Electric breast pump enabling education system and application thereof

Abstract

The invention belongs to the technical field of mother and infant nursing, and provides an electric breast pump enabling education system and application thereof, and the electric breast pump enabling education system comprises an electric breast pump module, an enabling education module, a personalized recommendation module, a data monitoring and feedback module and a remote support module; by integrating the electric breast pump module, the enabling education module, the personalized recommendation module, the data monitoring and feedback module and the remote support module, comprehensive support and personalized management of the puerpera lactation process are realized; according to the system, the breast pumping parameters can be accurately adjusted according to the individual feelings of the puerpera and the lactation stage, and comfortable and effective breast pumping experience is provided; meanwhile, through various forms of education contents and personalized recommendation, lactation knowledge and breast feeding skills of the puerpera are enhanced; the real-time monitoring and intelligent feedback function helps the puerpera to know the lactation condition in time and obtain personalized improvement suggestions.

Description

Technical Field

[0001] The invention belongs to the technical field of maternal and infant care, and in particular to an electric breast pump empowerment education system and application thereof. Background Art

[0002] In the current field of maternal and infant care, electric breast pumps are an important tool for assisting breastfeeding, and their performance and functions are constantly being improved. However, most existing electric breast pumps only have basic breast pumping functions and lack the ability to accurately adjust to individual differences of mothers and changes in lactation stages. In addition, on the one hand, mothers often lack professional lactation knowledge, breastfeeding skills and psychological support when using breast pumps, which may lead to poor breast pumping results and even affect the health of mothers and babies; on the other hand, although there are some resources on the market that provide lactation education and psychological support, these resources are usually separated from breast pumps, and mothers need to find and learn them on their own, which lacks systematicity and personalization.

[0003] Therefore, there are problems in the prior art that electric breast pumps have single functions and lack systematic education and personalized support.

[0004] To this end, those skilled in the art have proposed an electric breast pump-enabled education system and its application to solve the problems raised by the background technology. Summary of the invention

[0005] In order to solve the above technical problems, the present invention provides an electric breast pump empowerment education system and its application, so as to solve the problems existing in the prior art such as single function of electric breast pumps, lack of systematic education and personalized support.

[0006] An electric breast pump empowerment education system, comprising:

[0007] The electric breast pump module adopts advanced suction adjustment technology, which can accurately adjust the suction parameters, including suction strength and frequency, according to the individual feelings of the mother and the lactation stage; the breast cup design of the electric breast pump is ergonomic, the material is soft and comfortable, and it has a silent operation function;

[0008] The empowerment education module is integrated into the electric breast pump and provides lactation knowledge, breastfeeding skills and psychological support content through video, audio, graphics and text;

[0009] Personalized recommendation module, which intelligently recommends personalized educational content based on the mother's lactation status, psychological state and learning progress;

[0010] The data monitoring and feedback module is connected to the electric breast pump to monitor the breast pumping parameters in real time and transmit them to the empowerment education system. It analyzes the lactation status and generates personalized lactation improvement suggestions based on the physical condition information entered by the mother.

[0011] The remote support module allows mothers to communicate remotely with professional lactation consultants through the system.

[0012] Preferably, the electric breast pump module further comprises a function for recording the amount of milk pumped each time, the pumping time and the suction strength, and using these data as input to feed back to the empowerment education system.

[0013] Preferably, the advanced suction adjustment technology includes introducing an adaptive control algorithm to dynamically adjust the breast pumping parameters (including suction strength and frequency) according to the real-time feedback and lactation status of the parturient.

[0014] Preferably, the psychological counseling subsystem of the empowerment education module provides psychological adjustment guidance and support for mother-infant separation situations.

[0015] Preferably, in the personalized recommendation module, the historical usage data of the mother and the behavior patterns of similar mothers are utilized to recommend personalized educational content to the mother through a collaborative filtering algorithm.

[0016] Preferably, a time series analysis algorithm is introduced into the data monitoring and feedback module to predict future lactation trends and provide a basis for intelligent control.

[0017] Preferably, in the remote support module, an NLP algorithm is introduced to analyze the consultation text of the mother, automatically identify her questions and needs, and generate corresponding replies or suggestions.

[0018] A method for applying an electric breast pump empowerment education system in the management of lactation of mothers separated from their infants, using the electric breast pump empowerment education system, comprising:

[0019] S1. Adjust the suction parameters of the electric breast pump according to the individual situation of the mother;

[0020] S2. Provide lactation knowledge, breastfeeding skills and psychological support to mothers through empowerment education modules; use the State-Trait Anxiety Inventory (STA-I) and Edinburgh Postpartum Depression Scale (EPDS) to evaluate the psychological state of mothers; use the Visual Analogue Pain Scale (VAS) to evaluate breast tenderness. The system will remind you of the risk of mastitis in advance and guide the measures to be taken and the medical services to be sought;

[0021] S3. Provide customized educational content using a personalized recommendation module based on the mother’s learning progress and lactation status;

[0022] S4, monitor breast pumping parameters and combine them with maternal physical condition information to generate personalized lactation improvement suggestions through data monitoring and feedback modules;

[0023] S5. Allow mothers to communicate with professional lactation consultants through the remote support module.

[0024] A processor is configured to execute the above-mentioned application to an electric breast pump empowerment education system.

[0025] A computer-readable storage medium stores a computer program, which, when executed by a processor, implements the above-mentioned electric breast pump empowerment education system.

[0026] Compared with the prior art, the present invention has the following beneficial effects:

[0027] 1. The present invention adopts advanced suction adjustment technology to accurately adjust the breast pumping parameters, including suction strength and frequency, according to the individual feelings of the mother and the lactation stage; at the same time, the design of the breast cup is ergonomic, the material is soft and comfortable, and it has a silent operation function, thereby ensuring the comfort and breast pumping effect of the mother during use.

[0028] 2. The present invention integrates an empowering education module, which provides lactation knowledge, breastfeeding skills and psychological support content in the form of video, audio, graphics and text; in addition, it also intelligently recommends personalized education content based on the lactation situation, psychological state and learning progress of the mother, thereby meeting the personalized needs of the mother and improving the pertinence and effectiveness of education.

[0029] 3. The present invention monitors the breast pumping parameters in real time through the data monitoring and feedback module, and analyzes the lactation situation and generates personalized lactation improvement suggestions in combination with the physical condition information entered by the mother; this helps the mother to understand her lactation situation in a timely manner and make corresponding adjustments and improvements based on the suggestions.

[0030] 4. The present invention also provides a remote support module, allowing mothers to communicate remotely with professional lactation consultants through the system; this solves the problem that mothers encounter problems during lactation and find it difficult to get timely answers and guidance, and provides more convenient and professional services for mothers. BRIEF DESCRIPTION OF THE DRAWINGS

[0031] Figure 1 This is a framework diagram of the electric breast pump empowerment education system of the present invention. DETAILED DESCRIPTION

[0032] The following embodiments of the present invention are described in further detail in conjunction with the accompanying drawings and examples. The following examples are used to illustrate the present invention, but are not intended to limit the scope of the present invention.

[0033] Embodiment: The present invention provides an electric breast pump empowerment education system, such as Figure 1As shown, it includes an electric breast pump module, an empowerment education module, a personalized recommendation module, a data monitoring and feedback module and a remote support module, and the electric breast pump module, the empowerment education module, the personalized recommendation module, the data monitoring and feedback module and the remote support module are electrically connected in sequence:

[0034] The electric breast pump module adopts advanced suction adjustment technology, which can accurately adjust the suction parameters, including suction strength and frequency, according to the individual feelings of the mother and the lactation stage; the breast cup design of the electric breast pump is ergonomic, the material is soft and comfortable, and it has a silent operation function;

[0035] The empowerment education module is integrated into the electric breast pump and provides lactation knowledge, breastfeeding skills and psychological support content through video, audio, graphics and text;

[0036] Personalized recommendation module, which intelligently recommends personalized educational content based on the mother's lactation status, psychological state and learning progress;

[0037] The data monitoring and feedback module is connected to the electric breast pump to monitor the breast pumping parameters in real time and transmit them to the empowerment education system. It analyzes the lactation status and generates personalized lactation improvement suggestions based on the physical condition information entered by the mother.

[0038] The remote support module allows mothers to communicate remotely with professional lactation consultants through the system.

[0039] From the above, we can see that by integrating the electric breast pump module, empowerment education module, personalized recommendation module, data monitoring and feedback module, and remote support module, comprehensive support and personalized management of the lactation process of mothers are achieved. The system can accurately adjust the breast pumping parameters according to the individual feelings and lactation stage of the mother, providing a comfortable and effective breast pumping experience; at the same time, through various forms of educational content and personalized recommendations, the mother's lactation knowledge and breastfeeding skills are enhanced; real-time monitoring and intelligent feedback functions help mothers to understand the lactation status in a timely manner and obtain personalized improvement suggestions; in addition, the remote support module also enables mothers to communicate conveniently with professional lactation consultants to obtain professional guidance and support. These beneficial effects jointly improve the lactation effect and breastfeeding experience of mothers.

[0040] Furthermore, the electric breast pump module also includes a function for recording the amount of milk pumped each time, the pumping time and the suction strength, and using these data as input to feed back to the empowerment education system.

[0041] Furthermore, the advanced suction adjustment technology includes introducing an adaptive control algorithm to dynamically adjust the sucking parameters (including suction strength and frequency) according to the real-time feedback of the parturient and the lactation status. The formula of the adaptive control algorithm includes:

[0042]

[0043] Among them, u(t) is the control output, e(t) is the error signal (i.e. the difference between the target suckling state and the actual suckling state), K p , K i , K d They are proportional, integral and derivative gains respectively.

[0044] As can be seen from the above, by introducing the adaptive control algorithm, the pumping parameters (including suction strength and frequency) can be dynamically adjusted according to the real-time feedback and lactation status of the mother. By accurately calculating the error signal (i.e. the difference between the target and actual pumping status), and combining the proportional, integral and differential gains for intelligent regulation, the system can achieve fine control of the pumping process and ensure that the pumping parameters always match the actual needs and lactation status of the mother. This not only improves the comfort and efficiency of pumping, but also helps to optimize the lactation effect, further promoting the success rate of breastfeeding.

[0045] Furthermore, the psychological counseling subsystem of the empowerment education module provides psychological adjustment guidance and support for mother-infant separation situations.

[0046] Furthermore, in the personalized recommendation module, the historical usage data of the mother and the behavior patterns of similar mothers are used to recommend personalized educational content to the mother through a collaborative filtering algorithm. The formula of the collaborative filtering algorithm includes:

[0047]

[0048] Among them, u and v are two pregnant women, I u,v is the set of educational content they have jointly evaluated, r u,i and r v,i are the scores of mothers u and v on educational content i respectively.

[0049] As can be seen from the above, the present invention uses the historical usage data of parturients and the behavior patterns of similar parturients to accurately recommend personalized educational content to parturients through collaborative filtering algorithms. This technology can deeply explore the potential needs and interests of parturients, and combine the evaluations and feedback of other similar parturients to tailor appropriate educational resources for each parturient. This personalized recommendation method not only improves the pertinence and effectiveness of education, but also helps to enhance the learning experience and satisfaction of parturients, and further promotes the popularization of breastfeeding knowledge and the mastery of skills.

[0050] Furthermore, in the data monitoring and feedback module, a time series analysis algorithm is introduced to predict future lactation trends and provide a basis for intelligent control. The formula of the time series analysis algorithm includes:

[0051] φ(B)(1-B)d X t =θ(B)Z t ;

[0052] Where φ(B) and θ(B) are the autoregressive and moving average operators, d is the difference order, and Z t is a white noise sequence.

[0053] As can be seen from the above, the present invention introduces a time series analysis algorithm to accurately predict future lactation trends and provide a scientific basis for intelligent control. Through this algorithm, the system can deeply analyze the lactation data of parturients, identify the laws and trends therein, and thus realize dynamic monitoring and prediction of the lactation process. This prediction capability not only helps parturients to understand their lactation status in a timely manner, but also provides strong support for intelligently adjusting milk suction parameters and optimizing lactation effects, further improving the quality and success rate of breastfeeding.

[0054] Furthermore, in the remote support module, an NLP algorithm is introduced to analyze the consultation text of the pregnant woman, automatically identify her questions and needs, and generate corresponding replies or suggestions. The formula of the NLP algorithm includes:

[0055]

[0056] Among them, d is the document to be classified, c is the category, and t i is the i-th word in the document, w i is the weight of the word (such as tf-idf value), weight(c,t i ) is the word t i The weight in class c.

[0057] As can be seen from the above, the present invention introduces NLP algorithms to analyze the consultation texts of parturients, which can automatically identify their problems and needs, and quickly generate corresponding replies or suggestions. The efficiency and quality of maternal and child care consultations have been greatly improved. By accurately analyzing the content of the consultations of parturients, the NLP algorithm can quickly grasp their core demands and provide parturients with timely and accurate answers and guidance. This not only enhances the trust and satisfaction of parturients, but also helps to optimize the workflow of professional lactation consultants, enabling them to serve the majority of parturients more efficiently and further promote the popularization and development of breastfeeding.

[0058] Furthermore, the effects of the electric breast pump empowerment education system of the embodiment and the currently available electric breast pump (comparative example) are compared to obtain the following table:

[0059]

[0060]

[0061] It can be seen from the above table that the electric breast pump-enabled education system of this embodiment has significant advantages and improvements in many aspects compared to the currently available electric breast pumps.

[0062] A method for applying an electric breast pump empowerment education system in the management of lactation of mothers separated from their infants, using the electric breast pump empowerment education system, comprising:

[0063] S1. Adjust the suction parameters of the electric breast pump according to the individual situation of the mother;

[0064] S2. Provide lactation knowledge, breastfeeding skills and psychological support to mothers through empowerment education modules;

[0065] S3. Provide customized educational content using a personalized recommendation module based on the mother’s learning progress and lactation status;

[0066] S4, monitor breast pumping parameters and combine them with maternal physical condition information to generate personalized lactation improvement suggestions through data monitoring and feedback modules;

[0067] S5. Allow mothers to communicate with professional lactation consultants through the remote support module.

[0068] Working principle: By integrating the electric breast pump module, empowerment education module, personalized recommendation module, data monitoring and feedback module and remote support module, comprehensive monitoring and personalized management of the lactation process of the mother can be achieved. The electric breast pump module adopts advanced suction adjustment technology to dynamically adjust the suction parameters according to the real-time feedback and lactation status of the mother; the empowerment education module provides rich lactation knowledge, breastfeeding skills and psychological support content; the personalized recommendation module intelligently recommends educational content according to the individual differences and learning progress of the mother; the data monitoring and feedback module monitors the suction parameters in real time and combines the mother's physical condition information to analyze the lactation situation and generate improvement suggestions; the remote support module allows the mother to communicate remotely with professional lactation consultants and get help and guidance in time. Each module works together to promote the success rate and quality of breastfeeding.

[0069] Application example: Application of electric breast pump empowerment education system in lactation management of mothers separated from their babies

[0070] 1. Background

[0071] In the case of separation of mother and baby, mothers face special challenges in lactation management. Due to the lack of direct sucking stimulation from the baby, the lactation process of mothers may be affected, resulting in insufficient milk secretion or difficulty in lactation. In order to effectively manage the lactation process and increase milk secretion, we introduced the electric breast pump empowerment education system.

[0072] 2. System Overview

[0073] The Electric Breast Pump Empowerment Education System is a comprehensive system that integrates an electric breast pump module, an empowerment education module, a personalized recommendation module, a data monitoring and feedback module, and a remote support module. The system is designed to help mothers who are separated from their babies effectively manage the lactation process by precisely adjusting the pumping parameters, providing systematic education and personalized support, as well as real-time monitoring and feedback.

[0074] 3. Application steps

[0075] 1. System initialization and setup

[0076] When a mother uses the system for the first time, she needs to initialize the system, including entering basic personal information, lactation history, etc.

[0077] According to the individual situation of the mother, the system automatically adjusts the suction parameters of the electric breast pump to ensure the comfort and effectiveness of the breastfeeding process.

[0078] 2. Use of the empowering education module

[0079] Mothers learn lactation knowledge, breastfeeding techniques and psychological support through videos, audios, graphics and texts.

[0080] The system intelligently recommends personalized educational content based on the mother’s learning progress and lactation status to meet her specific needs.

[0081] 3. Personalized breast pumping parameter adjustment

[0082] The system uses advanced suction regulation technology to dynamically adjust breast pumping parameters (including suction intensity and frequency) based on the mother's real-time feedback and lactation status.

[0083] Mothers can view and adjust breast pumping parameters in real time through the system interface to ensure the comfort and efficiency of the breast pumping process.

[0084] 4. Data monitoring and feedback

[0085] The system monitors breast pumping parameters in real time, including amount of milk pumped, pumping time, and suction intensity, and uses this data as input to feed back into the empowering education system.

[0086] Combined with the physical condition information entered by the mother, the system analyzes the lactation situation and generates personalized lactation improvement suggestions.

[0087] Mothers can view lactation trend charts, improvement suggestions and other information through the system interface so as to adjust lactation management strategies in a timely manner.

[0088] 5. Remote support and communication

[0089] Mothers can communicate remotely with professional lactation consultants through the remote support module to obtain professional guidance and support.

[0090] The system introduces NLP algorithms to analyze the consultation texts of mothers, automatically identify their questions and needs, and generate corresponding replies or suggestions.

[0091] Lactation consultants can provide personalized lactation management plans and recommendations based on the specific circumstances and needs of the mother.

[0092] IV. Application Effect Evaluation

[0093] 1. Increased milk production

[0094] By precisely adjusting breast pumping parameters and providing systematic educational support, the mother's milk production is significantly improved.

[0095] The system's real-time monitoring and feedback functions help mothers understand their lactation status in a timely manner and make corresponding adjustments and improvements based on suggestions.

[0096] 2. Improved maternal satisfaction

[0097] The mothers expressed satisfaction with the experience of using the system and believed that the system provided convenient and professional lactation management services.

[0098] Personalized recommendations and remote support functions enhance mothers’ sense of participation and trust.

[0099] 3. Improved work efficiency of professional lactation consultants

[0100] The system automatically identifies the problems and needs of mothers through NLP algorithms, providing lactation consultants with a more efficient way of working.

[0101] Lactation consultants can focus more on providing personalized lactation management plans and advice without spending a lot of time handling routine consultations.

[0102] V. Conclusion and Outlook

[0103] The electric breast pump empowerment education system has shown significant application effects in the management of lactation for mothers with separated mothers and infants. By accurately adjusting the pumping parameters, providing systematic education and personalized support, and real-time monitoring and feedback functions, the system effectively improves the milk production and satisfaction of mothers.

[0104] The embodiment of the present application provides an electronic device, which is applicable to the above-mentioned electric breast pump empowerment education system, including:

[0105] Memory, used to protect computer programs and data;

[0106] Processor, used to run system programs.

[0107] The embodiment of the present application provides a computer storage medium, which is applicable to the above-mentioned electric breast pump empowerment education system, and performs hierarchical confidentiality management on the above-mentioned system and data in accordance with confidentiality management requirements.

[0108] Those skilled in the art will appreciate that the embodiments of the present application may be provided as a system or a computer program product. Therefore, the present application may adopt the form of a complete hardware embodiment, a complete software embodiment, or an embodiment in combination with software and hardware. Moreover, the present application may adopt the form of a computer program product implemented on one or more computer-usable storage media (including but not limited to disk storage, CD-ROM, optical storage, etc.) that contain computer-usable program code.

[0109] The present application is described with reference to the flowcharts and / or block diagrams of the devices (systems) and computer program products according to the embodiments of the present application. It should be understood that each process and / or box in the flowchart and / or block diagram, as well as the combination of the processes and / or boxes in the flowchart and / or block diagram, can be implemented by computer program instructions. These computer program instructions can be provided to a processor of a general-purpose computer, a special-purpose computer, an embedded processor, or other programmable data processing device to generate a machine, so that the instructions executed by the processor of the computer or other programmable data processing device generate instructions for implementing the processes in the flowchart and / or block diagram. Figure 1 A process or multiple processes and / or boxes Figure 1 A device that provides the functions specified in a block or multiple blocks.

[0110] These computer program instructions may also be stored in a computer-readable memory capable of directing a computer or other programmable data processing device to operate in a specific manner, so that the instructions stored in the computer-readable memory produce an article of manufacture comprising an instruction device, which implements the process Figure 1 A process or multiple processes and / or boxes Figure 1 A function specified in one or more boxes.

[0111] These computer program instructions can also be loaded onto a computer or other programmable data processing device so that a series of operating steps are executed on the computer or other programmable device to produce a computer-implemented process, thereby providing instructions for implementing the process. Figure 1 A process or multiple processes and / or boxes Figure 1 The steps for the functions specified in one or more boxes.

[0112] In a typical configuration, a computing device includes one or more processors (CPU), input / output interfaces, network interfaces, and memory.

[0113] The memory may include non-permanent memory in a computer-readable medium, random access memory (RAM) and / or non-volatile memory in the form of read-only memory (ROM) or flash RAM. The memory is an example of a computer-readable medium.

[0114] Computer readable media include permanent and non-permanent, removable and non-removable media, and can be implemented by any method or technology to store information. Information can be computer readable instructions, data structures, program modules or other data. Examples of computer storage media include, but are not limited to, phase change memory (PRAM), static random access memory (SRAM), dynamic random access memory (DRAM), other types of random access memory (RAM), read-only memory (ROM), electrically erasable programmable read-only memory (EEPROM), flash memory or other memory technology, compact disk read-only memory (CD-ROM), digital versatile disk (DVD) or other optical storage, magnetic cassettes, magnetic tape disk storage or other magnetic storage devices or any other non-transmission media that can be used to store information that can be accessed by a computing device. As defined herein, computer readable media does not include transitory media such as modulated data signals and carrier waves.

[0115] It should also be noted that the terms "include", "comprises" or any other variations thereof are intended to cover non-exclusive inclusion, so that a process, commodity or device including a series of elements includes not only those elements, but also other elements not explicitly listed, or also includes elements inherent to such process, commodity or device. In the absence of more restrictions, the elements defined by the sentence "comprises a ..." do not exclude the existence of other identical elements in the process, commodity or device including the elements.

[0116] The embodiments of the present invention are provided for the purpose of illustration and description. Although the embodiments of the present invention have been shown and described above, it can be understood that the above embodiments are exemplary and cannot be understood as limitations of the present invention. Ordinary technicians in this field can change, modify, replace and modify the above embodiments within the scope of the present invention.

Claims

1. An electric breast pump empowerment education system, characterized in that: include: The electric breast pump module adopts suction adjustment technology, which can accurately adjust the suction parameters, including suction strength and frequency, according to the individual feelings of the mother and the lactation stage; the breast cup of the electric breast pump is ergonomically designed, made of soft and comfortable material, and has a silent operation function; The empowering education module is integrated into the electric breast pump and provides lactation knowledge, breastfeeding skills and psychological support content through video, audio and text; Personalized recommendation module, which intelligently recommends personalized educational content based on the mother's lactation status, psychological state and learning progress; The data monitoring and feedback module is connected to the electric breast pump to monitor the breast pumping parameters in real time and transmit them to the empowerment education system. It analyzes the lactation status and generates personalized lactation improvement suggestions based on the physical condition information entered by the mother. The remote support module allows mothers to communicate remotely with professional lactation consultants through the system.

2. An electric breast pump empowerment education system as claimed in claim 1, characterized in that: The electric breast pump module also includes a function for recording the amount of milk, the time of milking and the suction intensity of each milking, and using these data as input to feed back to the empowerment education system.

3. An electric breast pump empowerment education system as claimed in claim 2, characterized in that: The advanced suction force regulation technology includes the introduction of an adaptive control algorithm to dynamically adjust the breast pumping parameters according to the real-time feedback and lactation status of the mother.

4. The electric breast pump empowerment education system according to claim 1, characterized in that: The psychological counseling subsystem of the empowerment education module provides psychological adjustment guidance and support for situations of mother-infant separation.

5. The electric breast pump empowerment education system according to claim 1, characterized in that: In the personalized recommendation module, the historical usage data of mothers and the behavioral patterns of similar mothers are used to recommend personalized educational content to mothers through a collaborative filtering algorithm.

6. The electric breast pump empowerment education system according to claim 1, characterized in that: In the data monitoring and feedback module, a time series analysis algorithm is introduced to predict future lactation trends and provide a basis for intelligent control.

7. The electric breast pump empowerment education system according to claim 1, characterized in that: In the remote support module, the NLP algorithm is introduced to analyze the consultation text of the mother, automatically identify her questions and needs, and generate corresponding replies or suggestions.

8. A method for applying an electric breast pump to empower an education system in the management of lactation of mothers separated from their infants, characterized in that: An electric breast pump empowering education system using any one of claims 1 to 7, comprising: S1. Adjust the suction parameters of the electric breast pump according to the individual situation of the mother; S2. Provide lactation knowledge, breastfeeding skills and psychological support to mothers through empowerment education modules; S3. Provide customized educational content using a personalized recommendation module based on the mother’s learning progress and lactation status; S4, monitor breast pumping parameters and combine them with maternal physical condition information to generate personalized lactation improvement suggestions through data monitoring and feedback modules; S5. Allow mothers to communicate with professional lactation consultants through the remote support module.

9. A processor, characterized in that: The system is configured to execute the educational system for enabling electric breast pump according to any one of claims 1 to 7.

10. A computer-readable storage medium, characterized in that: A computer program is stored thereon, and when the computer program is executed by a processor, the electric breast pump empowerment education system according to any one of claims 1 to 7 is implemented.

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