CN117196779B - Novel retail management system based on store - Google Patents
Novel retail management system based on store Download PDFInfo
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- CN117196779B CN117196779B CN202311195088.2A CN202311195088A CN117196779B CN 117196779 B CN117196779 B CN 117196779B CN 202311195088 A CN202311195088 A CN 202311195088A CN 117196779 B CN117196779 B CN 117196779B
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Abstract
The invention relates to the technical field of new retail, in particular to a store-based new retail management system of an off-line physical store. The technical problem to be solved by the invention is to provide a store-based new retail management system which is used for monitoring, identifying and facilitating mass shopping. In order to solve the technical problems, the invention provides a new retail management system based on a store, which comprises a security gate, a shopping cart and the like; the shopping cart is operated by the customer to pass through the security check door to realize the checkout function, and the commodity is damaged after the customer purchases the commodity in the market, so that the customer can adjust the commodity according to the commodity placement method displayed by the display terminal, and the condition that the commodity is damaged after the customer purchases the commodity is effectively avoided.
Description
Technical Field
The invention relates to the technical field of new retail, in particular to a store-based new retail management system of an off-line physical store.
Background
New retail has become a new term of age, and the concept of "new retail" places more importance on the importance of off-line physical stores in the retail process, and the retail model now faces a number of problems, such as frequent replacement of commodity positions in a supermarket, so that a customer needs to spend a great deal of time searching for commodities when buying the commodities;
the commodity damage often occurs when a customer purchases commodity by using the shopping cart, and the commodity damage not only affects the shopping experience of the customer, but also damages the benefits of both the customer and the supermarket.
The biggest problem is commodity checkout, and the checkout place is always a large row of long dragons every time the commodity is purchased in a supermarket in the peak period. Each time a customer purchases 10 minutes, but it takes 30 minutes to check out, resulting in a reduced amount of off-line retail store traffic, affecting the development of off-line retail stores.
Disclosure of Invention
In order to overcome the defect that a customer possibly forgets to buy a required commodity or purchases a commodity which is forgotten to be matched with the commodity in the shopping process; customers often do not damage the goods because of the placement position of the goods when buying the goods; and the customer spends a large amount of time to check out in the peak period of shopping, in order to solve the above-mentioned problem, provide a technical scheme:
The utility model provides a novel retail management system based on store, including security gate and shopping cart, be provided with display terminal on the shopping cart, the customer can realize automatic checkout function when operating the shopping cart and pass through security gate, concretely realizes the step as follows:
s1: a customer enters a physical store through a security inspection door, an infrared scanner is arranged outside the security inspection door, the customer selects a shopping cart to make shopping, a fingerprint sensor is arranged on a shopping cart handle to identify fingerprints, a pressure sensor is arranged at the bottom of the shopping cart, and a touchable display terminal is further arranged on the shopping cart;
s2: the customer holds the shopping cart handle, fingerprint authentication is firstly carried out to judge whether the shopping cart handle is a member, if the shopping cart handle is a member, a display terminal on the shopping cart can be automatically opened, and the customer can use some functions of the display terminal to help shopping;
S3: the two sides of the shopping cart are provided with infrared scanners, and when a customer puts two or more than two commodities into the shopping cart, the shopping cart scans the commodities to obtain the category information of the commodities and the compression resistance level of the commodities;
Calculating the attribute of the commodity by using a collaborative filtering algorithm, and giving a proper commodity placement hierarchical scheme;
the customer can adjust the commodity position according to the commodity placement scheme given by the display terminal, so that the damage of commodities is reduced.
Further, when a customer selects a shopping cart and holds the handle bar of the shopping cart by hand, fingerprint authentication is firstly performed;
judging whether the shopping cart is a member, and under the condition that the shopping cart is not a member, popping up a member registration dialog box by a display terminal on the shopping cart, so that a customer can perform fingerprint authentication and member registration;
after the customer is successfully registered, the customer uses the shopping cart to make shopping, and when the customer puts the commodity into the shopping cart, the pressure sensor at the bottom of the shopping cart calculates the total weight of the commodity and displays the total weight on the display terminal.
Further, when the shopping cart performs fingerprint identity authentication on the customer and judges that the shopping cart is a member, the display terminal calls the shopping record of the customer from the database, calculates the shopping record before the customer by using the trained algorithm model, presumes goods required by the customer, and pushes relevant coupons.
Further, coupons displayed on the display terminal can only be used in the present physical store, and the expiration date is limited to use on the day;
And when purchasing goods, the customer puts the goods into the shopping cart, the infrared scanners at two sides of the shopping cart can scan the goods, the prices of the goods can be accumulated, and the total price of the goods and the quantity of the goods can be seen on the display terminal.
Further, in the process that a customer selects a shopping cart to make shopping, the customer takes out the commodity from the shopping cart, the infrared scanners at two ends of the shopping cart scan the commodity to obtain commodity information, the pressure sensor can monitor weight change in the shopping cart to obtain commodity price information, the weight change of the commodity in the shopping cart is judged again, and if the weight is reduced, the display terminal can automatically deduct the price of the commodity on the total price.
Further, in the process that the customer selects the shopping cart to make shopping, the customer puts the commodity into the shopping cart, and the infrared scanners on two sides of the shopping cart identify the commodity and further comprises:
Acquiring the quality guarantee period of the commodity, judging the quality guarantee period of the commodity, and judging whether the expiration time of the commodity reaches a threshold value corresponding to the commodity;
And when the remaining time of the commodity shelf life reaches the corresponding threshold value, the display terminal pops up an expiration time dialog box to prompt.
Further, the display terminal can search for the commodity, after the customer inputs the commodity name to click the search, the commodity distribution diagram of the physical store can be displayed on the display terminal, the position of the commodity can be displayed on the distribution diagram, and the customer can purchase the commodity according to the distribution diagram.
Further, after searching the commodity on the display terminal, the input commodity is used as a known quantity to give out the commodity with strong association degree with the input commodity through an association rule algorithm, so that the customer is helped to comprehensively purchase the commodity;
The display terminal can push out the goods related to the searched goods, and the customer clicks the goods to display on the goods distribution diagram.
Further, when a customer shops in a physical store, if the shopping cart is provided with a baby bag for placing the baby, the baby bag is made of elastic cloth;
the customers place the children in the baby bags, and the elastic cloth bags can automatically adjust the sizes, so that the danger that the children are prevented from being tampered with and falling down is achieved.
Further, when a customer purchases a commodity required to leave a store, the customer operates the shopping cart to pass through the security inspection door, the security inspection door sends a checkout command to a display terminal of the shopping cart, whether the balance in the customer account is sufficient or not is judged, if the balance is insufficient, a checkout two-dimensional code is popped up, and the customer performs checkout operation by scanning the two-dimensional code through a mobile phone;
when the balance in the personal account of the customer is sufficient, the display terminal of the shopping cart deducts the fee from the account of the customer, and the display terminal displays that the payment is successful.
The invention has the following advantages:
1. The invention can carry out fingerprint identification on the shopping cart to carry out identity authentication, then a customer puts the commodity into the shopping cart when buying the commodity, the shopping cart can analyze each attribute of the commodity in the cart, then a safe commodity placement layer is given through a trained algorithm, and the customer can adjust the commodity according to the commodity placement method displayed by the display terminal, thereby effectively avoiding the condition that the commodity is damaged when the customer does not come out of the shopping cart after buying the commodity.
2. The checkout mode of the invention is that a checkout signal is received when the shopping cart passes through the security gate, and then the payment is automatically deducted from the personal account according to the authentication information of the fingerprint, so that the customer can finish the checkout operation only by operating the shopping cart to pass through the security gate, and the shopping time of the customer is saved.
3. The invention can carry out fingerprint identification on the shopping cart for member registration, and when a customer puts the commodity into the shopping cart, the display on the shopping cart can display the price, the quantity and the total weight of the commodity, so that the customer can check the price of the commodity to judge whether the commodity reaches the budget of the customer or not, and rational shopping is achieved;
4. When the customer performs fingerprint authentication, the system judges whether the customer is a member, if so, the member system analyzes the shopping records of the customer and sends coupons of goods possibly purchased by the customer, so that the shopping experience of the customer is improved. When the customer is not a member, the customer picks the favorite goods, and then the system recommends the favorite goods to the customer according to the association rule algorithm, so that the shopping experience of the customer is increased for the customer.
Drawings
FIG. 1 is a functional flow diagram of a store new retail management system of the present invention;
FIG. 2 is a functional flow chart of the shopping cart of the present invention;
FIG. 3 is a diagram of a first step collaborative filtering algorithm according to the present invention;
FIG. 4 is a diagram of a second step collaborative filtering algorithm according to the present invention;
FIG. 5 is a graph of the results of the collaborative filtering algorithm of the present invention;
FIG. 6 is a graph of an association rule mining algorithm for commodity support according to the present invention;
FIG. 7 is a graph of an association rule mining algorithm for a commodity frequent item set of the present invention;
FIG. 8 is a graph of the results of the association rule algorithm of the present invention;
Detailed Description
The following description of the embodiments of the present invention will be made clearly and completely with reference to the accompanying drawings, in which it is apparent that the embodiments described are only some embodiments of the present invention, but not all embodiments. All other embodiments, which can be made by those skilled in the art based on the embodiments of the invention without making any inventive effort, are intended to be within the scope of the invention.
Examples
1-2, The novel retail management system based on store comprises a security gate and a shopping cart, wherein a display terminal is arranged on the shopping cart, and a customer can realize a checkout function by operating the shopping cart through the security gate, and the specific realization steps are as follows:
S1: a customer enters a physical store through a security inspection door, an infrared scanner is arranged outside the security inspection door, the customer selects a shopping cart to make shopping, a sensing function is arranged on a handle of the shopping cart to identify fingerprints, a pressure sensor is arranged at the bottom of the shopping cart, and a touchable display terminal is arranged on the shopping cart;
s2: the customer holds the shopping cart handle, fingerprint authentication is firstly carried out to judge whether the shopping cart handle is a member, if the shopping cart handle is a member, a display terminal on the shopping cart is turned on, and the customer can use some functions of the display terminal to help shopping;
S3: the infrared scanners are arranged on two sides of the shopping cart, when a customer puts two or more than two commodities into the shopping cart, the shopping cart scans the commodities to obtain category information of the commodities, the system calculates the attributes of the commodities by using a collaborative filtering algorithm, a proper commodity placement scheme is given, and the customer can adjust the commodity positions according to the commodity placement scheme given by the display terminal, so that the damage probability of the commodities is reduced;
S4: when the customer purchases the required commodity and leaves the store, the customer operates the shopping cart to pass through the security check door, the security check door sends a checkout command to the display terminal of the shopping cart, and the display terminal of the shopping cart deducts fees from the account of the customer through fingerprint identity authentication, so that checkout is completed.
3-5, The shopping cart has infrared scanners on both sides to identify the merchandise and to calculate the various attributes of the merchandise in a collaborative filtering algorithm after the customer places the merchandise in the shopping cart.
The method comprises the steps of processing commodities by a collaborative filtering algorithm, scoring the outer package, the compression resistance and the states of the commodities to obtain a scoring matrix of the vulnerability of the commodities, scoring the nth commodity in a shopping cart, combining the scores of the commodities to form a matrix, solving a similarity matrix among the commodities by cosine similarity of multidimensional vectors, placing the commodities with similar cosine similarity into a layer, multiplying the cosine similarity matrix of the commodities by the scoring matrix of the commodities to obtain the hierarchical level of the commodities, and obtaining a placement hierarchical scheme of the commodities according to the similarity matrix of the commodities and the hierarchical level matrix of the commodities.
When the shopping cart passes through the security gate, the security gate can scan the shopping cart, the photoresistor of the shopping cart can emit a pulse signal, and then the display terminal can perform checkout operation.
Examples
When a customer selects a shopping cart and holds the handle bar of the shopping cart by hand, fingerprint authentication is firstly carried out, and under the condition that the customer is not a member, a display terminal on the shopping cart pops up a member registration dialog box to carry out fingerprint authentication and member registration on the customer. After the customer registers successfully, the customer uses the shopping cart to make shopping, the customer puts the goods into the shopping cart, the pressure sensor at the bottom of the shopping cart calculates the total weight of the goods and displays the total weight on the display terminal, and the customer can judge whether the customer can lift the goods according to the weight prompt.
Coupons displayed on the display terminal can only be used in the physical store, the effective period is limited to use in the day, and when the goods are purchased, the customer places the goods into the shopping cart, the infrared scanners on two sides of the shopping cart can scan the goods and accumulate the prices of the goods, and the total price of the goods and the quantity of the goods can be seen on the display terminal; the customer may look at the total price of the commodity to determine if his own budget is reached.
In the process that a customer selects a shopping cart to make shopping, the customer takes out the commodity from the shopping cart, infrared scanners at two ends of the shopping cart scan the commodity to acquire commodity information, and a pressure sensor can monitor the weight change of the commodity in the shopping cart; acquiring price information of the commodity, judging weight change of the commodity in the shopping cart, and if the weight is reduced, automatically deducting the price of the commodity from the total price by the display terminal.
In the process that a customer selects a shopping cart to make shopping, the customer puts commodities into the shopping cart, infrared scanners on two sides of the shopping cart identify the commodities, the quality guarantee period of the commodities is obtained, the quality guarantee period of the commodities is judged, and if the quality guarantee period of the commodities is about to be reached, a display terminal pops up an expiration time dialog box to prompt; it is determined whether the use is possible during this period of time so that a reasonable purchase of the commodity can be made.
After the customer becomes a member, the customer puts the commodity into the shopping cart, a pressure sensor is arranged at the bottom of the shopping cart, a pressure signal is input into a display terminal by the pressure sensor, the commodity weight is displayed on the display terminal, and the customer can judge whether the customer can bear the commodity according to the commodity weight, so that the commodity can be reasonably purchased.
The shopping cart obtains commodity information when the commodity is put into the shopping cart, the prices of the commodity are accumulated and summed up, the pressure sensor is used for judging the addition and subtraction of the prices of the commodity, and the quantity and the total price of the commodity are displayed on the display, so that people can check whether the total price of the purchased commodity reaches the budget of the people conveniently.
When a customer puts the commodity into a shopping cart, the quality guarantee period time of the commodity is also identified, firstly, the display terminal judges whether the residual quality guarantee period time of the commodity reaches a preset threshold value, if the commodity is about to pass the quality guarantee period, the display terminal carries out popup prompt, and if the customer agrees to purchase and clicks to confirm, the display terminal can be used.
Examples
As shown in fig. 6 to 8, in the case where the shopping cart performs fingerprint authentication of a customer and judges that the customer is a member on the basis of embodiment 2, the display terminal recalls the shopping record of the customer from the database, calculates the shopping record before the customer with a trained algorithm model, presumes the merchandise required by the customer, and pushes the relevant coupon.
The display terminal can search for the commodity, after the customer inputs the commodity name to click the search, the commodity distribution diagram of the entity store can be displayed on the display terminal, the position of the commodity can be displayed on the distribution diagram, the customer can purchase the commodity according to the distribution diagram, and the shopping time of the customer is saved.
After searching the commodity on the display terminal, the other recommending function of the system takes the input commodity as a known quantity, gives the commodity with strong association degree with the input commodity through an association rule algorithm, and helps a customer to comprehensively purchase the commodity so as to prevent the customer from forgetting to purchase the commodity related to the commodity after buying the commodity.
The display terminal can push out commodities related to the searched commodities, the commodity distribution diagram can be displayed when a customer clicks the commodities, the customer can purchase the commodities according to the commodity positions, other commodity areas are displayed on the commodity distribution diagram, and the customer can shop in the interested area.
When the customer performs fingerprint authentication and is a member, the display terminal can call shopping records of the customer within one week from the database, predict commodities to be purchased by the customer through the association rule mining algorithm Apriori, and send relevant coupons to the display terminal.
As shown in fig. 6-8, the principle of the association rule mining algorithm is: making a shopping record of a customer within one week into a table, acquiring the support and confidence of each commodity in the total transaction set, and sending the commodity coupon with the highest support and confidence to the customer;
As shown in fig. 6, the support degree of the goods C and F in the shopping record of the customer in one week is support=7 and support=6, and the support degree of the two goods is highest, so that the customer has the highest possibility of buying the two goods, and a coupon of the two goods is sent to the customer.
After a customer purchases a commodity on the display terminal by using the coupon, the display terminal can identify the position of the commodity on the commodity distribution diagram, and the customer searches for the commodity purchased by using the coupon according to the position.
After the commodity is put into the shopping cart by the customer, the shopping cart is identified, and the calculation of the association rule mining algorithm is carried out according to the shopping records of the masses;
7-8, firstly performing tabular processing on shopping records of masses, then solving frequent item sets, and assuming that the support degree threshold is 50% and the credibility threshold is 70%;
Solving frequent 2 item sets, frequent 3 item sets and the like of the table, and not solving the frequent n item sets until the number of the frequent n item sets is less than or equal to 1;
then, calculating the credibility of the item set element, wherein the credibility is larger than the preset credibility, and the display terminal can push the commodity;
As shown in fig. 8, if one commodity appears in the shopping cart, other commodities are pushed by the display terminal.
The foregoing examples have shown only the preferred embodiments of the invention, which are described in more detail and are not to be construed as limiting the scope of the invention. It should be noted that modifications, improvements and substitutions can be made by those skilled in the art without departing from the spirit of the invention, which are all within the scope of the invention. Accordingly, the scope of protection of the present invention is to be determined by the appended claims.
Claims (7)
1. The novel retail management system based on the store comprises a security check door and a shopping cart, and is characterized in that a display terminal is arranged on the shopping cart, an automatic checkout function is realized when a customer operates the shopping cart to pass through the security check door, and the specific realization steps are as follows:
A customer enters a physical store through a security inspection door, an infrared scanner is arranged outside the security inspection door, the customer selects a shopping cart to make shopping, a fingerprint sensor is arranged on a shopping cart handle to identify fingerprints, a pressure sensor is arranged at the bottom of the shopping cart, and a touchable display terminal is further arranged on the shopping cart;
the customer holds the shopping cart handle, fingerprint authentication is firstly carried out to judge whether the shopping cart handle is a member, if the shopping cart handle is a member, a display terminal on the shopping cart is turned on, and the customer uses the function of the display terminal to make shopping;
The two sides of the shopping cart are provided with infrared scanners, and when a customer puts two or more than two commodities into the shopping cart, the shopping cart scans the commodities to obtain the category information of the commodities and the compression resistance level of the commodities; in the process that a customer selects a shopping cart to make shopping, the customer takes out the commodity from the shopping cart, infrared scanners at two ends of the shopping cart scan the commodity to obtain commodity information, a pressure sensor monitors weight change in the shopping cart to obtain price information of the commodity, the weight change of the commodity in the shopping cart is judged again, and if the weight is reduced, a display terminal automatically deducts the price of the commodity on the total price; in the process that the customer selects the shopping cart to make shopping, the customer puts the commodity into the shopping cart, and the infrared scanners on two sides of the shopping cart identify the commodity and further comprises:
Acquiring the quality guarantee period of the commodity, judging the quality guarantee period of the commodity, and judging whether the residual time of the commodity reaches a threshold value corresponding to the commodity;
the remaining time of the commodity shelf life reaches a corresponding threshold value, and the display terminal pops up an expiration time dialog box to prompt;
Calculating the attribute of the commodity by using a collaborative filtering algorithm, and giving a proper commodity placement hierarchical scheme;
The method specifically comprises the following steps:
Processing the commodity through a collaborative filtering algorithm: scoring the outer package, the compression resistance grade and the state of each commodity placed in the shopping cart to obtain multidimensional vectors corresponding to each commodity, forming a commodity scoring matrix of the commodity vulnerability according to each multidimensional vector, solving the similarity among the commodities according to cosine similarity of the multidimensional vectors to form a similarity matrix of the commodity, multiplying the similarity matrix of the commodity by the commodity scoring matrix to obtain a hierarchical grade matrix of the commodity, and obtaining a commodity placement hierarchical scheme according to the similarity matrix of the commodity and the hierarchical grade matrix of the commodity; the customer adjusts the commodity position according to the commodity placement scheme given by the display terminal so as to reduce the damage of the commodity;
When a customer purchases a commodity required to leave a store, the customer operates the shopping cart to pass through the security gate, the security gate sends a checkout command to a display terminal of the shopping cart, whether the balance in the account of the customer is sufficient is firstly judged, and if the balance is insufficient, the two-dimension code is popped up, and the customer performs checkout operation by scanning the two-dimension code through a mobile phone;
If the balance in the personal account of the customer is sufficient, the display terminal of the shopping cart deducts the fee from the account of the customer, and the display terminal displays that the payment is successful.
2. The store-based new retail management system according to claim 1, wherein fingerprint authentication is performed first when a customer selects a shopping cart and holds a handle bar of the shopping cart with a hand;
judging whether the shopping cart is a member, and under the condition that the shopping cart is not a member, popping up a member registration dialog box by a display terminal on the shopping cart, and carrying out fingerprint authentication and member registration by a customer;
after the customer is successfully registered, the customer uses the shopping cart to make shopping, and when the customer puts the commodity into the shopping cart, the pressure sensor at the bottom of the shopping cart calculates the total weight of the commodity and displays the total weight on the display terminal.
3. A store-based new retail management system according to claim 2, characterized in that the shopping cart fingerprint-authenticates the customer and judges that it is a member, the display terminal recalls the shopping record of the customer from the database, calculates the shopping record before the customer with a trained algorithm model, presumes the goods required by the customer, and pushes the relevant coupon.
4. A store-based new retail management system according to claim 3, characterized in that the coupons displayed on the display terminal are available only in the present physical store and the expiration dates are limited to use only on the day; and when purchasing goods, the customer puts the goods into the shopping cart, the infrared scanners at two sides of the shopping cart scan the goods and accumulate the prices of the goods, and the total prices of the goods and the quantity of the goods are displayed on the display terminal.
5. The store-based new retail management system according to claim 2, wherein the goods are searched on the display terminal, the goods distribution map of the physical store is displayed on the display terminal after the customer inputs the goods name to click the search, and the positions of the goods are displayed on the distribution map so that the customer purchases the goods according to the distribution map.
6. The store-based new retail management system according to claim 5, wherein after searching for goods on the display terminal, the input goods are given out as known quantity by association rule algorithm to help customers to purchase goods comprehensively;
The display terminal pushes out the commodity related to the searched commodity, and the customer clicks the commodity to display on the commodity distribution diagram.
7. The store-based new retail management system according to claim 6, wherein the shopping cart has a baby bag for accommodating a child on a side facing the customer, the baby bag being made of an elastic cloth;
The elastic cloth bag can automatically adjust the size so as to prevent children from being tampered with and falling off.
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|---|---|
| CN117196779A (en) | 2023-12-08 |
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