Shared massage chair management system and method based on Internet of Things

Abstract

The present invention relates to a shared massage chair management system and method based on the Internet of Things, the method comprising: outputting an average predicted usage rate based on a predicted usage model; determining the number of prohibited seats and the number of allowed seats in the current time period according to the average predicted usage rate; determining the allowed massage chairs in the current time period according to the number of allowed seats in the current time period and the status information of the current shared massage chairs in the venue at every other time period, wherein the shared massage chairs in the venue are classified into allowed seat massage chairs and prohibited seat massage chairs; the allowed seat massage chairs are composed of fixed allowed seat massage chairs and movable allowed seat massage chairs. Accurate classification of each shared massage chair in the venue in each time period is achieved according to actual usage needs; it can prevent a seat occupant from occupying the shared massage chair all the time, has a certain degree of flexibility, and can effectively ensure the fair sharing of shared resources.

Description

Technical Field

[0001] The present invention relates to the technical field of shared massage chairs, and in particular to a shared massage chair management system and method based on the Internet of Things. Background Art

[0002] Shared massage chairs popularize expensive massage chairs by effectively integrating idle space resources, and place them in public places such as train stations, airports, shopping malls, supermarkets, etc., so that consumers do not need to buy their own massage chairs, and only need to pay a relatively low fee to enjoy comfortable full-body massage services. Massage chairs placed in public places are usually provided to the general public for fatigue relief and relaxation, and have now become one of the indispensable facilities in modern cities. However, some people will occupy seats on massage chairs, and in order to meet user needs, some shared massage chairs that allow seat occupation are usually set up. In the current shared massage chair management system and method, shared massage chairs that are judged to allow seat occupation are not deeply analyzed according to actual usage needs. Usually, shared massage chairs that allow seat occupation are fixed massage chairs, which are not flexible and cannot guarantee fair sharing of shared resources. Summary of the invention

[0003] The present invention provides a shared massage chair management system and method based on the Internet of Things to solve the technical problems mentioned in the above background technology.

[0004] To achieve the above object, the present invention provides the following technical solutions: A shared massage chair management method based on the Internet of Things, the method comprising the following steps: Using historical data to train a neural network model to obtain a prediction usage model for shared massage chairs, and outputting an average prediction usage rate of shared massage chairs in each time period of the current location based on the prediction usage model; Determine the number of prohibited seats and the number of allowed seats in the current time period according to the average predicted usage rate; Determine the massage chairs allowed to occupy seats in the current time period according to the number of seats allowed to occupy seats in the current time period and the status information of the current shared massage chairs in the venue at every other time period, wherein the shared massage chairs in the venue are classified into massage chairs allowed to occupy seats and massage chairs prohibited from occupying seats, the status information includes whether the current shared massage chairs in the venue have been occupied and whether they are in a faulty state, the massage chairs allowed to occupy seats are composed of fixed massage chairs allowed to occupy seats and movable massage chairs allowed to occupy seats, the fixed massage chairs allowed to occupy seats are determined by whether the current shared massage chairs in the venue are in a faulty state, and the movable massage chairs allowed to occupy seats are flexibly determined by whether the current shared massage chairs in the venue have been occupied; Real-time monitoring is performed to determine whether there is any seat-occupying behavior on a massage chair where seat-occupying is prohibited. When seat-occupying behavior occurs, a voice prompt command is generated. When the massage function is not used within a preset time threshold after the massage chair where seat-occupying is prohibited is sat down, the current behavior is determined to be seat-occupying behavior.

[0005] As a further technical solution of the present invention, the step of determining the number of prohibited seats and the number of allowed seats in the current time period according to the average predicted usage rate includes: Get the total number of shared massage chairs in the current venue; Determine the number of prohibited seats based on the total number of shared massage chairs in the current venue and the average predicted usage rate. The number of prohibited seats = the total number of shared massage chairs in the current venue * the average predicted usage rate; The number of seats allowed is determined based on the total number of shared massage chairs in the current venue and the number of seats prohibited from being occupied. The number of seats allowed = the total number of shared massage chairs in the current venue - the number of seats prohibited from being occupied.

[0006] As a further technical solution of the present invention, the step of determining the massage chairs allowed to occupy in the current time period according to the number of seats allowed to occupy in the current time period and the status information of the current shared massage chairs in the venue every other time period includes: Obtaining status information of the current shared massage chair in the venue, wherein the status information includes whether the current shared massage chair in the venue is occupied and whether it is in a fault state; When there is a shared massage chair in a faulty state in the venue, the shared massage chair in the faulty state is determined to be a fixed-seat massage chair, and the number of fixed-seat massage chairs is counted; Determine the number of movable massage chairs according to the number of seats allowed and the number of fixed massage chairs allowed, the number of movable massage chairs allowed=the number of seats allowed-the number of fixed massage chairs allowed, wherein the number of seats allowed≥the number of fixed massage chairs allowed≥0; The massage chairs allowed to be occupied by the activity are determined based on the number of massage chairs allowed to be occupied by the activity and whether the current shared massage chairs in the venue have been occupied.

[0007] As a further technical solution of the present invention, the step of determining the massage chairs allowed to occupy seats in the activity according to the number of massage chairs allowed to occupy seats in the activity and whether the current shared massage chairs in the venue have been occupied includes: When the number of massage chairs allowed to be occupied by the activity is ≥ 1, and the number of shared massage chairs that have been occupied in the current venue is ≥ the number of massage chairs allowed to be occupied by the activity, the occupancy information of the shared massage chairs that have been occupied in the current venue is obtained, wherein the occupancy information includes the occupancy time of the current occupant; The current seat occupants' occupancy time is sorted from small to large to obtain a seat occupancy ranking table, and the top n shared massage chairs are determined as active seat occupancy massage chairs from the seat occupancy ranking table according to the number n of massage chairs allowed to be occupied by the activity, and it is determined that except for the active seat occupancy massage chairs and the fixed seat occupancy massage chairs in the current venue, the remaining shared seats are prohibited seat occupancy massage chairs; When the number of massage chairs allowed to be occupied by the activity is ≥ 1, but the number of shared massage chairs that are currently occupied is less than the number of massage chairs allowed to be occupied by the activity, determine whether there are idle shared massage chairs in the current venue; When there are no idle shared massage chairs, the number of seats allowed to be occupied is modified, and the currently occupied shared massage chairs are determined to be active massage chairs that allow seat occupation, the number of fixed massage chairs that allow seat occupation remains unchanged, and the remaining shared massage chairs are prohibited massage chairs; When there are idle shared massage chairs, n shared massage chairs are randomly determined from the idle shared massage chairs as active occupied massage chairs according to the number n of active occupied massage chairs, and the remaining shared massage chairs except the occupied massage chairs are prohibited occupied massage chairs.

[0008] Another object of the present invention is to provide a shared massage chair management system based on the Internet of Things, the system comprising: A prediction module is used to train a neural network model using historical data to obtain a prediction usage model of the shared massage chair, and output an average predicted usage of the shared massage chair in each time period of the current place based on the prediction usage model; A module for determining the number of seats allowed to be occupied, used to determine the number of seats prohibited from being occupied and the number of seats allowed to be occupied in the current time period according to the average predicted utilization rate; The module for determining the massage chairs allowed to be occupied is used to determine the massage chairs allowed to be occupied in the current time period every other time period based on the number of seats allowed to be occupied in the current time period and the status information of the current shared massage chairs in the venue, wherein the shared massage chairs in the venue are classified into massage chairs allowed to be occupied and massage chairs not allowed to be occupied, and the status information includes whether the current shared massage chair in the venue has been occupied and whether it is in a faulty state, and the massage chairs allowed to be occupied are composed of fixed massage chairs allowed to be occupied and movable massage chairs allowed to be occupied, and the fixed massage chairs allowed to be occupied are determined by whether the current shared massage chair in the venue is in a faulty state, and the movable massage chairs allowed to be occupied are flexibly determined by whether the current shared massage chair in the venue has been occupied.

[0009] As a further technical solution of the present invention, the massage chair seat occupancy determination module includes: A status information acquisition unit, used to acquire status information of the current shared massage chair in the venue, wherein the status information includes whether the current shared massage chair in the venue has been occupied and whether it is in a fault state; A fixed seat allowed to be occupied determination unit, used for determining that a shared massage chair in a faulty state is a fixed seat allowed to be occupied massage chair when there is a shared massage chair in a faulty state in the venue, and counting the number of fixed seat allowed to be occupied massage chairs; a quantity determination unit, for determining the number of movable massage chairs allowed to occupy seats according to the number of seats allowed to occupy seats and the number of fixed massage chairs allowed to occupy seats, wherein the number of movable massage chairs allowed to occupy seats=the number of seats allowed to occupy seats-the number of fixed massage chairs allowed to occupy seats, wherein the number of seats allowed to occupy seats ≥ the number of fixed massage chairs allowed to occupy seats ≥ 0; The activity allowed seat occupation determination unit is used to determine the massage chairs allowed to occupy the activity according to the number of massage chairs allowed to occupy the activity and whether the current shared massage chairs in the venue have been occupied.

[0010] As a further technical solution of the present invention, the activity seat occupancy determination unit includes: The occupancy information acquisition subunit is used to acquire the occupancy information of the shared massage chairs that have been occupied in the current place when the number of massage chairs allowed to be occupied by the activity is ≥ 1, and the number of shared massage chairs that have been occupied in the current place is ≥ the number of massage chairs allowed to be occupied by the activity, wherein the occupancy information includes the occupancy time of the current occupant; The first classification subunit of the massage chair is used to sort the occupation time of the current seat occupant from small to large to obtain a seat occupancy ranking table, and determine the top n shared massage chairs in the seat occupancy ranking table as active seat occupancy massage chairs according to the number n of active seat occupancy massage chairs, and determine that except for active seat occupancy massage chairs and fixed seat occupancy massage chairs in the current venue, the remaining shared seats are prohibited seat occupancy massage chairs; The idle massage chair determination subunit is used to determine whether there are idle shared massage chairs in the current place when the number of massage chairs allowed to be occupied by the activity is ≥ 1, but the number of shared massage chairs that are currently occupied is less than the number of massage chairs allowed to be occupied by the activity; The second classification subunit of the massage chair is used to modify the number of seats allowed to be occupied when there are no idle shared massage chairs, and determine that the currently occupied shared massage chairs are active massage chairs that allow seat occupation, the number of fixed massage chairs that allow seat occupation remains unchanged, and the remaining shared massage chairs are massage chairs that prohibit seat occupation; The third classification subunit of the massage chair is used to randomly determine n shared massage chairs from the idle shared massage chairs as massage chairs allowed to be occupied in the activity according to the number n of massage chairs allowed to be occupied in the activity when there are idle shared massage chairs, and the remaining shared massage chairs except the massage chairs allowed to be occupied are massage chairs prohibited from being occupied.

[0011] Compared with the prior art, the beneficial effects of the present invention are as follows: the present invention provides a shared massage chair management system and method based on the Internet of Things. After the present invention determines the number of seats allowed to be occupied in the current place in the current time period, the massage chairs allowed to be occupied in the current time period are determined according to the number of seats allowed to be occupied in the current time period and the status information of the current shared massage chairs in the place, so as to achieve accurate classification of each shared massage chair in the place in each time period according to actual use needs, and accurately classify whether each shared massage chair belongs to a massage chair allowed to be occupied or a massage chair prohibited to be occupied in the current time period; and in the present invention, the massage chairs allowed to be occupied are composed of fixed massage chairs allowed to be occupied and movable massage chairs allowed to be occupied. The fixed massage chairs allowed to be occupied are determined by whether the current shared massage chair in the place is in a fault state, and the movable massage chairs allowed to be occupied are determined according to the number of movable massage chairs allowed to be occupied and whether the current shared massage chair in the place has been occupied. On this basis, the massage chairs allowed to be occupied in the current time period are also determined according to the occupation time of the current seat occupant, which can avoid that one seat occupant always occupies the shared massage chair, has certain flexibility, and can effectively ensure the fair sharing of shared resources. BRIEF DESCRIPTION OF THE DRAWINGS

[0012] Figure 1 This is a flowchart of a shared massage chair management method based on the Internet of Things.

[0013] Figure 2 This is a flowchart of the shared massage chair classification steps in the shared massage chair management method based on the Internet of Things.

[0014] Figure 3 This is the structural block diagram of the shared massage chair management system based on the Internet of Things. DETAILED DESCRIPTION

[0015] In order to make the technical problems, technical solutions and beneficial effects to be solved by the present invention more clearly understood, the present invention is further described in detail below in conjunction with the accompanying drawings and embodiments. It should be understood that the specific embodiments described herein are only used to explain the present invention and are not intended to limit the present invention.

[0016] like Figure 1 As shown, an embodiment of the present invention provides a shared massage chair management method based on the Internet of Things, and the method includes the following steps: Step S100, using historical data to train a neural network model to obtain a predictive usage model for shared massage chairs, and outputting an average predicted usage rate of shared massage chairs in each time period within a unit time period in the current place based on the predictive usage model; wherein the unit time period may be one week, and the time step of each time period may be 20 minutes, 40 minutes or one hour, etc., and the average predicted usage rate refers to the ratio of the number of shared massage chairs using the massage function within this time period to the total number of all shared massage chairs in the place; the training step of the predictive usage model includes: collecting historical data on shared massage chairs over a period of time in the past (such as weeks or months).

[0017] Historical data includes the number of shared massage chairs used in each time period (such as every 20 minutes), the total number of shared massage chairs in the venue, and other possible related factors (such as weather, holidays, activities, etc.); historical data is cleaned to remove outliers and missing values.

[0018] Convert historical data into a form suitable for neural network model input, such as time series data. Calculate the average usage rate for each period, that is, the ratio of the number of shared massage chairs used during the period to the total number of shared massage chairs in the venue. Divide the processed data into training sets and test sets. Select a suitable neural network model based on the complexity of the problem and the characteristics of the data. For example, you can choose a recurrent neural network (RNN) or a long short-term memory network (LSTM) to process time series data. Use the training set data to train the neural network model, and use the test set data to verify the trained model until the prediction result reaches the preset accuracy, and then you can get a trained prediction usage model.

[0019] Step S200, determining the number of prohibited seats and the number of allowed seats in the current time period according to the average predicted usage rate; Specifically including: obtaining the total number of shared massage chairs in the current venue; determining the number of prohibited seats based on the total number of shared massage chairs in the current venue and the average predicted usage rate in the current period, where the number of prohibited seats = the total number of shared massage chairs in the current venue * the average predicted usage rate; determining the number of allowed seats based on the total number of shared massage chairs in the current venue and the number of prohibited seats, where the number of allowed seats = the total number of shared massage chairs in the current venue - the number of prohibited seats.

[0020] Step S300, determining the allowed seat-occupying massage chairs in the current time period according to the number of seats allowed to be occupied in the current time period and the status information of the current shared massage chairs in the venue at every time period, wherein the shared massage chairs in the venue are classified into allowed seat-occupying massage chairs and prohibited seat-occupying massage chairs, the status information includes whether the current shared massage chair in the venue has been occupied and whether it is in a fault state, the allowed seat-occupying massage chairs are composed of fixed allowed seat-occupying massage chairs and movable allowed seat-occupying massage chairs, the fixed allowed seat-occupying massage chairs are determined by whether the current shared massage chair in the venue is in a fault state, and the movable allowed seat-occupying massage chairs are flexibly determined by whether the current shared massage chair in the venue has been occupied; Step S400, real-time monitoring of whether there is any seat-occupying behavior on the massage chair where seat-occupancy is prohibited. When there is seat-occupying behavior, a voice prompt instruction is generated. Among them, if the massage function is not used within a preset time threshold after sitting down on the massage chair where seat-occupancy is prohibited, the current behavior is determined to be seat-occupying behavior. The preset time threshold can usually refer to 3 minutes, which is set according to actual conditions.

[0021] In this embodiment, the average predicted usage rate of the shared massage chairs in each time period in each shopping mall or station where shared massage chairs are deployed is predicted respectively, and the number of prohibited seats and the number of allowed seats in the current time period are determined according to the average predicted usage rate, and then the allowed massage chairs in the current time period are determined according to the number of allowed seats in the current time period and the status information of the current shared massage chairs in the venue, so as to achieve accurate classification of each shared massage chair in the venue in each time period according to actual usage needs, and accurately classify whether each shared massage chair belongs to a allowed seat or a prohibited seat in the current time period; and in the present invention, the allowed seat massage chairs are composed of fixed allowed seat massage chairs and movable allowed seat massage chairs, the fixed allowed seat massage chairs are determined by whether the current shared massage chair in the venue is in a fault state, and the movable allowed seat massage chairs are determined according to the number of movable allowed seat massage chairs and whether the current shared massage chair in the venue has been occupied, and whether there is seat occupation behavior on the prohibited seat massage chairs is monitored in real time, and when there is seat occupation behavior, a voice prompt instruction is generated, and the person with seat occupation behavior is driven away by the voice prompt instruction. The present invention can be further expanded so that the indicator light for prohibiting the massage chair from being occupied is red, while the indicator light for allowing the massage chair to be occupied is green, so that users can accurately identify and classify.

[0022] like Figure 2 As shown, as a preferred embodiment of the present invention, the step of determining the massage chairs allowed to occupy in the current time period according to the number of seats allowed to occupy in the current time period and the status information of the current shared massage chairs in the venue every other time period includes: Step S301, obtaining status information of the current shared massage chair in the venue, wherein the status information includes whether the current shared massage chair in the venue is occupied and whether it is in a fault state; Step S302, when there is a shared massage chair in a faulty state in the venue, it is determined that the shared massage chair in the faulty state is a fixed seat-allowing massage chair, and the number of the fixed seat-allowing massage chairs is counted; Step S303, determining the number of movable massage chairs allowed to occupy seats according to the number of seats allowed to occupy and the number of fixed massage chairs allowed to occupy seats, the number of movable massage chairs allowed to occupy seats=the number of seats allowed to occupy seats-the number of fixed massage chairs allowed to occupy seats, wherein the number of seats allowed to occupy seats≥the number of fixed massage chairs allowed to occupy seats≥0; Step S304, determining the massage chairs allowed to be occupied by the activity based on the number of massage chairs allowed to be occupied by the activity and whether the current shared massage chairs in the venue have been occupied.

[0023] As a preferred embodiment of the present invention, the step of determining the massage chairs allowed to be occupied by the activity according to the number of massage chairs allowed to be occupied by the activity and whether the current shared massage chairs in the venue have been occupied comprises: When the number of massage chairs allowed to be occupied by the activity is ≥ 1, and the number of shared massage chairs that have been occupied in the current venue is ≥ the number of massage chairs allowed to be occupied by the activity, the occupancy information of the shared massage chairs that have been occupied in the current venue is obtained, where the occupied shared massage chairs refer to the shared massage chairs that are occupied by the occupied person but do not use the massage function, wherein the occupancy information includes the occupancy time of the current occupant; The occupation time of the current seat occupant is sorted from small to large to obtain an occupation ranking table, and the n shared massage chairs ranked first in the seat ranking table are determined as active occupation massage chairs according to the number n of massage chairs allowed to occupy seats; in the present invention, the massage chairs allowed to occupy seats are updated in real time every other period, and in the present invention, the shared massage chairs with shorter occupation time of the current seat occupant are preferentially determined as active occupation massage chairs to avoid one person occupying the shared massage chair all the time, and the other shared seats in the current venue are determined as prohibited occupation massage chairs except for active occupation massage chairs and fixed occupation massage chairs; When the number of massage chairs allowed to be occupied by the activity is ≥ 1, but the number of shared massage chairs that are currently occupied is less than the number of massage chairs allowed to be occupied by the activity, determine whether there are idle shared massage chairs in the current venue. Idle shared massage chairs refer to shared massage chairs that are unoccupied, with no one occupying the seat and no one using the massage function; When there are no idle shared massage chairs, the number of seats allowed to be occupied is modified, and the currently occupied shared massage chairs are determined to be active massage chairs that allow seat occupation, the number of fixed massage chairs that allow seat occupation remains unchanged, and the remaining shared massage chairs are prohibited massage chairs; When there are idle shared massage chairs, n shared massage chairs are randomly determined from the idle shared massage chairs as active occupied massage chairs according to the number n of active occupied massage chairs, and the remaining shared massage chairs except the occupied massage chairs are prohibited occupied massage chairs.

[0024] In the present embodiment, the massage chairs allowed to be occupied are composed of fixed massage chairs allowed to be occupied and movable massage chairs allowed to be occupied. The fixed massage chairs allowed to be occupied are determined by whether the current shared massage chairs in the venue are in a faulty state, and the movable massage chairs allowed to be occupied are determined based on the number of movable massage chairs allowed to be occupied and whether the current shared massage chairs in the venue have been occupied. On this basis, the massage chairs allowed to be occupied in the current period are also determined based on the occupation time of the current occupant, which can avoid one occupant occupying the shared massage chair all the time, has a certain flexibility, and can effectively ensure the fair sharing of shared resources; at the same time, when the number of shared massage chairs that are currently occupied is less than the number of movable massage chairs allowed to be occupied, and when there are no idle shared massage chairs, the number of seats allowed to be occupied is corrected, and the shared massage chairs that are currently occupied are determined to be movable massage chairs allowed to be occupied, thereby realizing flexible correction of the number of seats allowed to be occupied according to actual usage needs.

[0025] like Figure 3 As shown, another object of the present invention is to provide a shared massage chair management system based on the Internet of Things, the system comprising: The prediction module 100 is used to train the neural network model using historical data to obtain a prediction usage model of the shared massage chairs, and output an average prediction usage rate of the shared massage chairs in each time period of the current place within a unit time period based on the prediction usage model, where the average prediction usage rate refers to the ratio of the number of shared massage chairs used in this time period to the total number of all shared massage chairs in the place; The module 200 for determining the number of seats allowed to be occupied is used to determine the number of seats prohibited to be occupied and the number of seats allowed to be occupied in the current period according to the average predicted usage rate; the number of seats prohibited to be occupied = the total number of shared massage chairs in the current place * the average predicted usage rate, and the number of seats allowed to be occupied = the total number of shared massage chairs in the current place - the number of seats prohibited to be occupied; The seat-occupancy-allowed massage chair determination module 300 is used to determine the seat-occupancy-allowed massage chairs in the current time period according to the number of seats-occupancy-allowed in the current time period and the status information of the current shared massage chairs in the venue at every time period, wherein the shared massage chairs in the venue are classified into seat-occupancy-allowed massage chairs and seat-occupancy-prohibited massage chairs, and the status information includes whether the current shared massage chair in the venue has been occupied and whether it is in a fault state, and the seat-occupancy-allowed massage chairs are composed of fixed seat-occupancy-allowed massage chairs and movable seat-occupancy-allowed massage chairs, and the fixed seat-occupancy-allowed massage chairs are determined by whether the current shared massage chair in the venue is in a fault state, and the movable seat-occupancy-allowed massage chairs are flexibly determined by whether the current shared massage chair in the venue has been occupied; The seat occupation prompt module 400 is used to monitor in real time whether there is any seat occupation behavior on the massage chair where seat occupation is prohibited. When there is seat occupation behavior, a voice prompt instruction is generated. Among them, if the massage function is not used within a preset time threshold after sitting down on the massage chair where seat occupation is prohibited, the current behavior is determined to be seat occupation behavior.

[0026] As a preferred embodiment of the present invention, the massage chair seat occupancy determination module 300 includes: A status information acquisition unit, used to acquire status information of the current shared massage chair in the venue, wherein the status information includes whether the current shared massage chair in the venue has been occupied and whether it is in a fault state; A fixed seat allowed to be occupied determination unit, used for determining that a shared massage chair in a faulty state is a fixed seat allowed to be occupied massage chair when there is a shared massage chair in a faulty state in the venue, and counting the number of fixed seat allowed to be occupied massage chairs; a quantity determination unit, for determining the number of movable massage chairs allowed to occupy seats according to the number of seats allowed to occupy seats and the number of fixed massage chairs allowed to occupy seats, wherein the number of movable massage chairs allowed to occupy seats=the number of seats allowed to occupy seats-the number of fixed massage chairs allowed to occupy seats, wherein the number of seats allowed to occupy seats ≥ the number of fixed massage chairs allowed to occupy seats ≥ 0; The activity allowed seat occupation determination unit is used to determine the massage chairs allowed to occupy the activity according to the number of massage chairs allowed to occupy the activity and whether the current shared massage chairs in the venue have been occupied.

[0027] As a preferred embodiment of the present invention, the activity seat occupancy determination unit includes: The occupancy information acquisition subunit is used to acquire the occupancy information of the shared massage chairs that have been occupied in the current place when the number of massage chairs allowed to be occupied by the activity is ≥ 1, and the number of shared massage chairs that have been occupied in the current place is ≥ the number of massage chairs allowed to be occupied by the activity, wherein the occupied shared massage chair refers to a shared massage chair that is occupied by an occupied person but does not use the massage function, wherein the occupancy information includes the occupancy time of the current occupant; The first classification subunit of the massage chair is used to sort the occupation time of the current seat occupant from small to large to obtain an occupation ranking table, and determine the top n shared massage chairs from the occupation ranking table as active occupation massage chairs according to the number n of active occupation massage chairs. In the present invention, the occupation massage chairs are updated in real time every other period, and in the present invention, the shared massage chairs with shorter occupation time of the current seat occupant are preferentially determined as active occupation massage chairs to avoid one person occupying the shared massage chair all the time, and determine that except for the active occupation massage chairs and the fixed occupation massage chairs, the rest of the shared seats in the current venue are prohibited occupation massage chairs; The idle massage chair determination subunit is used to determine whether there is an idle shared massage chair in the current place when the number of massage chairs allowed to be occupied by the activity is ≥ 1, but the number of shared massage chairs that are currently occupied is less than the number of massage chairs allowed to be occupied by the activity; an idle shared massage chair refers to a shared massage chair that is unoccupied, with no one occupying the seat and no one using the massage function; The second classification subunit of the massage chair is used to modify the number of seats allowed to be occupied when there are no idle shared massage chairs, and determine that the currently occupied shared massage chairs are active massage chairs that allow seat occupation, the number of fixed massage chairs that allow seat occupation remains unchanged, and the remaining shared massage chairs are massage chairs that prohibit seat occupation; The third classification subunit of the massage chair is used to randomly determine n shared massage chairs from the idle shared massage chairs as massage chairs allowed to be occupied in the activity according to the number n of massage chairs allowed to be occupied in the activity when there are idle shared massage chairs, and the remaining shared massage chairs except the massage chairs allowed to be occupied are massage chairs prohibited from being occupied.

[0028] It should be noted that, in this article, the term "comprises" or any other variant thereof is intended to cover non-exclusive inclusion, so that a process, method, article or device including a series of elements includes not only those elements, but also includes other elements not explicitly listed, or also includes elements inherent to such process, method, article or device. In the absence of more restrictions, an element defined by the sentence "comprises a ..." does not exclude the existence of other identical elements in the process, method, article or device including the element.

[0029] The above are only preferred embodiments of the present invention, and are not intended to limit the patent scope of the present invention. Any equivalent structure or equivalent process transformation made using the contents of the present invention specification and drawings, or directly or indirectly applied in other related technical fields, are also included in the patent protection scope of the present invention.

Claims

1. A shared massage chair management method based on the Internet of Things, characterized in that: The method comprises the following steps: Using historical data to train a neural network model to obtain a prediction usage model for shared massage chairs, and outputting an average prediction usage rate of shared massage chairs in each time period of the current location based on the prediction usage model; Determine the number of prohibited seats and the number of allowed seats in the current time period according to the average predicted usage rate; Determine the massage chairs allowed to occupy seats in the current time period at every other time period according to the number of seats allowed to occupy seats in the current time period and the status information of the current shared massage chairs in the venue, wherein the shared massage chairs in the venue are classified into massage chairs allowed to occupy seats and massage chairs prohibited from occupying seats, the status information includes whether the current shared massage chairs in the venue have been occupied and whether they are in a faulty state, the massage chairs allowed to occupy seats are composed of fixed massage chairs allowed to occupy seats and movable massage chairs allowed to occupy seats, the fixed massage chairs allowed to occupy seats are determined by whether the current shared massage chairs in the venue are in a faulty state, and the movable massage chairs allowed to occupy seats are determined by whether the current shared massage chairs in the venue have been occupied; Real-time monitoring is performed to determine whether there is any seat-occupying behavior on a massage chair where seat-occupying is prohibited. When seat-occupying behavior occurs, a voice prompt command is generated. When the massage function is not used within a preset time threshold after the massage chair where seat-occupying is prohibited is sat down, the current behavior is determined to be seat-occupying behavior.

2. The shared massage chair management method based on the Internet of Things according to claim 1 is characterized in that: The step of determining the number of prohibited seats and the number of allowed seats in the current time period according to the average predicted usage rate comprises: Get the total number of shared massage chairs in the current venue; Determine the number of prohibited seats based on the total number of shared massage chairs in the current venue and the average predicted usage rate. The number of prohibited seats = the total number of shared massage chairs in the current venue * the average predicted usage rate; The number of seats allowed is determined based on the total number of shared massage chairs in the current venue and the number of seats prohibited from being occupied. The number of seats allowed = the total number of shared massage chairs in the current venue - the number of seats prohibited from being occupied.

3. The shared massage chair management method based on the Internet of Things according to claim 1 is characterized in that: The step of determining the massage chairs allowed to occupy in the current time period according to the number of seats allowed to occupy in the current time period and the status information of the current shared massage chairs in the venue every other time period comprises: Obtaining status information of the current shared massage chair in the venue, wherein the status information includes whether the current shared massage chair in the venue is occupied and whether it is in a fault state; When there is a shared massage chair in a faulty state in the venue, the shared massage chair in the faulty state is determined to be a fixed-seat massage chair, and the number of fixed-seat massage chairs is counted; Determine the number of movable massage chairs according to the number of seats allowed and the number of fixed massage chairs allowed, the number of movable massage chairs allowed=the number of seats allowed-the number of fixed massage chairs allowed, wherein the number of seats allowed≥the number of fixed massage chairs allowed≥0; The massage chairs allowed to be occupied by the activity are determined based on the number of massage chairs allowed to be occupied by the activity and whether the current shared massage chairs in the venue have been occupied.

4. The shared massage chair management method based on the Internet of Things according to claim 3 is characterized in that: The step of determining the massage chairs allowed to be occupied by the activity according to the number of massage chairs allowed to be occupied by the activity and whether the current shared massage chairs in the venue have been occupied comprises: When the number of massage chairs allowed to be occupied by the activity is ≥ 1, and the number of shared massage chairs that have been occupied in the current venue is ≥ the number of massage chairs allowed to be occupied by the activity, the occupancy information of the shared massage chairs that have been occupied in the current venue is obtained, wherein the occupancy information includes the occupancy time of the current occupant; The current seat occupants' occupancy time is sorted from small to large to obtain a seat occupancy ranking table, and the top n shared massage chairs are determined as active seat occupancy massage chairs from the seat occupancy ranking table according to the number n of massage chairs allowed to be occupied by the activity, and it is determined that except for the active seat occupancy massage chairs and the fixed seat occupancy massage chairs in the current venue, the remaining shared seats are prohibited seat occupancy massage chairs; When the number of massage chairs allowed to be occupied by the activity is ≥ 1, but the number of shared massage chairs that are currently occupied is less than the number of massage chairs allowed to be occupied by the activity, determine whether there are idle shared massage chairs in the current venue; When there are no idle shared massage chairs, the number of seats allowed to be occupied is modified, and the currently occupied shared massage chairs are determined to be active massage chairs that allow seat occupation, the number of fixed massage chairs that allow seat occupation remains unchanged, and the remaining shared massage chairs are prohibited massage chairs; When there are idle shared massage chairs, n shared massage chairs are randomly determined from the idle shared massage chairs as active occupied massage chairs according to the number n of active occupied massage chairs, and the remaining shared massage chairs except the occupied massage chairs are prohibited occupied massage chairs.

5. The shared massage chair management system based on the Internet of Things is characterized by: The system comprises: Using a prediction module, for training a neural network model with historical data to obtain a prediction usage model of a shared massage chair, and outputting an average predicted usage rate of the shared massage chair in each time period of the current place based on the prediction usage model; A module for determining the number of seats allowed to be occupied, used to determine the number of seats prohibited from being occupied and the number of seats allowed to be occupied in the current time period according to the average predicted utilization rate; A massage chair determination module is used to determine the massage chairs allowed to occupy a seat in the current time period according to the number of seats allowed to occupy in the current time period and the status information of the current shared massage chairs in the venue at intervals, wherein the shared massage chairs in the venue are classified into massage chairs allowed to occupy a seat and massage chairs prohibited from occupying a seat, the status information includes whether the current shared massage chair in the venue has been occupied and whether it is in a fault state, the massage chairs allowed to occupy a seat are composed of fixed massage chairs allowed to occupy a seat and movable massage chairs allowed to occupy a seat, the fixed massage chairs allowed to occupy a seat are determined by whether the current shared massage chair in the venue is in a fault state, and the movable massage chairs allowed to occupy a seat are determined by whether the current shared massage chair in the venue has been occupied; The seat occupation prompt module is used to monitor in real time whether there is any seat occupation behavior on the massage chair where seat occupation is prohibited. When there is seat occupation behavior, a voice prompt instruction is generated. Among them, if the massage function is not used within a preset time threshold after sitting down in the massage chair where seat occupation is prohibited, the current behavior is determined to be seat occupation behavior.

6. The shared massage chair management system based on the Internet of Things according to claim 5 is characterized in that: The massage chair seat occupancy determination module includes: A status information acquisition unit, used to acquire status information of the current shared massage chair in the venue, wherein the status information includes whether the current shared massage chair in the venue has been occupied and whether it is in a fault state; A fixed seat allowed to be occupied determination unit, used for determining that a shared massage chair in a faulty state is a fixed seat allowed to be occupied massage chair when there is a shared massage chair in a faulty state in the venue, and counting the number of fixed seat allowed to be occupied massage chairs; a quantity determination unit, for determining the number of movable massage chairs allowed to occupy seats according to the number of seats allowed to occupy seats and the number of fixed massage chairs allowed to occupy seats, wherein the number of movable massage chairs allowed to occupy seats=the number of seats allowed to occupy seats-the number of fixed massage chairs allowed to occupy seats, wherein the number of seats allowed to occupy seats ≥ the number of fixed massage chairs allowed to occupy seats ≥ 0; The activity allowed seat occupation determination unit is used to determine the massage chairs allowed to occupy the activity according to the number of massage chairs allowed to occupy the activity and whether the current shared massage chairs in the venue have been occupied.

7. The shared massage chair management system based on the Internet of Things according to claim 6 is characterized in that: The activity seat occupancy determination unit comprises: The occupancy information acquisition subunit is used to acquire the occupancy information of the shared massage chairs that have been occupied in the current place when the number of massage chairs allowed to be occupied by the activity is ≥ 1, and the number of shared massage chairs that have been occupied in the current place is ≥ the number of massage chairs allowed to be occupied by the activity, wherein the occupancy information includes the occupancy time of the current occupant; The first classification subunit of the massage chair is used to sort the occupation time of the current seat occupant from small to large to obtain a seat occupancy ranking table, and determine the top n shared massage chairs in the seat occupancy ranking table as active seat occupancy massage chairs according to the number n of active seat occupancy massage chairs, and determine that except for active seat occupancy massage chairs and fixed seat occupancy massage chairs in the current venue, the remaining shared seats are prohibited seat occupancy massage chairs; The idle massage chair determination subunit is used to determine whether there are idle shared massage chairs in the current place when the number of massage chairs allowed to be occupied by the activity is ≥ 1, but the number of shared massage chairs that are currently occupied is less than the number of massage chairs allowed to be occupied by the activity; The second classification subunit of the massage chair is used to modify the number of seats allowed to be occupied when there are no idle shared massage chairs, and determine that the currently occupied shared massage chairs are active massage chairs that allow seat occupation, the number of fixed massage chairs that allow seat occupation remains unchanged, and the remaining shared massage chairs are massage chairs that prohibit seat occupation; The third classification subunit of the massage chair is used to randomly determine n shared massage chairs from the idle shared massage chairs as massage chairs allowed to be occupied in the activity according to the number n of massage chairs allowed to be occupied in the activity when there are idle shared massage chairs, and the remaining shared massage chairs except the massage chairs allowed to be occupied are massage chairs prohibited from being occupied.

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