to the area to be displayed in the shelf display scheme according to the second scores of the commodities to be displayed for the area to be displayed in the sequence from high to low of the priority of the area to be displayed.
In one possible implementation, the priority of the area to be displayed is determined based on sales data for the area to be displayed.
In one possible implementation, the shelf display further comprises: and the sending module is used for sending the shelf display scheme to the display device, wherein the display device is used for carrying out shelf display according to the shelf display scheme.
In the embodiment of the disclosure, the information of the to-be-displayed goods of the store and the sales data of the to-be-displayed goods are acquired, the information of the to-be-displayed area of the shelf of the store is determined, and the shelf display scheme is determined according to the goods information of the to-be-displayed goods, the sales data of the to-be-displayed goods and the information of the to-be-displayed area, so that shelf display is performed based on the shelf display scheme, wherein the shelf display scheme comprises the to-be-displayed goods corresponding to the to-be-displayed area, and therefore, the shelf display scheme can be automatically generated, manpower and time are saved, and the shelf display effect can.
Fig. 7 is a block diagram illustrating an apparatus 800 for shelf display according to an exemplary embodiment. For example, the apparatus 800 may be a mobile phone, a computer, a digital broadcast terminal, a messaging device, a game console, a tablet device, a medical device, an exercise device, a personal digital assistant, and the like.
Referring to fig. 7, the apparatus 800 may include one or more of the following components: processing component 802, memory 804, power component 806, multimedia component 808, audio component 810, input/output (I/O) interface 812, sensor component 814, and communication component 816.
The processing component 802 generally controls overall operation of the device 800, such as operations associated with display, telephone calls, data communications, camera operations, and recording operations. The processing components 802 may include one or more processors 820 to execute instructions to perform all or a portion of the steps of the methods described above. Further, the processing component 802 can include one or more modules that facilitate interaction between the processing component 802 and other components. For example, the processing component 802 can include a multimedia module to facilitate interaction between the multimedia component 808 and the processing component 802.
The memory 804 is configured to store various types of data to support operations at the apparatus 800. Examples of such data include instructions for any application or method operating on device 800, contact data, phonebook data, messages, pictures, videos, and so forth. The memory 804 may be implemented by any type or combination of volatile or non-volatile memory devices such as Static Random Access Memory (SRAM), electrically erasable programmable read-only memory (EEPROM), erasable programmable read-only memory (EPROM), programmable read-only memory (PROM), read-only memory (ROM), magnetic memory, flash memory, magnetic or optical disks.
Power components 806 provide power to the various components of device 800. The power components 806 may include a power management system, one or more power supplies, and other components associated with generating, managing, and distributing power for the apparatus 800.
The multimedia component 808 includes a screen that provides an output interface between the device 800 and a user. In some embodiments, the screen may include a Liquid Crystal Display (LCD) and a Touch Panel (TP). If the screen includes a touch panel, the screen may be implemented as a touch screen to receive an input signal from a user. The touch panel includes one or more touch sensors to sense touch, slide, and gestures on the touch panel. The touch sensor may not only sense the boundary of a touch or slide action, but also detect the duration and pressure associated with the touch or slide operation. In some embodiments, the multimedia component 808 includes a front facing camera and/or a rear facing camera. The front camera and/or the rear camera may receive external multimedia data when the device 800 is in an operating mode, such as a shooting mode or a video mode. Each front camera and rear camera may be a fixed optical lens system or have a focal length and optical zoom capability.
The audio component 810 is configured to output and/or input audio signals. For example, the audio component 810 includes a Microphone (MIC) configured to receive external audio signals when the apparatus 800 is in an operational mode, such as a call mode, a recording mode, and a voice recognition mode. The received audio signals may further be stored in the memory 804 or transmitted via the communication component 816. In some embodiments, audio component 810 also includes a speaker for outputting audio signals.
The I/O interface 812 provides an interface between the processing component 802 and peripheral interface modules, which may be keyboards, click wheels, buttons, etc. These buttons may include, but are not limited to: a home button, a volume button, a start button, and a lock button.
The sensor assembly 814 includes one or more sensors for providing various aspects of state assessment for the device 800. For example, the sensor assembly 814 may detect the open/closed status of the device 800, the relative positioning of components, such as a display and keypad of the device 800, the sensor assembly 814 may also detect a change in the position of the device 800 or a component of the device 800, the presence or absence of user contact with the device 800, the orientation or acceleration/deceleration of the device 800, and a change in the temperature of the device 800. Sensor assembly 814 may include a proximity sensor configured to detect the presence of a nearby object without any physical contact. The sensor assembly 814 may also include a light sensor, such as a CMOS or CCD image sensor, for use in imaging applications. In some embodiments, the sensor assembly 814 may also include an acceleration sensor, a gyroscope sensor, a magnetic sensor, a pressure sensor, or a temperature sensor.
The communication component 816 is configured to facilitate communications between the apparatus 800 and other devices in a wired or wireless manner. The device 800 may access a wireless network based on a communication standard, such as WiFi, 2G or 3G, or a combination thereof. In an exemplary embodiment, the communication component 816 receives a broadcast signal or broadcast related information from an external broadcast management system via a broadcast channel. In an exemplary embodiment, the communication component 816 further includes a Near Field Communication (NFC) module to facilitate short-range communications. For example, the NFC module may be implemented based on Radio Frequency Identification (RFID) technology, infrared data association (IrDA) technology, Ultra Wideband (UWB) technology, Bluetooth (BT) technology, and other technologies.
In an exemplary embodiment, the apparatus 800 may be implemented by one or more Application Specific Integrated Circuits (ASICs), Digital Signal Processors (DSPs), Digital Signal Processing Devices (DSPDs), Programmable Logic Devices (PLDs), Field Programmable Gate Arrays (FPGAs), controllers, micro-controllers, microprocessors or other electronic components for performing the above-described methods.
In an exemplary embodiment, a non-transitory computer-readable storage medium, such as the memory 804, is also provided that includes computer program instructions executable by the processor 820 of the device 800 to perform the above-described methods.
Fig. 8 is a block diagram illustrating an apparatus 1900 for shelf display according to an exemplary embodiment. For example, the apparatus 1900 may be provided as a server. Referring to FIG. 8, the device 1900 includes a processing component 1922 further including one or more processors and memory resources, represented by memory 1932, for storing instructions, e.g., applications, executable by the processing component 1922. The application programs stored in memory 1932 may include one or more modules that each correspond to a set of instructions. Further, the processing component 1922 is configured to execute instructions to perform the above-described method.
The device 1900 may also include a power component 1926 configured to perform power management of the device 1900, a wired or wireless network interface 1950 configured to connect the device 1900 to a network, and an input/output (I/O) interface 1958. The device 1900 may operate based on an operating system stored in memory 1932, such as Windows Server, MacOS XTM, UnixTM, LinuxTM, FreeBSDTM, or the like.
In an exemplary embodiment, a non-transitory computer readable storage medium, such as the memory 1932, is also provided that includes computer program instructions executable by the processing component 1922 of the apparatus 1900 to perform the above-described methods.
The present disclosure may be systems, methods, and/or computer program products. The computer program product may include a computer-readable storage medium having computer-readable program instructions embodied thereon for causing a processor to implement various aspects of the present disclosure.
The computer readable storage medium may be a tangible device that can hold and store the instructions for use by the instruction execution device. The computer readable storage medium may be, for example, but not limited to, an electronic memory device, a magnetic memory device, an optical memory device, an electromagnetic memory device, a semiconductor memory device, or any suitable combination of the foregoing. More specific examples (a non-exhaustive list) of the computer readable storage medium would include the following: a portable computer diskette, a hard disk, a Random Access Memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or flash memory), a Static Random Access Memory (SRAM), a portable compact disc read-only memory (CD-ROM), a Digital Versatile Disc (DVD), a memory stick, a floppy disk, a mechanical coding device, such as punch cards or in-groove projection structures having instructions stored thereon, and any suitable combination of the foregoing. Computer-readable storage media as used herein is not to be construed as transitory signals per se, such as radio waves or other freely propagating electromagnetic waves, electromagnetic waves propagating through a waveguide or other transmission medium (e.g., optical pulses through a fiber optic cable), or electrical signals transmitted through electrical wires.
The computer-readable program instructions described herein may be downloaded from a computer-readable storage medium to a respective computing/processing device, or to an external computer or external storage device via a network, such as the internet, a local area network, a wide area network, and/or a wireless network. The network may include copper transmission cables, fiber optic transmission, wireless transmission, routers, firewalls, switches, gateway computers and/or edge servers. The network adapter card or network interface in each computing/processing device receives computer-readable program instructions from the network and forwards the computer-readable program instructions for storage in a computer-readable storage medium in the respective computing/processing device.
The computer program instructions for carrying out operations of the present disclosure may be assembler instructions, Instruction Set Architecture (ISA) instructions, machine-related instructions, microcode, firmware instructions, state setting data, or source or object code written in any combination of one or more programming languages, including an object oriented programming language such as Smalltalk, C + + or the like and conventional procedural programming languages, such as the "C" programming language or similar programming languages. The computer-readable program instructions may execute entirely on the user's computer, partly on the user's computer, as a stand-alone software package, partly on the user's computer and partly on a remote computer or entirely on the remote computer or server. In the case of a remote computer, the remote computer may be connected to the user's computer through any type of network, including a Local Area Network (LAN) or a Wide Area Network (WAN), or the connection may be made to an external computer (for example, through the Internet using an Internet service provider). In some embodiments, the electronic circuitry that can execute the computer-readable program instructions implements aspects of the present disclosure by utilizing the state information of the computer-readable program instructions to personalize the electronic circuitry, such as a programmable logic circuit, a Field Programmable Gate Array (FPGA), or a Programmable Logic Array (PLA).
Various aspects of the present disclosure are described herein with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems) and computer program products according to embodiments of the disclosure. It will be understood that each block of the flowchart illustrations and/or block diagrams, and combinations of blocks in the flowchart illustrations and/or block diagrams, can be implemented by computer-readable program instructions.
These computer-readable program instructions may be provided to a processor of a general purpose computer, special purpose computer, or other programmable data processing apparatus to produce a machine, such that the instructions, which execute via the processor of the computer or other programmable data processing apparatus, create means for implementing the functions/acts specified in the flowchart and/or block diagram block or blocks. These computer-readable program instructions may also be stored in a computer-readable storage medium that can direct a computer, programmable data processing apparatus, and/or other devices to function in a particular manner, such that the computer-readable medium storing the instructions comprises an article of manufacture including instructions which implement the function/act specified in the flowchart and/or block diagram block or blocks.
The computer readable program instructions may also be loaded onto a computer, other programmable data processing apparatus, or other devices to cause a series of operational steps to be performed on the computer, other programmable apparatus or other devices to produce a computer implemented process such that the instructions which execute on the computer, other programmable apparatus or other devices implement the functions/acts specified in the flowchart and/or block diagram block or blocks.
The flowchart and block diagrams in the figures illustrate the architecture, functionality, and operation of possible implementations of systems, methods and computer program products according to various embodiments of the present disclosure. In this regard, each block in the flowchart or block diagrams may represent a module, segment, or portion of instructions, which comprises one or more executable instructions for implementing the specified logical function(s). In some alternative implementations, the functions noted in the block may occur out of the order noted in the figures. For example, two blocks shown in succession may, in fact, be executed substantially concurrently, or the blocks may sometimes be executed in the reverse order, depending upon the functionality involved. It will also be noted that each block of the block diagrams and/or flowchart illustration, and combinations of blocks in the block diagrams and/or flowchart illustration, can be implemented by special purpose hardware-based systems which perform the specified functions or acts, or combinations of special purpose hardware and computer instructions.
Having described embodiments of the present disclosure, the foregoing description is intended to be exemplary, not exhaustive, and not limited to the disclosed embodiments. Many modifications and variations will be apparent to those of ordinary skill in the art without departing from the scope and spirit of the described embodiments. The terms used herein were chosen in order to best explain the principles of the embodiments, the practical application, or technical improvements to the techniques in the marketplace, or to enable others of ordinary skill in the art to understand the embodiments disclosed herein.

Claims (17)

1. A shelf display method, comprising:
acquiring commodity information of commodities to be displayed of a store and sales data of the commodities to be displayed;
determining information of an area to be displayed of a shelf of the store;
and determining a shelf display scheme according to the commodity information of the commodities to be displayed, the sales data of the commodities to be displayed and the information of the area to be displayed so as to display shelves based on the shelf display scheme, wherein the shelf display scheme comprises the commodities to be displayed corresponding to the area to be displayed.
2. The method of claim 1, wherein determining a shelf display scheme based on the merchandise information of the merchandise to be displayed, the sales data of the merchandise to be displayed, and the information of the area to be displayed comprises:
inputting the commodity information of the commodity to be displayed, the sales data of the commodity to be displayed and the information of the area to be displayed into a trained machine learning model, and outputting the shelf display scheme through the trained machine learning model.
3. The method of claim 1, wherein determining a shelf display scheme based on the merchandise information of the merchandise to be displayed, the sales data of the merchandise to be displayed, and the information of the area to be displayed comprises:
determining the matching degree of the commodity to be displayed and the area to be displayed according to the shelf display standard, the commodity information of the commodity to be displayed and the information of the area to be displayed;
and determining the shelf display scheme according to the matching degree of the commodity to be displayed and the area to be displayed and the sales data of the commodity to be displayed.
4. The method of claim 3, wherein the merchandise information includes one or more of size information, weight information, and fragility information, and the information of the area to be displayed includes height information of a corresponding ply of the area to be displayed;
the determining the matching degree of the commodity to be displayed and the area to be displayed according to the shelf display standard, the commodity information of the commodity to be displayed and the information of the area to be displayed comprises the following steps:
and determining the matching degree of the goods to be displayed and the area to be displayed according to shelf display standards, one or more of size information, weight information and fragile information of the goods to be displayed and height information of a corresponding laminate of the area to be displayed.
5. The method of claim 3, wherein determining the shelf display scheme based on the matching of the merchandise item to be displayed with the area to be displayed and the sales data of the merchandise item to be displayed comprises:
determining a first score of the commodity to be displayed according to the sales data of the commodity to be displayed;
determining a second score of the commodity to be displayed for the area to be displayed according to the matching degree of the commodity to be displayed and the area to be displayed and the first score of the commodity to be displayed;
determining the shelf display scheme based on a second score for the item to be displayed for the area to be displayed.
6. The method of claim 1 or 5, wherein the sales data of the merchandise to be displayed comprises one or both of store sales data and on-line sales data of the merchandise to be displayed.
7. The method of claim 1 or 5, wherein the sales data of the merchandise to be displayed comprises one or more of sales volume, gross interest rate, and click rate of the merchandise to be displayed;
the first score of the merchandise to be displayed is positively correlated with one or more of sales, gross profit rate and click rate of the merchandise to be displayed.
8. The method of claim 5, wherein determining a first score for the merchandise to be displayed based on sales data for the merchandise to be displayed comprises:
and determining a first score of the commodity to be displayed according to the sales data of the commodity to be displayed, the commodity information of the commodity to be displayed and the characteristic information of the store.
9. The method according to claim 8, wherein the commodity information of the commodity to be displayed includes a price of the commodity to be displayed, and the characteristic information of the store includes a guest unit price of the store;
the first score of the commodity to be displayed is negatively correlated with a first numerical value corresponding to the commodity to be displayed, wherein the first numerical value corresponding to the commodity to be displayed represents an absolute value of a difference between the price of the commodity to be displayed and the unit price of the customer.
10. The method according to claim 8, wherein the commodity information of the commodity to be displayed comprises a label of the commodity to be displayed, and the characteristic information of the store comprises a label corresponding to the store;
the first score of the to-be-displayed commodity is positively correlated with the correlation degree of the label corresponding to the to-be-displayed commodity, wherein the correlation degree of the label corresponding to the to-be-displayed commodity represents the correlation degree of the label of the to-be-displayed commodity and the label corresponding to the store.
11. The method of claim 5, wherein the information for the area to be displayed comprises a priority of the area to be displayed;
the determining the shelf display scheme according to the second score of the merchandise to be displayed for the area to be displayed comprises:
and sequentially determining the commodities to be displayed corresponding to the area to be displayed in the shelf display scheme according to the second scores of the commodities to be displayed for the area to be displayed in the sequence from high to low of the priority of the area to be displayed.
12. The method of claim 11, wherein the priority of the area to be displayed is determined based on sales data for the area to be displayed.
13. The method of claim 1, further comprising, after said determining the shelf display scheme:
sending the shelf display scheme to a display, wherein the display is configured to perform shelf display according to the shelf display scheme.
14. A shelf display method, comprising:
acquiring historical transaction data of commodities to be displayed;
determining a shelf display scheme based on the historical transaction data and the information of the area to be displayed of the commodity to be displayed;
providing the shelf display scheme to a user for shelf display based on the shelf display scheme.
15. A shelf display, comprising:
the system comprises an acquisition module, a display module and a display module, wherein the acquisition module is used for acquiring commodity information of commodities to be displayed in stores and sales data of the commodities to be displayed;
the first determination module is used for determining information of an area to be displayed of a shelf of the store;
and the second determining module is used for determining a shelf display scheme according to the commodity information of the commodity to be displayed, the sales data of the commodity to be displayed and the information of the area to be displayed so as to perform shelf display based on the shelf display scheme, wherein the shelf display scheme comprises the commodity to be displayed corresponding to the area to be displayed.
16. A shelf display, comprising:
a processor;
a memory for storing processor-executable instructions;
wherein the processor is configured to perform the method of any one of claims 1 to 13 or configured to perform the method of claim 14.
17. A non-transitory computer readable storage medium having stored thereon computer program instructions, wherein the computer program instructions, when executed by a processor, implement the method of any one of claims 1 to 13 or implement the method of claim 14.
CN201910227643.2A 2019-03-25 2019-03-25 Shelf display method, shelf display apparatus, and storage medium Pending CN111738537A (en)

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CN112819556A (en) * 2019-11-15 2021-05-18 阿里巴巴集团控股有限公司 Method, device and computer system for providing physical shop display design information
CN113222705A (en) * 2021-05-21 2021-08-06 支付宝(杭州)信息技术有限公司 Commodity display optimization method, device and equipment
WO2022048160A1 (en) * 2020-09-01 2022-03-10 北京沃东天骏信息技术有限公司 Data processing method, device and apparatus, and computer-readable storage medium
CN114463073A (en) * 2022-04-08 2022-05-10 深圳市瓴风科技有限公司 Sample display selling method and system based on user behaviors
CN115376242A (en) * 2022-08-22 2022-11-22 广东便捷神科技股份有限公司 Automatic goods distribution method for intelligent storage rack of vending machine
CN115983951A (en) * 2023-03-20 2023-04-18 北京鲜衣怒马文化传媒有限公司 Virtual space shelf commodity arrangement method, system and readable storage medium
CN116342169A (en) * 2023-05-26 2023-06-27 湖南云数信息科技有限公司 Commodity display position determining method and unmanned vending system
CN117541152A (en) * 2023-11-14 2024-02-09 广州方舟信息科技有限公司 Medicine positioning adjustment method, device, equipment and storage medium

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Cited By (13)

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Publication number Priority date Publication date Assignee Title
CN112819556A (en) * 2019-11-15 2021-05-18 阿里巴巴集团控股有限公司 Method, device and computer system for providing physical shop display design information
WO2022048160A1 (en) * 2020-09-01 2022-03-10 北京沃东天骏信息技术有限公司 Data processing method, device and apparatus, and computer-readable storage medium
CN113222705B (en) * 2021-05-21 2023-05-30 支付宝(杭州)信息技术有限公司 Commodity display optimization method, device and equipment
CN113222705A (en) * 2021-05-21 2021-08-06 支付宝(杭州)信息技术有限公司 Commodity display optimization method, device and equipment
CN114463073A (en) * 2022-04-08 2022-05-10 深圳市瓴风科技有限公司 Sample display selling method and system based on user behaviors
CN114463073B (en) * 2022-04-08 2022-07-05 深圳市瓴风科技有限公司 Sample display selling method and system based on user behaviors
CN115376242B (en) * 2022-08-22 2023-08-08 广东便捷神科技股份有限公司 Automatic goods distribution method for intelligent storage rack of vending machine
CN115376242A (en) * 2022-08-22 2022-11-22 广东便捷神科技股份有限公司 Automatic goods distribution method for intelligent storage rack of vending machine
CN115983951A (en) * 2023-03-20 2023-04-18 北京鲜衣怒马文化传媒有限公司 Virtual space shelf commodity arrangement method, system and readable storage medium
CN115983951B (en) * 2023-03-20 2023-12-19 北京鲜衣怒马文化传媒有限公司 Virtual space shelf commodity arrangement method, system and readable storage medium
CN116342169A (en) * 2023-05-26 2023-06-27 湖南云数信息科技有限公司 Commodity display position determining method and unmanned vending system
CN116342169B (en) * 2023-05-26 2023-08-15 湖南云数信息科技有限公司 Commodity display position determining method and unmanned vending system
CN117541152A (en) * 2023-11-14 2024-02-09 广州方舟信息科技有限公司 Medicine positioning adjustment method, device, equipment and storage medium

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