Water purifier control method and system based on AI model, terminal and storage medium

Abstract

The invention discloses a water purifier control method and system based on an AI model, a terminal and a storage medium, and relates to the technical field of water purifier control. Acquiring using parameters of the water purifier in the next day; training an AI model based on the using parameters of the next day and the purified water using data; using the trained AI model to analyze the latest water purification use data, and controlling the water purifier; the water purifier control method is used for solving the problems that in an existing water purifier control method, the water yield of a water purifier cannot be controlled based on the water using habit of a user, so that the diversified requirements of the user cannot be effectively met when the user needs different water using amounts in different time periods within one day, and the user experience is poor. The actual water use experience of the user is influenced; and the water taking efficiency is reduced.

Description

Technical Field

[0001] The present invention relates to the field of water purifier control technology, and specifically to a water purifier control method, system, terminal and storage medium based on an AI model. Background Art

[0002] A water purifier, also called a water purifier or a water purifier, is a water treatment device that deeply filters and purifies water according to the requirements for water use. The water purifier we usually talk about generally refers to a small purifier for home use. Its technical core is the filter membrane in the filter element device, and the main technologies come from ultrafiltration membrane, RO reverse osmosis membrane and nanofiltration membrane. The control mechanism of the water purifier mainly includes switch control, flow control and temperature regulation.

[0003] Existing improvements in water purifier control usually control the water output of the water purifier by a preset water intake volume, such as by setting the user's single water output, default water output and maximum water output, etc., to control the water output of the water purifier when it is used by the user, so as to achieve control of the water purifier. Although this improvement method can improve the versatility of the water output of the water purifier, it is impossible to control the water output of the water purifier based on the user's water use habits. This will result in that when the user needs different water consumption at different times of the day, only the preset single water output cannot effectively meet the user's diverse needs, resulting in problems that affect the user's actual water use experience. For example, in a patent application with authorization announcement number CN117800425B, an artificial intelligence-based water purifier control method and system are disclosed. This solution is to use a target The static state vector and the changing state vector output by the decision-making output of the water purifier control AI model generate the corresponding water purifier control strategy, which can realize precise control of the water purifier and efficient and intelligent processing of the water quality status of the water purifier. However, it still cannot effectively meet the diverse needs of users. Other improvements for water purifier control usually increase the types and quantities of users' water collection parameters, thereby increasing the user's selectivity when collecting water. This improvement method still cannot control the water output of the water purifier based on the user's water use habits. This will result in the user needing different water consumption at different times during the day. The water collection parameters need to be selected each time water is drawn, which affects the user's actual water use experience and reduces the water collection efficiency. In view of this, it is necessary to improve the existing methods for water purifier control. Summary of the invention

[0004] The present invention aims to solve one of the technical problems in the prior art to at least a certain extent, by proposing a water purifier control method, system, terminal and storage medium based on an AI model, so as to solve the problem that the water output of the water purifier cannot be controlled based on the user's water usage habits in the existing water purifier control method. This will result in the inability to effectively meet the user's diverse needs when the user requires different water consumption at different times during the day, thus affecting the user's actual water use experience and reducing the water extraction efficiency.

[0005] To achieve the above objectives, in a first aspect, the present application provides a water purifier control method based on an AI model, comprising the following steps: Obtaining usage data of the water purifier used over multiple days, recorded as purified water usage data; analyzing the purified water usage data, and obtaining alternate-day usage parameters of the water purifier based on the analysis results, wherein the alternate-day usage parameters include alternate-day water consumption and alternate-day water use period; Establish an AI model and train it based on alternate-day usage parameters and water purification usage data; Use the trained AI model to obtain the latest water usage data of the water purifier, analyze the latest water usage data, and use AI to control the water purifier based on the analysis results.

[0006] Furthermore, the water purification usage data is analyzed, and the next-day usage parameters of the water purifier are obtained based on the analysis results, including: Obtain the usage data of the water purifier used in multiple days and record it as the water purification usage data; based on the daily usage data of the water purifier in the water purification usage data, record the daily usage data from the front to the back as daily usage data RS1 to daily usage data RS c ; For daily usage data RS1 to daily usage data RS c-1 Any day usage data RS v , the daily usage data RS v The number of times the water purifier is used is recorded as the daily usage frequency RC v , the daily usage data RS v+1 The number of times the water purifier is used is recorded as the daily usage frequency RC v+1 , where v is a positive integer less than or equal to c-1 and greater than or equal to 1; Create a timeline, record it as the usage analysis timeline; mark the daily usage data RS in the usage analysis timeline v And daily usage data RS v+1 The time the water purifier is used each time.

[0007] Furthermore, analyzing the water purification usage data and obtaining the next-day usage parameters of the water purifier based on the analysis results also includes: Number of times used on the day RC v Greater than or equal to the number of times used per day RC v+1 For daily usage data RS v+1 The time T1 at which the water purifier is used at any time, and the daily usage data RS v The time when the water purifier closest to T1 was used is recorded as T2, and T2 is recorded as the reference time of the next day; obtain the daily usage data RS v All next-day reference times in; Establish a plane rectangular coordinate system, recorded as the daily analysis coordinate system, where the unit of the X-axis of the daily analysis coordinate system is time, and the unit of the Y-axis is liter; based on the daily usage data RS v+1 The time points corresponding to all the daily usage times of the water purifier and the purified water volume corresponding to each time point are plotted in the next-day analysis coordinate system, which is recorded as reference curve No. 1; Based on the water purification volume of the water purifier at all alternate reference times in the daily usage data RSv, a corresponding curve is drawn in the alternate day analysis coordinate system, which is recorded as reference curve No. 2; For any point with a horizontal coordinate of X1 and a vertical coordinate of Y1 in the reference curve No. 1, mark the vertical coordinate with a horizontal coordinate of X1 in the reference curve No. 2 as Y2, and record the value of Y1 minus Y2 as the vertical coordinate No. 3; obtain the vertical coordinate No. 3 corresponding to all the horizontal coordinates in the reference curve No. 1, and record the curve formed by all the three vertical coordinates as the reference curve No. 3.

[0008] Furthermore, analyzing the water purification usage data and obtaining the next-day usage parameters of the water purifier based on the analysis results also includes: Number of times used on the day RC v Less than the number of times used per day RC v+1 For daily usage data RS v The time T1 at which the water purifier is used at any time, and the daily usage data RS v+1 The time when the water purifier closest to T1 was used is recorded as T2, and T2 is recorded as the reference time of the next day; obtain the daily usage data RS v+1 All next-day reference times in; Establish a plane rectangular coordinate system, recorded as the daily analysis coordinate system, where the unit of the X-axis of the daily analysis coordinate system is time, and the unit of the Y-axis is liter; based on the daily usage data RS v The time points corresponding to all the daily usage times of the water purifier and the purified water volume corresponding to each time point are plotted in the next-day analysis coordinate system, which is recorded as reference curve No. 1; Based on daily usage data RS v+1 The water purification volume of the medium water purifier at all reference times every other day is plotted in the every other day analysis coordinate system, which is recorded as reference curve No. 2.

[0009] Furthermore, analyzing the water purification usage data and obtaining the next-day usage parameters of the water purifier based on the analysis results also includes: For any point with a horizontal coordinate of X1 and a vertical coordinate of Y1 in the reference curve No. 1, mark the vertical coordinate with the horizontal coordinate of X1 in the reference curve No. 2 as Y2, and record the value of Y2 minus Y1 as the vertical coordinate No. 3; obtain the vertical coordinate No. 3 corresponding to all the horizontal coordinates in the reference curve No. 1, and record the curve formed by all the vertical coordinates No. 3 as the reference curve No. 3; When there is a point with a vertical coordinate of 0 in the reference curve No. 3 other than the origin, the points where the reference curve No. 3 intersects with the X-axis are recorded from left to right as the next day division point GF1 to the next day division point GF b , and record the time periods corresponding to all adjacent every-other-day dividing points GF as the every-other-day water use period, where the every-other-day dividing point GF does not include the coordinate origin; For any alternate-day water use period, the area of ​​the closed region enclosed by the No. 3 reference curve and the X-axis in the alternate-day water use period is recorded as the alternate-day water use amount of the alternate-day water use period; For any two adjacent split points GF corresponding to a water use period every other day n and the next day's split point GF m , when the next day's split point GF n and the next day's split point GF m When the No. 3 reference curve between the two is in the first quadrant, the water consumption period of the next day is recorded as the rising period; when the next day division point GF n and the next day's split point GF m When the No. 3 reference curve between is in the fourth quadrant, the water consumption period of the next day is recorded as the reduction period, where n is a positive integer less than or equal to b-1 and greater than or equal to 1, m is a positive integer less than or equal to b and greater than or equal to 2, n=m-1; When there is no point with a vertical coordinate of 0 other than the origin of the coordinate in the No. 3 reference curve and the No. 3 reference curve is in the first quadrant, the water use period of the next day is set to the whole day, and the water consumption of the next day is set to L0, where L0 is the area formed by the No. 3 reference curve, the X-axis and X=24h; When there is no point with a vertical coordinate of 0 other than the origin of the coordinate in the No. 3 reference curve and the No. 3 reference curve is in the fourth quadrant, the water use period of the next day is set to the whole day, and the water consumption of the next day is set to -L0, where L0 is the area formed by the No. 3 reference curve, the X-axis and X=24h; Get daily usage data RS1 to daily usage data RS c-1 The water use period and water consumption of the next day corresponding to all daily usage data RS are recorded.

[0010] Furthermore, an AI model is established and trained based on the next-day usage parameters and water purification usage data, including: Establish an AI model and input the purified water usage data into the AI ​​model. Based on the water use period and the method of obtaining the water use amount every other day, repeatedly obtain the daily usage data RS1 to the daily usage data RS c-1 The water use period and water consumption of the next day corresponding to all daily usage data RS in the AI ​​model, until the water use period and water consumption of the next day obtained in the AI ​​model are consistent with the recorded daily usage data RS1 to the daily usage data RS c-1 The water use period and water consumption of the next day corresponding to all daily usage data RS are the same; The AI ​​model is recorded as the trained AI model.

[0011] Furthermore, the trained AI model is used to obtain the latest water usage data of the water purifier, and the latest water usage data is analyzed. Based on the analysis results, the AI ​​is used to control the water purifier, including: The water usage data of the water purifier within the latest day is obtained in real time and recorded as the latest usage data, and the water usage data of the water purifier one day before the latest usage data is recorded as the parameter usage data, the parameter usage data and the latest usage data are input into the trained AI model, and the water use period and water consumption of the next day corresponding to the parameter usage data are obtained; When the water use period of the next day of the parameter usage data is the whole day, obtain the daily usage data RS1 to the daily usage data RS c-2 The daily usage data RS with the smallest difference between the daily usage data RS and the daily usage data RS of the parameter usage data is recorded as the reference usage data; When the water usage period of the parameter usage data is not the whole day, the parameter usage data and the daily usage data RS1 to RS2 are obtained by using the daily association algorithm. c-2 Each day in the RS uses the next-day correlation parameters of the data, and the next-day correlation algorithm is: , where F is the next-day association parameter, q is the minimum value of the number of next-day water use periods of the parameter usage data and the daily usage data RS; when the i-th next-day water use period of the parameter usage data is an increase period, f i is 1; when the i-th water consumption period of the parameter usage data is a decreasing period, f i is 0; when the i-th water consumption period of the daily usage data RS is the rising period, g i is 0; when the i-th water consumption period of the daily usage data RS is a decreasing period, g i is 1; p i is the water consumption of the ith day of the daily usage data RS; The daily usage data RS with the largest absolute value of the correlation parameter on the next day is recorded as the reference usage data; The daily usage data RS of the day after the date corresponding to the reference usage data is recorded as the application usage data; based on the increase in the alternate-day water consumption in each alternate-day water consumption period in the application usage data, the water purification volume of the water purifier is controlled using AI.

[0012] In the second aspect, the present application also provides a water purifier control system based on an AI model, including an alternate-day water use analysis module, an AI model building module, and an AI water purification control module; The alternate-day water use analysis module is used to obtain the usage data of the water purifier used in multiple days, recorded as purified water usage data; analyze the purified water usage data, and obtain the alternate-day usage parameters and alternate-day parameter ranges of the water purifier based on the analysis results, wherein the alternate-day usage parameters include the alternate-day water consumption and the alternate-day water use period; The AI ​​model building module is used to build an AI model and train the AI ​​model based on the alternate-day usage parameters and water purification usage data; The AI ​​water purification control module is used to use the trained AI model to obtain the latest water purification usage data of the water purifier, analyze the latest water purification usage data, and use AI to control the water purifier based on the analysis results.

[0013] In a third aspect, the present application provides an electronic terminal, comprising a processor and a memory, wherein the memory stores computer-readable instructions, and when the computer-readable instructions are executed by the processor, the steps in the above method are performed.

[0014] In a fourth aspect, the present application provides a storage medium having a computer program stored thereon, and when the computer program is executed by a processor, the steps in the above method are performed.

[0015] Beneficial effects of the present invention: The present application first obtains the usage data of the water purifier used in multiple days; analyzes the water purification usage data, and obtains the usage parameters of the water purifier on alternate days based on the analysis results. The advantage of this is that by obtaining the water purification usage data and obtaining the usage parameters of alternate days based on the water purification usage data, the difference between the water purifier usage data of the day and the water purifier usage data of the previous day during the period when the user uses the water purifier can be obtained, which is helpful for analyzing the user's water use habits, so that the user's water use habits are entered in the subsequent AI training, so as to control the water purifier used by the user on the day based on the user's water use situation on the previous day, thereby meeting the user's diverse needs when using the water purifier; The present application also establishes an AI model, and trains the AI ​​model based on the alternate-day usage parameters and the purified water usage data; finally, the trained AI model is used to obtain the latest purified water usage data of the water purifier, and the latest purified water usage data is analyzed, and the water purifier is controlled by AI based on the analysis results. The advantage of this is that by using the AI ​​model's alternate-day usage parameters and the purified water usage data for input and training, it can ensure that the AI ​​model can complete the learning of the user's water purifier usage habits, so as to ensure that during the control process of the water purifier, the user's diverse needs can be met through AI, so as to simplify the water extraction steps, improve the user's actual water use experience and improve the water extraction efficiency. BRIEF DESCRIPTION OF THE DRAWINGS

[0016] Figure 1 is a functional block diagram of the system of the present invention; Figure 2 is a flow chart of the steps of the method of the present invention; Figure 3 It is a schematic diagram of obtaining the reference time of the next day according to the present invention; Figure 4 This is a schematic diagram of obtaining the water consumption every other day according to the present invention; Figure 5 It is a schematic structural diagram of the electronic device of the present invention. DETAILED DESCRIPTION

[0017] The following will be combined with the drawings in the embodiments of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.

[0018] Example 1, please refer to Figure 1 As shown, the present application provides a water purifier control system based on an AI model, including an alternate-day water use analysis module, an AI model building module, and an AI water purification control module; The alternate-day water use analysis module is used to obtain the usage data of the water purifier used in multiple days, recorded as purified water usage data; analyze the purified water usage data, and obtain the alternate-day usage parameters and alternate-day parameter ranges of the water purifier based on the analysis results, wherein the alternate-day usage parameters include the alternate-day water consumption and the alternate-day water use period; The alternate-day water use analysis module includes an alternate-day parameter analysis unit, which is configured with an alternate-day parameter analysis strategy. The alternate-day parameter analysis strategy includes: Obtain the usage data of the water purifier used in multiple days and record it as the water purification usage data; based on the daily usage data of the water purifier in the water purification usage data, record the daily usage data from the front to the back as daily usage data RS1 to daily usage data RS c ; In the specific implementation process, when obtaining water purification usage data, variables should be controlled. For example, for the same user, only the user's usage data of the water purifier on multiple days should be obtained to ensure that the parameters of subsequent analysis can meet the user's water purification usage habits; For daily usage data RS1 to daily usage data RS c-1 Any day usage data RS v , the daily usage data RS v The number of times the water purifier is used is recorded as the daily usage frequency RC v , the daily usage data RS v+1 The number of times the water purifier is used is recorded as the daily usage frequency RC v+1 , where v is a positive integer less than or equal to c-1 and greater than or equal to 1; Create a timeline, record it as the usage analysis timeline; mark the daily usage data RS in the usage analysis timeline v And daily usage data RS v+1 The time the water purifier is used each time; In the specific implementation process, for example, during a data processing, the usage analysis timeline is as follows: Figure 3 As shown, TT1 to TT6 are daily usage data RS v The water purifier is used at multiple times, TT7 to TT10 are daily usage data RS v+1 The number of times the water purifier is used is RC v Greater than or equal to the number of times used per day RC v+1 For daily usage data RS v+1 The time when any water purifier is used can be RS v The time TT2 in the figure is recorded as the reference time of the next day. By obtaining the reference time of the next day, the usage data of the water purifier can be obtained for two times with a close time difference in two days, which is helpful for analyzing the user's usage habits. Number of times used on the day RC v Greater than or equal to the number of times used per day RC v+1 For daily usage data RS v+1 The time T1 at which the water purifier is used at any time, and the daily usage data RS v The time when the water purifier closest to T1 was used is recorded as T2, and T2 is recorded as the reference time of the next day; obtain the daily usage data RS vAll next-day reference times in; Establish a plane rectangular coordinate system, recorded as the daily analysis coordinate system, where the unit of the X-axis of the daily analysis coordinate system is time, and the unit of the Y-axis is liter; based on the daily usage data RS v+1 The time points corresponding to all the daily usage times of the water purifier and the purified water volume corresponding to each time point are plotted in the next-day analysis coordinate system, which is recorded as reference curve No. 1; Based on the water purification volume of the water purifier at all alternate reference times in the daily usage data RSv, a corresponding curve is drawn in the alternate day analysis coordinate system, which is recorded as reference curve No. 2; For any point with a horizontal coordinate of X1 and a vertical coordinate of Y1 in the reference curve No. 1, mark the vertical coordinate with the horizontal coordinate of X1 in the reference curve No. 2 as Y2, and record the value of Y1 minus Y2 as the vertical coordinate No. 3; obtain the vertical coordinate No. 3 corresponding to all the horizontal coordinates in the reference curve No. 1, and record the curve formed by all the vertical coordinates No. 3 as the reference curve No. 3; In the specific implementation process, due to the number of daily use RC v RC v+1 The value of will affect the drawing of the first reference curve and the second reference curve. Therefore, in this embodiment, the daily usage times RC v Greater than or equal to the number of times used per day RC v+1 And the number of times used per day RC v Less than the number of times used per day RC v+1 For analysis, a coordinate system for the next day analysis will be drawn in the context. In actual analysis, only one coordinate system for the next day analysis is needed. Number of times used on the day RC v Less than the number of times used per day RC v+1 For daily usage data RS v The time T1 at which the water purifier is used at any time, and the daily usage data RS v+1 The time when the water purifier closest to T1 was used is recorded as T2, and T2 is recorded as the reference time of the next day; obtain the daily usage data RS v+1 All next-day reference times in; Establish a plane rectangular coordinate system, recorded as the daily analysis coordinate system, where the unit of the X-axis of the daily analysis coordinate system is time, and the unit of the Y-axis is liter; based on the daily usage data RS v The time points corresponding to all the daily usage times of the water purifier and the purified water volume corresponding to each time point are plotted in the next-day analysis coordinate system, which is recorded as reference curve No. 1; Based on daily usage data RS v+1 The water purification volume of the medium water purifier at all reference times every other day is plotted in the every other day analysis coordinate system, which is recorded as reference curve No. 2; For any point with a horizontal coordinate of X1 and a vertical coordinate of Y1 in the reference curve No. 1, mark the vertical coordinate with the horizontal coordinate of X1 in the reference curve No. 2 as Y2, and record the value of Y2 minus Y1 as the vertical coordinate No. 3; obtain the vertical coordinate No. 3 corresponding to all the horizontal coordinates in the reference curve No. 1, and record the curve formed by all the vertical coordinates No. 3 as the reference curve No. 3; In the specific implementation process, for example, during a data processing, the reference curve No. 3 is obtained as follows Figure 4 As shown, curve SQ1 is the third reference curve, GF1 to GF4 are the every other day dividing points GF1 to the every other day dividing points GF4 respectively, then for the every other day water consumption period formed by GF2 and GF3, the area of ​​SS1 can be recorded as the every other day water consumption of the every other day water consumption period formed by GF2 and GF3; When there is a point with a vertical coordinate of 0 in the reference curve No. 3 other than the origin, the points where the reference curve No. 3 intersects with the X-axis are recorded from left to right as the next day division point GF1 to the next day division point GF b , and record the time periods corresponding to all adjacent every-other-day dividing points GF as the every-other-day water use period, where the every-other-day dividing point GF does not include the coordinate origin; For any alternate-day water use period, the area of ​​the closed region enclosed by the No. 3 reference curve and the X-axis in the alternate-day water use period is recorded as the alternate-day water use amount of the alternate-day water use period; For any two adjacent split points GF corresponding to a water use period every other day n and the next day's split point GF m , when the next day's split point GF n and the next day's split point GF m When the No. 3 reference curve between the two is in the first quadrant, the water consumption period of the next day is recorded as the rising period; when the next day division point GF n and the next day's split point GF m When the No. 3 reference curve between is in the fourth quadrant, the water consumption period of the next day is recorded as the reduction period, where n is a positive integer less than or equal to b-1 and greater than or equal to 1, m is a positive integer less than or equal to b and greater than or equal to 2, n=m-1; In the specific implementation process, when all three reference curves are in the first quadrant, it means that the daily usage data RS v+1 The water consumption in each alternate-day usage period is greater than the daily usage data RS v The water consumption of each alternate day usage period in the figure can be directly used as the alternate day water consumption based on the reference curve No. 3, the X-axis and the area formed by X=24h, and the alternate day water consumption period is set to the whole day; When there is no point with a vertical coordinate of 0 other than the origin of the coordinate in the No. 3 reference curve and the No. 3 reference curve is in the first quadrant, the water use period of the next day is set to the whole day, and the water consumption of the next day is set to L0, where L0 is the area formed by the No. 3 reference curve, the X-axis and X=24h; In the specific implementation process, in this embodiment, the data time corresponding to each daily usage data RS is from 0:00 to 24:00 in a day by default, so 24:00 is the midpoint of the third reference curve. In actual application, X=24h can be changed according to the maximum time corresponding to the data of the daily usage data RS; When there is no point with a vertical coordinate of 0 other than the origin of the coordinate in the No. 3 reference curve and the No. 3 reference curve is in the fourth quadrant, the water use period of the next day is set to the whole day, and the water consumption of the next day is set to -L0, where L0 is the area formed by the No. 3 reference curve, the X-axis and X=24h; Get daily usage data RS1 to daily usage data RS c-1 The water use period and water consumption of the next day corresponding to all daily usage data RS are recorded.

[0019] The AI ​​model building module is used to build an AI model and train the AI ​​model based on the daily usage parameters and water purification usage data; the AI ​​model building module includes an AI building training unit, and the AI ​​building training unit is configured with an AI building training strategy, and the AI ​​building training strategy includes: Establish an AI model and input the purified water usage data into the AI ​​model. Based on the water use period and the method of obtaining the water use amount every other day, repeatedly obtain the daily usage data RS1 to the daily usage data RS c-1 The water use period and water consumption of the next day corresponding to all daily usage data RS in the AI ​​model, until the water use period and water consumption of the next day obtained in the AI ​​model are consistent with the recorded daily usage data RS1 to the daily usage data RS c-1 The water use period and water consumption of the next day corresponding to all daily usage data RS are the same; In the specific implementation process, by establishing an AI model, inputting water purification usage data and training the AI ​​model, AI can meet the diverse needs of users, so as to simplify the water collection steps, improve the user's actual water use experience and improve the water collection efficiency; The AI ​​model is recorded as the trained AI model.

[0020] The AI ​​water purification control module is used to use the trained AI model to obtain the latest water purification usage data of the water purifier, analyze the latest water purification usage data, and use AI to control the water purifier based on the analysis results; the AI ​​water purification control module includes a water purification control application unit, and the water purification control application unit is configured with a water purification application control strategy, which includes: The water usage data of the water purifier within the latest day is obtained in real time and recorded as the latest usage data, and the water usage data of the water purifier one day before the latest usage data is recorded as the parameter usage data, the parameter usage data and the latest usage data are input into the trained AI model, and the water use period and water consumption of the next day corresponding to the parameter usage data are obtained; When the water use period of the next day of the parameter usage data is the whole day, obtain the daily usage data RS1 to the daily usage data RS c-2 The daily usage data RS with the smallest difference between the daily usage data RS and the daily usage data RS of the parameter usage data is recorded as the reference usage data; When the water usage period of the parameter usage data is not the whole day, the parameter usage data and the daily usage data RS1 to RS2 are obtained by using the daily association algorithm. c-2 Each day in the RS uses the next-day correlation parameters of the data, and the next-day correlation algorithm is: , where F is the next-day association parameter, q is the minimum value of the number of next-day water use periods of the parameter usage data and the daily usage data RS; when the i-th next-day water use period of the parameter usage data is an increase period, f i is 1; when the i-th water consumption period of the parameter usage data is a decreasing period, f i is 0; when the i-th water consumption period of the daily usage data RS is the rising period, g i is 0; when the i-th water consumption period of the daily usage data RS is a decreasing period, g i is 1; p i is the water consumption of the ith day of the daily usage data RS; In the specific implementation process, for example, in a data processing, the number of the next-day water use time periods of the parameter usage data is 3, and the number of the next-day water use time periods of the daily usage data RS is 4, then the value of q can be set to 3, and through data acquisition, it is obtained that the next-day water use time periods of the parameter usage data are the decreasing period, the decreasing period and the increasing period, and the first three next-day water use time periods of the daily usage data RS are the decreasing period, the increasing period and the increasing period, and the first three next-day water consumption of the daily usage data RS are 10L, 15L and 20L, respectively, then the next-day correlation parameter can be obtained by calculation as 5L; by obtaining the next-day correlation parameter, the correlation between the parameter usage data and the daily usage data RS can be obtained, the smaller the absolute value of the next-day correlation parameter, the weaker the correlation, and the larger the absolute value of the next-day correlation parameter, the stronger the correlation; The daily usage data RS with the largest absolute value of the correlation parameter on the next day is recorded as the reference usage data; The daily usage data RS of the day after the date corresponding to the reference usage data is recorded as the application usage data; based on the increase in the water consumption every other day in each water consumption period every other day in the application usage data, the water purification volume of the water purifier is controlled by using AI; In the specific implementation process, in this embodiment, the control of the water purification volume of the water purifier using AI can refer to: when the water consumption period of the next day of the application usage data is the whole day, the total water consumption of the user on the previous day plus the water consumption of the next day of the application usage data can be set as the water purification volume of the water purifier. For example, if the total water consumption of the previous day is 10L, and the water consumption of the next day of the application usage data is -4L, the water purification volume of the water purifier can be set to 6L; when the water consumption period of the next day of the application usage data is not the whole day, In the application usage data, for an alternate-day water consumption period of 14:00-15:00, it is found that 14:00-15:00 is an increasing period, and the alternate-day water consumption corresponding to 14:00-15:00 is 1L. The water purifier can be controlled to purify 1L more water during 14:00-15:00 than the previous day. If the alternate-day water consumption corresponding to 14:00-15:00 is -1L, the water purifier can be controlled to purify 1L less water during 14:00-15:00 than the previous day.

[0021] Example 2, please refer to Figure 2 As shown, the present application also provides a water purifier control method based on an AI model, comprising the following steps: Step S1, obtaining the usage data of the water purifier used in multiple days, recorded as the purified water usage data; analyzing the purified water usage data, and obtaining the alternate-day usage parameters of the water purifier based on the analysis results, wherein the alternate-day usage parameters include the alternate-day water consumption and the alternate-day water use period; Step S1 includes: step S101, obtaining the usage data of the water purifier used in multiple days, which is recorded as water purification usage data; based on the daily usage data of the water purifier in the water purification usage data, recording the daily usage data from the front to the back as daily usage data RS1 to daily usage data RS c ; Step S102: for daily usage data RS1 to daily usage data RS c-1 Any day usage data RS v , the daily usage data RS v The number of times the water purifier is used is recorded as the daily usage frequency RC v , the daily usage data RS v+1 The number of times the water purifier is used is recorded as the daily usage frequency RC v+1 , where v is a positive integer less than or equal to c-1 and greater than or equal to 1; Step S103, establish a time axis, record it as the usage analysis time axis; mark the daily usage data RS in the usage analysis time axis vAnd daily usage data RS v+1 The time the water purifier is used each time; Step S104: Daily usage count RC v Greater than or equal to the number of times used per day RC v+1 For daily usage data RS v+1 The time T1 at which the water purifier is used at any time, and the daily usage data RS v The time when the water purifier closest to T1 was used is recorded as T2, and T2 is recorded as the reference time of the next day; obtain the daily usage data RS v All next-day reference times in; Step S105, establish a plane rectangular coordinate system, recorded as the daily analysis coordinate system, wherein the unit of the X axis of the daily analysis coordinate system is time, and the unit of the Y axis is liter; based on the daily usage data RS v+1 The time points corresponding to all the daily usage times of the water purifier and the purified water volume corresponding to each time point are plotted in the next-day analysis coordinate system, which is recorded as reference curve No. 1; Step S106, based on the water purification amount of the water purifier at all reference times of every other day in the daily usage data RSv, a corresponding curve is drawn in the every other day analysis coordinate system, which is recorded as reference curve No. 2; For any point with a horizontal coordinate of X1 and a vertical coordinate of Y1 in the reference curve No. 1, mark the vertical coordinate with the horizontal coordinate of X1 in the reference curve No. 2 as Y2, and record the value of Y1 minus Y2 as the vertical coordinate No. 3; obtain the vertical coordinate No. 3 corresponding to all the horizontal coordinates in the reference curve No. 1, and record the curve formed by all the vertical coordinates No. 3 as the reference curve No. 3; Step S107, daily usage count RC v Less than the number of times used per day RC v+1 For daily usage data RS v The time T1 at which the water purifier is used at any time, and the daily usage data RS v+1 The time when the water purifier closest to T1 was used is recorded as T2, and T2 is recorded as the reference time of the next day; obtain the daily usage data RS v+1 All next-day reference times in; Step S108, establish a plane rectangular coordinate system, recorded as the daily analysis coordinate system, wherein the unit of the X axis of the daily analysis coordinate system is time, and the unit of the Y axis is liter; based on the daily usage data RS v The time points corresponding to all the daily usage times of the water purifier and the purified water volume corresponding to each time point are plotted in the next-day analysis coordinate system, which is recorded as reference curve No. 1; Step S109, based on the daily usage data RS v+1The water purification volume of the medium water purifier at all reference times every other day is plotted in the every other day analysis coordinate system, which is recorded as reference curve No. 2; Step S110, for any point with a horizontal coordinate of X1 and a vertical coordinate of Y1 in the reference curve No. 1, mark the vertical coordinate with the horizontal coordinate of X1 in the reference curve No. 2 as Y2, and record the value of Y2 minus Y1 as the vertical coordinate No. 3; obtain the vertical coordinate No. 3 corresponding to all the horizontal coordinates in the reference curve No. 1, and record the curve formed by all the vertical coordinates No. 3 as the reference curve No. 3; Step S111: when there is a point with a vertical coordinate of 0 other than the origin in the third reference curve, the points where the third reference curve intersects with the X-axis are recorded from left to right as the next day division point GF1 to the next day division point GF b , and record the time periods corresponding to all adjacent every-other-day dividing points GF as the every-other-day water use period, where the every-other-day dividing point GF does not include the coordinate origin; Step S112, for any alternate-day water consumption period, the area of ​​the closed region enclosed by the reference curve No. 3 and the X-axis in the alternate-day water consumption period is recorded as the alternate-day water consumption of the alternate-day water consumption period; Step S113: for any two adjacent next-day segmentation points GF corresponding to a next-day water use period n and the next day's split point GF m , when the next day's split point GF n and the next day's split point GF m When the No. 3 reference curve between the two is in the first quadrant, the water consumption period of the next day is recorded as the rising period; when the next day division point GF n and the next day's split point GF m When the No. 3 reference curve between is in the fourth quadrant, the water consumption period of the next day is recorded as the reduction period, where n is a positive integer less than or equal to b-1 and greater than or equal to 1, m is a positive integer less than or equal to b and greater than or equal to 2, n=m-1; Step S114, when there is no point with a ordinate of 0 other than the origin of the coordinate in the third reference curve and the third reference curve is in the first quadrant, the water use period of the next day is set to the whole day, and the water consumption of the next day is set to L0, where L0 is the area formed by the third reference curve, the X-axis and X=24h; Step S115, when there is no point with a ordinate of 0 other than the origin of the coordinate in the third reference curve and the third reference curve is in the fourth quadrant, the water use period of the next day is set to the whole day, and the water consumption of the next day is set to -L0, where L0 is the area formed by the third reference curve, the X-axis and X=24h; Step S116, obtaining daily usage data RS1 to daily usage data RS c-1 The water use period and water consumption of the next day corresponding to all daily usage data RS are recorded.

[0022] Step S2, establishing an AI model, and training the AI ​​model based on the alternate-day usage parameters and the purified water usage data; Step S2 includes: Step S201, establish an AI model, and input the purified water usage data into the AI ​​model, and repeatedly obtain daily usage data RS1 to daily usage data RS2 based on the water use period and the method of obtaining the water use amount every other day. c-1 The water use period and water consumption of the next day corresponding to all daily usage data RS in the AI ​​model, until the water use period and water consumption of the next day obtained in the AI ​​model are consistent with the recorded daily usage data RS1 to the daily usage data RS c-1 The water use period and water consumption of the next day corresponding to all daily usage data RS are the same; Step S202, record the AI ​​model as a trained AI model.

[0023] Step S3, using the trained AI model to obtain the latest water purification usage data of the water purifier, and analyzing the latest water purification usage data, and using AI to control the water purifier based on the analysis results; Step S3 includes: step S301, obtaining the water purification usage data of the water purifier in the latest day in real time, recording it as the latest usage data, and recording the water purification usage data of the water purifier one day before the latest usage data as parameter usage data, inputting the parameter usage data and the latest usage data into the trained AI model, and obtaining the water use period and water consumption of the next day corresponding to the parameter usage data; Step S302: when the water usage period of the parameter usage data is the whole day, obtain the daily usage data RS1 to the daily usage data RS c-2 The daily usage data RS with the smallest difference between the daily usage data RS and the daily usage data RS of the parameter usage data is recorded as the reference usage data; Step S303: when the water use period of the parameter usage data is not the whole day, the parameter usage data and the daily usage data RS1 to RS2 are obtained by using the daily association algorithm. c-2 Each day in the RS uses the next-day correlation parameters of the data, and the next-day correlation algorithm is: , where F is the next-day association parameter, q is the minimum value of the number of next-day water use periods of the parameter usage data and the daily usage data RS; when the i-th next-day water use period of the parameter usage data is an increase period, f i is 1; when the i-th water consumption period of the parameter usage data is a decreasing period, f i is 0; when the i-th water consumption period of the daily usage data RS is the rising period, g i is 0; when the i-th water consumption period of the daily usage data RS is a decreasing period, gi is 1; p i is the water consumption of the ith day of the daily usage data RS; Step S304, recording the daily usage data RS with the largest absolute value of the next-day correlation parameter as reference usage data; Step S305, record the daily usage data RS of the day after the date corresponding to the reference usage data as the application usage data; based on the increase in the water consumption every other day in each water consumption period every other day in the application usage data, use AI to control the water purification volume of the water purifier.

[0024] Example 3, please refer to Figure 5 As shown, Figure 5 The schematic diagram of the structure of an electronic terminal is illustrated, and the electronic terminal may include: a processor, a communication interface, a memory and a communication bus, wherein the processor, the communication interface and the memory communicate with each other through the communication bus. The memory stores computer-readable instructions, and the processor can call the instructions in the memory. When the computer-readable instructions are executed by the processor, the steps in the water purifier control method based on the AI ​​model are executed to achieve the following functions: first, the usage data of the water purifier used in multiple days are obtained; the water purification usage data is analyzed, and the next-day usage parameters of the water purifier are obtained based on the analysis results; then, an AI model is established, and the AI ​​model is trained based on the next-day usage parameters and the water purification usage data; finally, the trained AI model is used to obtain the latest water purification usage data of the water purifier, and the latest water purification usage data is analyzed, and the water purifier is controlled using AI based on the analysis results.

[0025] In addition, the logic instructions in the above-mentioned memory can be implemented in the form of software functional units and can be stored in a computer-readable storage medium when sold or used as an independent product. Based on this understanding, the technical solution of the present application can be essentially or partly embodied in the form of a software product that contributes to the prior art. The computer software product is stored in a storage medium, including several instructions to enable a computer device (which can be a personal computer, server, or network device, etc.) to execute all or part of the steps of the method described in each embodiment of the present application. The aforementioned storage medium includes: U disk, mobile hard disk, read-only memory (ROM, Read-Only Memory), random access memory (RAM, Random Access Memory), disk or optical disk, etc. Various media that can store program codes.

[0026] Embodiment 4, the present application also provides a computer-readable storage medium, the present application provides a storage medium, on which a computer program is stored. When the computer program is executed by the processor, the steps in the water purifier control method based on the AI ​​model are executed to achieve the following functions: first, the usage data of the water purifier used in multiple days is obtained; the water purification usage data is analyzed, and the next day's usage parameters of the water purifier are obtained based on the analysis results; then an AI model is established, and the AI ​​model is trained based on the next day's usage parameters and the water purification usage data; finally, the trained AI model is used to obtain the latest water purification usage data of the water purifier, and the latest water purification usage data is analyzed, and the water purifier is controlled using AI based on the analysis results.

[0027] Through the description of the above implementation methods, the embodiments of the present invention can be provided as methods, systems or computer program products. Based on such an understanding, the above technical solutions can be essentially or partly contributed to the prior art in the form of software products, which can be stored in a computer-readable storage medium, such as ROM / RAM, a magnetic disk, an optical disk, etc., and include several instructions for enabling a computer device (which can be a personal computer, a server, or a network device, etc.) to execute the methods described in each embodiment or some parts of the embodiments.

[0028] In the embodiments provided in the present application, it should be understood that the disclosed system or method can be implemented in other ways. The embodiments described above are merely schematic. For example, the division of modules or units is only a logical function division. There may be other division methods in actual implementation. For example, multiple modules or units can be combined or integrated into another system, or some features can be ignored or not executed. Another point is that the mutual coupling or direct coupling or communication connection shown or discussed can be through some communication interfaces, and the indirect coupling or communication connection of systems, modules and units can be electrical, mechanical or other forms.

[0029] Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the present application, rather than to limit it. Although the present application has been described in detail with reference to the aforementioned embodiments, those skilled in the art should understand that they can still modify the technical solutions described in the aforementioned embodiments, or make equivalent replacements for some of the technical features therein. However, these modifications or replacements do not deviate the essence of the corresponding technical solutions from the spirit and scope of the technical solutions of the embodiments of the present application.

Claims

1. A water purifier control method based on an AI model, characterized in that: The steps include: Obtaining usage data of the water purifier used over multiple days, recorded as purified water usage data; analyzing the purified water usage data, and obtaining alternate-day usage parameters of the water purifier based on the analysis results, wherein the alternate-day usage parameters include alternate-day water consumption and alternate-day water use period; Establish an AI model and train it based on alternate-day usage parameters and water purification usage data; Use the trained AI model to obtain the latest water usage data of the water purifier, analyze the latest water usage data, and use AI to control the water purifier based on the analysis results.

2. The water purifier control method based on the AI ​​model according to claim 1 is characterized in that: Analyze the water purification usage data and obtain the next day's usage parameters of the water purifier based on the analysis results, including: Obtain the usage data of the water purifier used in multiple days and record it as the water purification usage data; based on the daily usage data of the water purifier in the water purification usage data, record the daily usage data from the front to the back as daily usage data RS1 to daily usage data RS c ; For daily usage data RS1 to daily usage data RS c-1 Any day usage data RS v , the daily usage data RS v The number of times the water purifier is used is recorded as the daily usage frequency RC v , the daily usage data RS v+1 The number of times the water purifier is used is recorded as the daily usage frequency RC v+1 , where v is a positive integer less than or equal to c-1 and greater than or equal to 1; Create a timeline, record it as the usage analysis timeline; mark the daily usage data RS in the usage analysis timeline v And daily usage data RS v+1 The time the water purifier is used each time.

3. The water purifier control method based on the AI ​​model according to claim 2 is characterized in that: Analyzing the water purification usage data and obtaining the next-day usage parameters of the water purifier based on the analysis results also includes: Number of times used on the day RC v Greater than or equal to the number of times used per day RC v+1 For daily usage data RS v+1 The time T1 at which the water purifier is used at any time, and the daily usage data RS v The time when the water purifier closest to T1 was used is recorded as T2, and T2 is recorded as the reference time of the next day; obtain the daily usage data RS v All next-day reference times in; Establish a plane rectangular coordinate system, recorded as the daily analysis coordinate system, where the unit of the X-axis of the daily analysis coordinate system is time, and the unit of the Y-axis is liter; based on the daily usage data RS v+1 The time points corresponding to all the daily usage times of the water purifier and the purified water volume corresponding to each time point are plotted in the next-day analysis coordinate system, which is recorded as reference curve No. 1; Based on the water purification volume of the water purifier at all alternate reference times in the daily usage data RSv, a corresponding curve is drawn in the alternate day analysis coordinate system, which is recorded as reference curve No. 2; For any point with a horizontal coordinate of X1 and a vertical coordinate of Y1 in the reference curve No. 1, mark the vertical coordinate with a horizontal coordinate of X1 in the reference curve No. 2 as Y2, and record the value of Y1 minus Y2 as the vertical coordinate No. 3; obtain the vertical coordinate No. 3 corresponding to all the horizontal coordinates in the reference curve No. 1, and record the curve formed by all the three vertical coordinates as the reference curve No.

3.

4. The water purifier control method based on the AI ​​model according to claim 3 is characterized in that: Analyzing the water purification usage data and obtaining the next-day usage parameters of the water purifier based on the analysis results also includes: Number of times used on the day RC v Less than the number of times used per day RC v+1 For daily usage data RS v The time T1 at which the water purifier is used at any time, and the daily usage data RS v+1 The time when the water purifier closest to T1 was used is recorded as T2, and T2 is recorded as the reference time of the next day; obtain the daily usage data RS v+1 All next-day reference times in; Establish a plane rectangular coordinate system, recorded as the daily analysis coordinate system, where the unit of the X-axis of the daily analysis coordinate system is time, and the unit of the Y-axis is liter; based on the daily usage data RS v The time points corresponding to all the daily usage times of the water purifier and the purified water volume corresponding to each time point are plotted in the next-day analysis coordinate system, which is recorded as reference curve No. 1; Based on daily usage data RS v+1 The water purification volume of the medium water purifier at all reference times every other day is plotted in the every other day analysis coordinate system, which is recorded as reference curve No. 2; For any point with a horizontal coordinate of X1 and a vertical coordinate of Y1 in the reference curve No. 1, mark the vertical coordinate with a horizontal coordinate of X1 in the reference curve No. 2 as Y2, and record the value of Y2 minus Y1 as the vertical coordinate No. 3; obtain the vertical coordinate No. 3 corresponding to all the horizontal coordinates in the reference curve No. 1, and record the curve formed by all the three vertical coordinates as the reference curve No.

3.

5. The water purifier control method based on the AI ​​model according to claim 4 is characterized in that: Analyzing the water purification usage data and obtaining the next-day usage parameters of the water purifier based on the analysis results also includes: When there is a point with a vertical coordinate of 0 in the reference curve No. 3 other than the origin, the points where the reference curve No. 3 intersects with the X-axis are recorded from left to right as the next day division point GF1 to the next day division point GF b , and record the time periods corresponding to all adjacent every-other-day dividing points GF as the every-other-day water use period, where the every-other-day dividing point GF does not include the coordinate origin; For any alternate-day water use period, the area of ​​the closed region enclosed by the No. 3 reference curve and the X-axis in the alternate-day water use period is recorded as the alternate-day water use amount of the alternate-day water use period; For any two adjacent split points GF corresponding to a water use period every other day n and the next day's split point GF m , when the next day's split point GF n and the next day's split point GF m When the No. 3 reference curve between the two is in the first quadrant, the water consumption period of the next day is recorded as the rising period; when the next day division point GF n and the next day's split point GF m When the No. 3 reference curve between is in the fourth quadrant, the water consumption period of the next day is recorded as the reduction period, where n is a positive integer less than or equal to b-1 and greater than or equal to 1, m is a positive integer less than or equal to b and greater than or equal to 2, n=m-1; When there is no point with a vertical coordinate of 0 other than the origin of the coordinate in the No. 3 reference curve and the No. 3 reference curve is in the first quadrant, the water use period of the next day is set to the whole day, and the water consumption of the next day is set to L0, where L0 is the area formed by the No. 3 reference curve, the X-axis and X=24h; When there is no point with a vertical coordinate of 0 other than the origin of the coordinate in the No. 3 reference curve and the No. 3 reference curve is in the fourth quadrant, the water use period of the next day is set to the whole day, and the water consumption of the next day is set to -L0, where L0 is the area formed by the No. 3 reference curve, the X-axis and X=24h; Get daily usage data RS1 to daily usage data RS c-1 The water use period and water consumption of the next day corresponding to all daily usage data RS are recorded.

6. The water purifier control method based on the AI ​​model according to claim 5 is characterized in that: Building an AI model and training the AI ​​model based on the daily usage parameters and water purification usage data include: Establish an AI model and input the purified water usage data into the AI ​​model. Based on the water use period and the method of obtaining the water use amount every other day, repeatedly obtain the daily usage data RS1 to the daily usage data RS c-1 The water use period and water consumption of the next day corresponding to all daily usage data RS in the AI ​​model, until the water use period and water consumption of the next day obtained in the AI ​​model are consistent with the recorded daily usage data RS1 to daily usage data RS c-1 The water use period and water consumption of the next day corresponding to all daily usage data RS are the same; The AI ​​model is recorded as the trained AI model.

7. The water purifier control method based on the AI ​​model according to claim 6 is characterized in that: Use the trained AI model to obtain the latest water usage data of the water purifier, analyze the latest water usage data, and use AI to control the water purifier based on the analysis results, including: The water usage data of the water purifier within the latest day is obtained in real time and recorded as the latest usage data, and the water usage data of the water purifier one day before the latest usage data is recorded as the parameter usage data, the parameter usage data and the latest usage data are input into the trained AI model, and the water use period and water consumption of the next day corresponding to the parameter usage data are obtained; When the water use period of the next day of the parameter usage data is the whole day, obtain the daily usage data RS1 to the daily usage data RS c-2 The daily usage data RS with the smallest difference between the daily usage data RS and the daily usage data RS of the parameter usage data is recorded as the reference usage data; When the water usage period of the parameter usage data is not the whole day, the parameter usage data and the daily usage data RS1 to RS2 are obtained by using the daily association algorithm. c-2 Each day in the RS uses the next-day correlation parameters of the data, and the next-day correlation algorithm is: , where F is the next-day association parameter, q is the minimum value of the number of next-day water use periods of the parameter usage data and the daily usage data RS; when the i-th next-day water use period of the parameter usage data is an increase period, f i is 1; when the i-th water consumption period of the parameter usage data is a decreasing period, f i is 0; when the i-th water consumption period of the daily usage data RS is the rising period, g i is 0; when the i-th water consumption period of the daily usage data RS is a decreasing period, g i is 1; p i is the water consumption of the ith day of the daily usage data RS; The daily usage data RS with the largest absolute value of the correlation parameter on the next day is recorded as the reference usage data; The daily usage data RS of the day after the date corresponding to the reference usage data is recorded as the application usage data; based on the increase in the alternate-day water consumption in each alternate-day water consumption period in the application usage data, the water purification volume of the water purifier is controlled using AI.

8. A water purifier control system based on an AI model, used to implement the water purifier control method based on an AI model according to any one of claims 1 to 7, characterized in that: It includes the next-day water usage analysis module, AI model building module and AI water purification control module; The alternate-day water use analysis module is used to obtain the usage data of the water purifier used in multiple days, recorded as purified water usage data; analyze the purified water usage data, and obtain the alternate-day usage parameters and alternate-day parameter ranges of the water purifier based on the analysis results, wherein the alternate-day usage parameters include the alternate-day water consumption and the alternate-day water use period; The AI ​​model building module is used to build an AI model and train the AI ​​model based on the alternate-day usage parameters and water purification usage data; The AI ​​water purification control module is used to use the trained AI model to obtain the latest water purification usage data of the water purifier, analyze the latest water purification usage data, and use AI to control the water purifier based on the analysis results.

9. An electronic terminal, characterized in that: The method comprises a processor and a memory, wherein the memory stores computer-readable instructions. When the computer-readable instructions are executed by the processor, the steps in the method according to any one of claims 1 to 7 are executed.

10. A storage medium having a computer program stored thereon, characterized in that: When the computer program is executed by a processor, the steps in the method according to any one of claims 1 to 7 are executed.

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