Intelligent milk sucking system and control method

Abstract

The invention discloses an intelligent breast pumping system and a control method. The intelligent breast pumping system comprises a breast pump. The interaction device is in wireless connection with the breast pump, the interaction device is used for sending a control signal to the breast pump to control the breast pump, and the interaction device can update working parameters of the breast pump in real time; the server is internally provided with a cloud database, the server is wirelessly connected with the interaction device, the server is used for sending data to the interaction device, the interaction device is internally provided with an AI module, and the AI module is used for processing information of the interaction module and data in the cloud database. According to the application, the AI module is arranged in the interaction device, and the interaction device is interconnected with the server and the breast pump, so that the interaction device automatically adjusts the currently used function, mode, gear and force of the breast pump in real time and online according to the interaction information of the user, and automatically switches the breast pumping mode, thereby improving the user experience. Therefore, the breast pumping requirements in different time periods and different states are met, and the breast pumping process is more comfortable.

Description

Technical Field

[0001] This invention relates to the field of breast pump technology, and in particular to an intelligent breast pumping system and control method. Background Technology

[0002] A breast pump is an aid that helps new mothers express and collect milk from their breasts. More and more working women are using breast pumps to meet their breastfeeding needs while at work.

[0003] However, existing breast pumps rely solely on user-adjusted pumping modes, and their functions are fixed, failing to meet the needs of diverse users. Furthermore, milk production varies depending on the user's chosen pumping mode at different times and during different periods, making it difficult for users to know how to select or adjust a suitable mode for a more comfortable pumping experience. To address these issues, this application proposes an intelligent breast pumping system and control method. Summary of the Invention

[0004] Based on this, in order to solve the problems existing in the prior art, on the one hand, this application provides an intelligent breast pumping system, including a breast pump, which is equipped with a wireless communication module that can wirelessly receive data information sent by interactive devices and update and upgrade working parameters online in real time.

[0005] The interactive device is wirelessly connected to the breast pump. It sends control signals to the breast pump to control it. The interactive device can also send data to the breast pump. The breast pump receives the data and updates its current operating parameters. The interactive device also has an AI module.

[0006] The server has a cloud database that stores a large number of settings parameters for the operation of the breast pump. The server is wirelessly connected to the interactive device, and the server and the interactive device can send and receive data to each other. The AI ​​module is used to process the interaction information between the interactive device and the user and the data in the cloud database.

[0007] Furthermore, the breast pump is equipped with a main control module for receiving control signals from interactive devices and a drive module for driving the breast pump. The main control module and the drive module are electrically connected.

[0008] Furthermore, the interactive device is equipped with an interactive module, which is used to receive interactive information and send it to the AI ​​module.

[0009] Furthermore, the breast pump also includes a first display control module, which is electrically connected to the main control module. The first display control module can send user operation control signals to the main control module, and can also update the display status according to the data information received from the interactive device.

[0010] Furthermore, the interactive device also includes a network management module, which wirelessly connects to the breast pump and the server to transmit data.

[0011] Furthermore, the interactive device also includes a back-end management module, which is electrically connected to the network management module and is used to receive data transmitted by the network management module.

[0012] Furthermore, the interactive device also includes a display control and management module, which is electrically connected to the background management module and is used to receive data from the background management module.

[0013] Furthermore, the interactive device also includes a second display control module, which is electrically connected to the display control management module and the interactive module. The second display control module is used to receive data sent by the display control management module and send user operation control signals on the interactive device to the wireless communication module of the breast pump.

[0014] On the other hand, this application provides a control method for an intelligent breast pumping system, characterized in that the method is used to control the intelligent breast pumping system described in any of the above-mentioned claims, comprising:

[0015] Users input interactive information through an app on the interactive device;

[0016] The interaction module sends the interaction information to the AI ​​module, which analyzes the interaction information and infers the user's needs and the corresponding keywords of the breast pump's working parameters.

[0017] The AI ​​module is connected to the server. The AI ​​module searches for keywords and compares the working parameter information from the cloud database on the server to determine whether it matches.

[0018] If the conditions are met, the AI ​​module will download the corresponding working parameter data from the server to the app.

[0019] If it does not meet the requirements, the AI ​​module will download similar working parameter data from the server, calculate and correct it using intelligent algorithms, output working parameter data that meets the requirements, upload the data to the server to improve the server database, and download it to the APP.

[0020] After receiving the correct operating parameters, the APP updates the control signal of the breast pump and sends the control signal to the breast pump.

[0021] After receiving the operating parameters from the control signal, the breast pump operates according to those parameters.

[0022] Beneficial effects: This application sets up an AI module in the interactive device, and through the interconnection between the interactive device, the server, and the breast pump, the interactive device automatically adjusts the current function, mode, level, and intensity of the breast pump in real time and online according to the user's interaction information, and automatically switches the pumping mode to meet the pumping requirements at different times and under different conditions, making the pumping process more comfortable. Attached Figure Description

[0023] To more clearly illustrate the technical solutions in the embodiments of the present invention or the prior art, the drawings used in the description of the embodiments or the prior art will be briefly introduced below. Obviously, the drawings described below are only some embodiments of the present invention. For those skilled in the art, other drawings can be obtained based on the structures shown in these drawings without creative effort.

[0024] Figure 1 This is a schematic diagram of the intelligent breast pumping system of the present invention;

[0025] Figure 2 This is a flowchart of the intelligent breast pumping system control method of the present invention;

[0026] Figure 3 This is a flowchart of Example 1 of the intelligent breast pumping system control method of the present invention;

[0027] Figure 4 This is a flowchart of Example 2 of the intelligent breast pumping system control method of the present invention;

[0028] The realization of the objective, functional features and advantages of the present invention will be further explained in conjunction with the embodiments and with reference to the accompanying drawings. Detailed Implementation

[0029] The technical solutions of the embodiments of the present invention will be clearly and completely described below with reference to the accompanying drawings. Obviously, the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those of ordinary skill in the art without creative effort are within the scope of protection of the present invention.

[0030] It should be noted that all directional indications (such as up, down, left, right, front, back, etc.) in the embodiments of the present invention are only used to explain the relative positional relationship and movement of each component in a certain specific posture (as shown in the figure). If the specific posture changes, the directional indication will also change accordingly.

[0031] Furthermore, the use of terms such as "first" and "second" in this invention is for descriptive purposes only and should not be construed as indicating or implying their relative importance or implicitly specifying the number of technical features indicated. Therefore, a feature defined with "first" or "second" may explicitly or implicitly include at least one of those features. Additionally, the term "and / or" throughout the text includes three solutions; taking A and / or B as an example, it includes technical solution A, technical solution B, and a technical solution that simultaneously satisfies A and B. Furthermore, the technical solutions of various embodiments can be combined with each other, but this must be based on the ability of a person skilled in the art to implement them. When the combination of technical solutions is contradictory or impossible to implement, it should be considered that such a combination of technical solutions does not exist and is not within the scope of protection claimed by this invention.

[0032] like Figure 1-2 As shown in the figure, this application provides an intelligent breast pumping system, including:

[0033] The breast pump has a built-in wireless communication module that can wirelessly receive data from interactive devices and update its operating parameters in real time.

[0034] The interactive device is wirelessly connected to the breast pump. It sends control signals to the breast pump to control it. The interactive device can also send data to the breast pump. The breast pump receives the data and updates its current operating parameters. The interactive device also has an AI module.

[0035] The server has a cloud database that stores a large number of settings parameters for the operation of the breast pump. The server is wirelessly connected to the interactive device, and the server and the interactive device can send and receive data to each other. The AI ​​module is used to process the interaction information between the interactive device and the user and the data in the cloud database.

[0036] In this embodiment, the interactive device is one or more of a smartphone, smartwatch, smart bracelet, and smart glasses, and multiple devices can be interconnected and can read the suction power related to the user's physical state, such as heart rate, blood pressure, blood sugar, sleep, etc. detected by the smartwatch. Control signals are sent through a specific APP inside the interactive device, including parameters such as the function, mode, level, and intensity of the breast pump.

[0037] The server's internal cloud database contains a large number of user-defined parameters, and interactive devices can connect to the server database to read and compare them.

[0038] The AI ​​module has one or more AI access and AI functions. It can connect to the server and combine with the server's cloud database. It has multiple information processing methods such as fuzzy analysis, precise analysis, reasoning, search, positioning, comparison, calling, copying, algorithm calculation, modification and correction, output, uploading, and distribution.

[0039] Specifically, users can interact with information through interactive devices and apps. The app collects users' voice or text interaction information and connects it to the AI ​​module. The AI ​​module performs fuzzy analysis on the acquired interaction information and infers the user's needs. It then further analyzes and processes the needs to infer the keyword information of the corresponding parameters of the device. The keyword mechanism is then used for matching, and the AI ​​module's intelligent algorithm calculates, corrects, and outputs the data information of the breast pump's corresponding working status, which is then connected to the app. The data information of the corresponding working status is then converted into control signals and sent to the breast pump. The breast pump updates its working status parameters to meet the user's current milk expression needs.

[0040] More specifically, based on the interactive information, the AI ​​module infers the operating parameters required by the breast pump through fuzzy analysis. The interactive device, through the internally set AI module, retrieves the cloud database, downloads the operating parameters required by the breast pump, and then sends them to the breast pump to update the operating parameters.

[0041] If the AI ​​module of the interactive device does not find the required operating parameters in the server database, the AI ​​module will automatically download similar operating parameters, calculate and modify them using AI algorithms to update them to the operating parameters required by the breast pump, and then re-upload the new operating parameter data to the server to improve the server database. Simultaneously, the new operating parameters will be sent to the breast pump to update and upgrade its operating parameters.

[0042] Wireless connectivity can be one or more of the following: Wi-Fi, Bluetooth, NFC, and infrared.

[0043] This application sets up an AI module in the interactive device, and through the interconnection between the interactive device, the server, and the breast pump, the interactive device automatically adjusts the current function, mode, level, and intensity of the breast pump in real time and online according to the user's interaction information, and automatically switches the pumping mode to meet the pumping requirements of different time periods and different states, making the pumping process more comfortable.

[0044] In one embodiment, the breast pump is internally equipped with a main control module for receiving control signals from interactive devices and a drive module for driving the breast pump, with the main control module and the drive module being electrically connected.

[0045] In this embodiment, when the main control module receives the control signal from the interactive device, it sends the control signal to the drive module, and the drive module drives the breast pump to work according to the received control signal.

[0046] In one embodiment, the interactive device has an interactive module inside, which is used to receive interactive information and send it to the AI ​​module.

[0047] In this embodiment, the interaction module can accept interactive information such as voice and text input.

[0048] In one embodiment, the breast pump further includes a first display control module, which is electrically connected to the main control module. The first display control module can send user operation control signals to the main control module, and can also update the display status according to the data information received from the interactive device.

[0049] In this embodiment, the user can directly operate the first display control module to send control signals to the breast pump, or display the working parameters after analysis and correction by the AI ​​module, and then use these working parameters to convert them into control signals to send to the breast pump.

[0050] In one embodiment, the interactive device further includes a network management module that is wirelessly connected to the breast pump and the server and performs data transmission.

[0051] In this embodiment, the network management module enables interconnection and transmission of working parameters between the AI ​​module, the server, and multiple interactive devices;

[0052] In one embodiment, the interactive device further includes a display control management module, which is electrically connected to the background management module and is used to receive data from the background management module.

[0053] In one embodiment, the interactive device further includes a background management module, which is electrically connected to the network management module. The background management module is used to receive data transmitted by the network management module and send the data to the display control management module.

[0054] In this embodiment, after receiving the working parameters analyzed and corrected by the AI ​​module, the background management module sends them to the display control management module.

[0055] In one embodiment, the interactive device further includes a second display control module, which is electrically connected to the display control management module and the interactive module. The second display control module is used to receive data sent by the display control management module and send user operation control signals on the interactive device to the wireless communication module of the breast pump.

[0056] In this embodiment, the user can directly operate the second display control module, input control signal parameters, and then send control signals to the main control module through the wireless communication module to control the breast pump. At the same time, the corresponding control signal parameters can also be displayed.

[0057] In one embodiment, a control method for an intelligent breast pumping system is provided, comprising:

[0058] S1. Users input interactive information through the APP in the interactive device;

[0059] S2. Then, the interaction module sends the interaction information to the AI ​​module. The AI ​​module performs comprehensive analysis on the interaction information, including balance values ​​and high / low values, and uses algorithmic formulas to deduce a user-specific mode. This reduces repetitive operation steps for the user, allowing them to easily use the most familiar and comfortable operating mode and intensity. It also outputs keyword information related to the corresponding breast pump operating parameters.

[0060] S3. Then, the AI ​​module connects to the server via the mobile phone. The AI ​​module searches for keywords and compares the working parameter information in the cloud database on the server to determine a parameter range suitable for the current user. At the same time, it compares the user's current breast pump usage data to determine if the breast pump is within the optimal working parameter range. If not, it can recommend the best parameters to the user through system pop-ups, allowing the user to freely experience different breast pumping methods. For example, when using the breast pump, the user initially feels that the default breast pumping mode 1 suction is a bit weak, and gradually adjusts it to level 5 according to their needs. After running for 3 minutes, feeling a little uncomfortable, they adjust it to massage mode level 6 and run it for 6 minutes... until finishing breast pumping and turning off the machine. Ultimately, our AI module records the entire breast pumping process. The next time the user uses it, with the user only turning on the machine, it will automatically adjust the breast pump to breast pumping mode level 5, and after 3 minutes, it will automatically switch to massage mode level 6 and run it for 6 minutes. By minimizing the user's interaction frequency from powering on to finishing pumping, and maintaining a familiar operating mode, the user experience is significantly enhanced, which is crucial for breastfeeding mothers.

[0061] If the data matches, the AI ​​module will download the matching working parameter data from the server to the app; if the data does not match, the AI ​​module will download similar working parameter data from the server, calculate and correct it using intelligent algorithms, output matching working parameter data, upload the data to the server to improve the server database, and download it to the app.

[0062] S4. After receiving the correct working parameters, the APP updates the control signal of the breast pump and sends the control signal to the breast pump.

[0063] S5. After receiving the operating parameters from the control signal, the breast pump operates according to those parameters.

[0064] In this embodiment, the operating parameters include heat application temperature, suction strength, frequency, and intensity level;

[0065] Specifically, if the AI ​​module infers from the ambient temperature and usage time that the user needs a warm compress to help raise body temperature or that the breast pump has been used for too long and needs to be turned on to help reduce breast fatigue, the breast pump will immediately activate the warm compress function and adjust the temperature to a reasonable level, such as 37°C, close to body temperature, to improve breast pumping comfort. When first turned on, to allow the user an adaptation period, the AI ​​module controls the breast pump through the interactive device. The breast pump then operates in a slow, gentle suction and massage mode via the drive module. Massage suction power 40-120 mmHg, frequency 60-80 times / minute, speed setting 9; then perform high suction power slow rhythm breast pumping, suction power 120-250 mmHg, frequency 40-60 times / minute, speed setting 9; automatic speed increase is available, with a 30-second interval between speed increases. Key information: heat level 37℃; massage suction power 40-120 mmHg, frequency 60-80 times / minute, speed setting 9; breast pumping suction power 120-250 mmHg, frequency 40-60 times / minute, speed setting 9; automatic speed increase interval 30 seconds;

[0066] If the corresponding working parameters exist in the database, they are output. If not, the AI ​​module searches the server for information, finds users with similar usage habits, and reuses their current working solutions, including parameters such as: heat therapy 37℃; massage suction power 40-150mmHg, frequency 80-100 times / minute, level 9; breast pump suction power 120-250mmHg, frequency 30-80 times / minute, level 9; automatic level increase interval 15 seconds. The copied parameters are then processed. The AI ​​module's intelligent algorithm calculates, corrects, and outputs the corresponding parameter information: heat therapy 37℃; massage suction power 40-120mmHg, frequency 60-80 times / minute, level 9; breast pump suction power 120-250mmHg, frequency 40-60 times / minute, level 9; automatic level increase interval 30 seconds.

[0067] The above processes S1 to S5 can be repeated in a loop. By fine-tuning the breast pumping parameters multiple times, the user's current breast pumping needs can be met.

[0068] In one embodiment, the user can also directly set the operating parameters through the APP, and then the APP sends the operating parameters to the breast pump, at which point the breast pump works according to the operating parameters.

[0069] In one embodiment, the user can also directly control the operation of the breast pump.

[0070] like Figure 3 As shown, Example 1 is used as follows:

[0071] Users can input their needs via voice or text through the app: "The weather is a bit chilly today, and I'm not in a good mood. I'm a new mom."

[0072] Then, the AI ​​module performs fuzzy analysis on the information and infers the user's current needs: the current temperature is about 15℃; a bad mood will affect milk production; for new mothers, their breasts are more sensitive when they first start breastfeeding, and they may feel pain if they suck too hard, and the amount of breast milk will not be much.

[0073] Then, the AI ​​module further analyzes, processes, and infers the requirements, deducing keyword information for the breast pump's corresponding operating parameters: It needs to provide a heat therapy function at 37℃ to improve breast pumping comfort; it needs to first perform slow-paced, low-suction stimulation and massage, with a suction power of 40-120 mmHg, a frequency of 60-80 times / minute, and 9 speed levels; then perform high-suction, slow-paced pumping, with a suction power of 120-250 mmHg, a frequency of 40-60 times / minute, and 9 speed levels; it should also be able to automatically increase the speed level with a 30-second interval between increases.

[0074] The AI ​​module connects to the cloud server via the app. It uses a keyword matching mechanism to search for and retrieve current parameter information from the database, then compares the results. The AI ​​module retrieves matching working parameter settings from the database and sends them to the app.

[0075] The app sends updated and compatible operating parameter settings to the breast pump via Bluetooth or WiFi. Upon receiving these settings, the breast pump updates itself to the current operating parameters: 1 / Heat therapy 37℃; 2 / Massage suction power 40-120mmHg; frequency 60-80 times / minute, 9 speed levels; 3 / Milk suction power 120-250mmHg, frequency 40-60 times / minute, 9 speed levels; 4 / Automatic speed increase interval 30 seconds. The breast pump operates with the new operating parameter settings.

[0076] If the parameters do not match, the AI ​​module copies the closest and most similar parameters and processes them. The most similar parameters are: 1 / Heat compress 37℃; 2 / Massage suction power 40-150mmHg, frequency 80-100 times / minute, 9 levels; 3 / Breast suction power 120-250mmHg, frequency 30-80 times / minute, 9 levels; 4 / Automatic level increase interval 15 seconds. The AI ​​module's intelligent algorithm calculates, corrects, and outputs the corresponding parameter keyword information: 1 / Heat compress 37℃; 2 / Massage suction power 40-120mmHg, frequency 60... - 80 times / minute, 9 levels; 60-80 times / minute, 9 levels; 3 / Breast suction power; 3 / Breast suction power 120-250mmHg, frequency 40-60 times / minute, 9 levels; 4 / Automatic upgrade interval 30 seconds, then upload to the cloud server - database information, update, and after improving the database information, match again. After matching, the APP sends the updated matching working parameter settings to the breast pump device via Bluetooth or WiFi. The breast pump receives the working parameter settings sent by the APP and updates them to the current working parameter settings.

[0077] like Figure 4 As shown, Example 2 is used as follows:

[0078] Users can input their needs via voice or text through the app: I have a lot of breast milk, I'm a mother of two, and my breasts are a bit engorged today;

[0079] Then the AI ​​module performs fuzzy analysis on the information and infers the user's current needs: the user is a mother of two, and breast pumping is not as painful, so she can use a stronger suction. She has a lot of milk and is experiencing engorgement, so she needs to quickly relieve the engorgement and express the breast milk.

[0080] Then the AI ​​module further analyzes, processes, and reasons about the requirements. The AI ​​module infers the keyword information of the breast pump's corresponding working parameters: it needs to provide a hot compress function with a hot compress temperature of 40℃ to relieve breast engorgement and improve the comfort of breast pumping.

[0081] First, you need to perform fast-paced variable frequency suction stimulation and massage, with a suction power of 40-180 mmHg, a frequency of 80-120 times / minute, and a speed setting of 12; then perform slow milk expression with greater suction to maintain pressure, with a suction power of 120-280 mmHg, a frequency of 20-40 times / minute, and a speed setting of 12.

[0082] The AI ​​module connects to the cloud server via the app. It uses a keyword matching mechanism to search for and retrieve current parameter information from the database, then compares the results. The AI ​​module retrieves matching working parameter settings from the database and sends them to the app.

[0083] The app sends updated and compatible operating parameter settings to the breast pump via Bluetooth or WiFi. Upon receiving these settings, the breast pump updates itself to the current operating parameters: 1 / Heating temperature 40℃; 2 / Variable frequency massage suction power 40-180mmHg, frequency 80-120 times / minute, 12 speed levels; 3 / Pressure-maintaining suction power 120-280mmHg, frequency 20-40 times / minute, 12 speed levels. The breast pump then operates with these new operating parameter settings.

[0084] If the parameters do not match, the AI ​​module copies the closest and most similar parameters and processes them. The most similar parameters are: 1 / Heat compress temperature 37℃; 2 / Variable frequency massage suction power 40-120mmHg, frequency 80-120 times / minute, 12 levels; 3 / Pressure-maintaining breast suction power 120-280mmHg, frequency 30-90 times / minute, 12 levels. The AI ​​module's intelligent algorithm calculates, corrects, and outputs the corresponding parameter keyword information: 1 / Heat compress temperature 40℃; 2 / Variable frequency massage suction power 40-180mmHg, frequency 80-120 times / minute. The pump has two settings: 1240-180 mmHg suction power and 80-120 pumps / minute; 3 / 20-280 mmHg suction power and 12 / 20-40 pumps / minute; 3 / 20-40 pumps / minute suction power and 12 / 20-40 pumps / minute. The pump is then uploaded to the cloud server database for updating and re-matching. Once the database is updated and perfected, the app sends the updated and compatible operating parameters to the breast pump via Bluetooth or WiFi. The breast pump receives the operating parameters from the app and updates them accordingly.

[0085] The above description is merely a preferred embodiment of the present invention and does not limit the patent scope of the present invention. Any equivalent structural transformations made using the contents of the present invention's specification and drawings under the inventive concept of the present invention, or direct / indirect applications in other related technical fields, are included within the patent protection scope of the present invention.

Claims

1. An intelligent breast pumping system, characterized in that, include: The breast pump is equipped with a wireless communication module, which can wirelessly receive data information sent by interactive devices and update and upgrade its working parameters online in real time. An interactive device is wirelessly connected to the breast pump. The interactive device is used to send control signals to the breast pump to control the breast pump. The interactive device can also send data information to the breast pump. The breast pump receives the data information and updates its current working parameters. The interactive device is also equipped with an AI module. The server has a cloud database internally, which stores a large number of settings parameters for the operation of the breast pump. The server is wirelessly connected to the interactive device, and the server and the interactive device can send and receive data to each other. The AI ​​module is used to process the interaction information between the interactive device and the user and the data in the cloud database.

2. The intelligent breast pumping system according to claim 1, characterized in that, The breast pump is also equipped with a main control module for receiving control signals from the interactive device and a drive module for driving the breast pump. The main control module and the drive module are electrically connected.

3. The intelligent breast pumping system according to claim 1, characterized in that, The interactive device is equipped with an interactive module, which is used to receive interactive information and send it to the AI ​​module.

4. The intelligent breast pumping system according to claim 2, characterized in that, The breast pump also includes a first display control module, which is electrically connected to the main control module. The first display control module can send user operation control signals to the main control module, and can also update the display status according to the data information received from the interactive device.

5. The intelligent breast pumping system according to claim 3, characterized in that, The interactive device also includes a network management module, which is wirelessly connected to the breast pump and the server and performs data transmission.

6. The intelligent breast pumping system according to claim 3, characterized in that, The interactive device also includes a background management module, and the network management module is electrically connected to the background management module. The background management module is used to receive data transmitted by the network management module.

7. The intelligent breast pumping system according to claim 6, characterized in that, The interactive device also includes a display control and management module, which is electrically connected to the background management module and is used to receive data from the background management module.

8. The intelligent breast pumping system according to claim 7, characterized in that, The interactive device further includes a second display control module, which is electrically connected to the display control management module and the interactive module. The second display control module is used to receive data sent by the display control management module and send user operation control signals on the interactive device to the wireless communication module of the breast pump.

9. A control method for an intelligent breast pumping system, characterized in that, This method is used to control the intelligent breast pumping system according to any one of claims 1-8, comprising: Users input interactive information through an app on the interactive device; The interaction module sends the interaction information to the AI ​​module, which analyzes the interaction information and infers the user's needs and the corresponding keywords of the breast pump's working parameters. The AI ​​module is connected to the server. The AI ​​module searches for keywords and compares the working parameter information from the cloud database on the server to determine whether it matches. If the conditions are met, the AI ​​module will download the corresponding working parameter data from the server to the app. If the data does not match, the AI ​​module will download similar working parameter data from the server, calculate and correct it using intelligent algorithms, output matching working parameter data, upload the data to the server to improve the server database, and download it to the APP. After receiving the correct operating parameters, the APP updates the control signal of the breast pump and sends the control signal to the breast pump. After receiving the operating parameters from the control signal, the breast pump operates according to those parameters.

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