A community intelligent housekeeper cultural service display system based on a private domain intelligent agent

Abstract

The application relates to the technical field of community intelligent systems, and particularly discloses a community intelligent housekeeper culture service display system based on a private domain intelligent agent, which comprises an account module, an adjusting module, a service module and a processing module. The account module is used for logging in and registering a user account, and the account module is provided with a local storage module. The adjusting module comprises a large language module, a first training module and a second training module which are connected in sequence. The large language module forms a set G, each resident account forms a subset G-i in the set G, and the set G and each subset G-i are subjected to secondary training to form a training model. The service module is used for providing services. The processing module comprises a security module and a big data module. The security module is connected with the local storage module, the adjusting module and the service module and is used for security protection. The application overcomes the defects of the prior art, such as the insufficient community intelligence, the poor community user experience and the low community correlation.

Description

Technical Field

[0001] This invention relates to the field of community intelligent systems, and in particular to a community intelligent steward cultural service display system based on private domain intelligent agents. Background Technology

[0002] With the maturity of technologies such as the Internet of Things (IoT), big data, and cloud computing, the construction of "smart communities" has become a core issue in urban development. At the same time, residents' demand for cultural and recreational activities is growing, making the "last mile" delivery of public cultural services a key challenge.

[0003] In existing technologies, traditional community service systems mostly focus on basic functions such as security, property fee payment, and information announcements. These systems suffer from passive service, limited content, poor interactivity, and low resident participation, specifically manifested in limited functionality and insufficient intelligence. Meanwhile, existing solutions often rely on static WeChat official accounts, community app information boards, or offline event announcements, failing to provide personalized, interactive, and immersive cultural service experiences. A severe information asymmetry and connection gap exists between cultural resources and residents' needs, resulting in poor user experience and low community engagement. Summary of the Invention

[0004] (a) Technical problems to be solved The problem to be solved by the present invention is to provide a community intelligent steward cultural service display system based on private domain intelligent agents, so as to overcome the shortcomings of insufficient community intelligence, poor community user experience and low community relevance in the existing technology.

[0005] (II) Technical Solution To address the aforementioned technical problem, a first aspect of the present invention provides a community intelligent steward cultural service display system based on private domain intelligent agents, comprising: The account module is used for logging in and registering user accounts. The account module has a local storage module for storing user account information. The adjustment module includes a large language module, a first training module, and a second training module connected in sequence. The large language module records preliminary data such as community history, culture, and resident composition to form a set G. Each resident account in set G forms a subset Gi. The first training module receives data from set G of the large language module and forms a pre-trained model. The second training module receives operation information from each resident account from the outside world and performs secondary training on set G and its respective subsets Gi based on the pre-trained model and the operation information to form a training model. The service module includes a community information section, a book lending section, and a community activities section. The community information section provides users with community information, the book lending section provides users with book viewing and lending functions, and the community activities section provides users with activity and course registration. The processing module includes a security module and a big data module. The processing module is connected to the account module and the adjustment module. The processing module is used for all-directional data analysis and processing. The processing module provides targeted information to each user based on the data in the big data module and the subset Gi in the adjustment module. The security module is connected to the local storage module, the adjustment module, and the service module for security protection.

[0006] As described above, in the community smart steward cultural service display system based on private domain intelligent agents, optionally, the processing module is connected to the review module, and the user inputs old photos and stories into the review module, and the processing module generates nostalgic filter short videos or articles.

[0007] As described above, the community smart steward cultural service display system based on private domain intelligent agents can optionally include a processing module that provides recommended books to users for each individual Gi and offers convenient registration for activities by pinning them to the top of the page based on user habits.

[0008] As described above, the community smart steward cultural service display system based on private domain intelligent agents may optionally include a security module with data anonymization technology to ensure that user information is not leaked.

[0009] As described above, the community smart steward cultural service display system based on private domain intelligent agents may optionally include an edge computing module connected to the processing module. The edge computing module is used to process tasks with high real-time requirements and provide basic service capabilities when the network is disconnected.

[0010] As described above, the community smart butler cultural service display system based on private domain intelligent agents can optionally include a customization function in the processing module, allowing users to select a suitable virtual avatar and personality.

[0011] As described above, in the community smart housekeeper cultural service display system based on private domain intelligent agents, the processing module is optionally connected to the display screen, allowing users to view and control the display system on the screen. The display system is connected to the cloud, and users connect to the cloud through an app for viewing.

[0012] As described above, the community smart steward cultural service display system based on private domain intelligent agents may optionally include an alarm button on the display screen and the app. When the alarm button is triggered, the processing module receives the alarm and automatically transmits the alarm information.

[0013] As described above, in the community smart steward cultural service display system based on private domain intelligent agents, the processing module is optionally connected to the voice control module, which is used to receive and process the voice sent by the user.

[0014] (III) Beneficial Effects The present invention provides a community intelligent steward cultural service display system based on private domain intelligent agents, the beneficial effects of which are as follows: This invention controls the login of all community users' accounts through an account module, and an adjustment module collects preliminary data to form a set G. Each resident in each set G constitutes their own Gi and undergoes pre-training to form a pre-trained model. During the use of the community, the pre-trained model and usage habit data form a training model, which is used to make targeted recommendations for each user. The service module can provide community users with community information reading, book borrowing, and community activity registration. The processing module integrates the data from the account module and the adjustment module, and processes and analyzes the data to better provide services to community users. This approach can improve the user experience and overcome the shortcomings of insufficient intelligence in existing community service systems.

[0015] This invention ensures security through a security module and an edge computing module. The security module ensures that data operates within the community and is not leaked, while the edge computing module provides local computing support for the system. In addition, the system can also provide custom functions, remote and display screen operation, and alarm buttons, thereby improving user security while enhancing user experience. Attached Figure Description

[0016] To more clearly illustrate the technical solutions of the embodiments of this application, the drawings used in the embodiments will be briefly introduced below. Obviously, the drawings described below are only some embodiments of this application. For those skilled in the art, other drawings can be obtained based on these drawings without creative effort.

[0017] Figure 1 This is a framework diagram of a community smart steward cultural service display system based on private domain intelligent agents according to the present invention.

[0018] The component names corresponding to the various labels in the diagram are: 1. Account module; 2. Local storage module; 3. Adjustment module; 31. Big language module; 32. First training module; 33. Second training module; 4. Service module; 5. Processing module; 51. Security module; 52. Big data module; 6. Edge computing module; 7. Cloud; 8. Voice control module. Detailed Implementation

[0019] The present application will now be described in detail with reference to the accompanying drawings and specific embodiments.

[0020] The following specific examples illustrate the implementation of this application. Those skilled in the art can easily understand other advantages and effects of this application from the content disclosed in this specification. Obviously, the described embodiments are only a part of the embodiments of this application, and not all of them. This application can also be implemented or applied through other different specific embodiments, and the details in this specification can also be modified or changed based on different viewpoints and applications without departing from the spirit of this application. It should be noted that, in the absence of conflict, the following embodiments and features in the embodiments can be combined with each other. Based on the embodiments in this application, all other embodiments obtained by those skilled in the art without creative effort are within the scope of protection of this application.

[0021] It should be noted that various aspects of embodiments within the scope of the appended claims are described below. It will be apparent that the aspects described herein can be embodied in a wide variety of forms, and any particular structure and / or function described herein is merely illustrative. Based on this application, those skilled in the art will understand that one aspect described herein can be implemented independently of any other aspect, and two or more of these aspects can be combined in various ways. For example, any number and aspects set forth herein can be used to implement the device and / or practice the method. Additionally, this device and / or method can be implemented using structures and / or functionalities other than one or more of the aspects set forth herein.

[0022] It should also be noted that the illustrations provided in the following embodiments are only schematic representations of the basic concept of this application. The drawings only show the components related to this application and are not drawn according to the actual number, shape and size of the components in the actual implementation. In the actual implementation, the form, quantity and proportion of each component can be arbitrarily changed, and the layout of the components may also be more complex.

[0023] Additionally, specific details are provided in the following description to facilitate a thorough understanding of the examples. However, those skilled in the art will understand that practice can be carried out without these specific details.

[0024] The technical solutions provided by the various embodiments of this application are described below with reference to the accompanying drawings.

[0025] See Figure 1 This invention provides a community intelligent steward cultural service display system based on private domain intelligent agents, comprising: an account module 1, an adjustment module 3, a service module 4, and a processing module 5. The account module 1 manages user accounts; the adjustment module 3 performs targeted training on different accounts of different users to achieve adaptive adjustments for each user; the service module 4 includes a community information section, a book borrowing section, and a community activity section. The community information section provides users with community information; the book borrowing section provides users with book viewing and borrowing functions; and the community activity section provides users with activity and course registration. The processing module 5 receives information from the account module 1 and the adjustment module 3, processes and analyzes the information, thereby providing support for the system.

[0026] exist Figure 1 In an optional embodiment, the account module 1 is used to log in and register user accounts. The account module 1 has a local storage module 2, which stores user account information.

[0027] Specifically, when community users interact with the system, registered users can log in via facial recognition, password, or fingerprint recognition. Unregistered users can register through account module 1. Meanwhile, local storage module 2 stores all information of registered users.

[0028] Specifically, the adjustment module 3 includes a large language module 31, a first training module 32, and a second training module 33 connected in sequence. Among them, the large language module 31 records preliminary data such as community history, culture, and resident composition. Community management personnel collect the community's cultural history and personnel information in advance to form a set G.

[0029] Furthermore, a subset Gi is formed in set G for each resident account. It should be noted that a corresponding subset Gi is generated every time a user registers an account. The first training module 32 receives data from set G from the large language module 31 and forms a pre-trained model.

[0030] Furthermore, the second training module 33 receives operation data from each resident account from the outside world, and performs secondary training on the set G and its directional subsets Gi based on the pre-trained model and the operation data to form a training model. The operation data of each resident account from the outside world is specifically manifested in: targeted training based on each resident's different operation habits and operation click content.

[0031] exist Figure 1In an optional embodiment, service module 4 includes a community information section, a book borrowing section, and a community activity section. The community information section provides users with community information, the book borrowing section provides users with book viewing and borrowing functions, and the community activity section provides users with activity and course registration.

[0032] Processing module 5 includes security module 51 and big data module 52. Processing module 5 is connected to account module 1 and adjustment module 3. Processing module 5 is used for all-round data analysis and processing. Processing module 5 provides targeted information to each user based on the data in big data module 52 and the subset Gi in adjustment module 3.

[0033] Furthermore, the security module 51 is connected to the local storage module 2, the adjustment module 3, and the service module 4 for security protection.

[0034] Specifically, security module 51 incorporates data anonymization technology to ensure that user information is not leaked. This ensures that information remains within the community and is not leaked externally.

[0035] Furthermore, processing module 5 connects to the review module. Users input old photos and stories into the review module, and processing module 5 generates nostalgic filter short videos or articles. After training, each user's corresponding subset Gi can provide targeted input based on the user's customization. Users can input photos, a general story, and instructions into the review module, and processing module 5 can generate a targeted story based on the training results of subset Gi and the user's input.

[0036] Furthermore, processing module 5 provides recommended books to each user based on their own Gi and offers convenient registration for activities by pinning the page to the top of the page based on user habits.

[0037] Furthermore, an edge computing module 6 is connected to the processing module 5. The edge computing module 6 is used to process tasks with high real-time requirements and provides basic service capabilities when the network is disconnected. The edge computing module 6 can provide computing power support to the processing module 5 and ensure information confidentiality while guaranteeing basic services.

[0038] Furthermore, processing module 5 provides customization options, allowing users to select a suitable virtual avatar and personality. This customization enhances the user experience.

[0039] Furthermore, the processing module 5 is connected to the display screen, allowing users to view and control the display system on the screen. The display system is connected to the cloud 7, and users connect to the cloud 7 via an app, which is used to view information content in the system.

[0040] Furthermore, the display screen and the app have alarm buttons. When the alarm button is triggered, the processing module 5 receives the alarm and automatically transmits the alarm information.

[0041] Furthermore, the processing module 5 is connected to the voice control module 8, which is used to receive and process the voice sent by the user.

[0042] The same or similar parts between the various embodiments in this specification can be referred to mutually. Each embodiment focuses on describing the differences from other embodiments.

[0043] The above description is merely a specific embodiment of this application, but the scope of protection of this application is not limited thereto. Any variations or substitutions that can be easily conceived by those skilled in the art within the technical scope disclosed in this application should be included within the scope of protection of this application. Therefore, the scope of protection of this application should be determined by the scope of the claims.

Claims

1. A community intelligent steward cultural service display system based on private domain intelligent agents, characterized in that, include: Account module (1), the account module (1) is used to log in and register user accounts, the account module (1) has a local storage module (2), the local storage module (2) stores user account information; The adjustment module (3) includes a large language module (31), a first training module (32) and a second training module (33) connected in sequence. The large language module (31) records preliminary data records of community history, culture and resident composition, forming a set G. Each resident account in the set G forms a subset Gi. The first training module (32) receives data from the set G of the large language module (31) and forms a pre-trained model. The second training module (33) receives the operation status of each resident account from the outside world, and performs secondary training on the set G and its respective subset Gi based on the pre-trained model and the operation status to form a training model. Service module (4), which includes a community information section, a book borrowing section and a community activity section. The community information section provides users with community information, the book borrowing section provides users with book viewing and borrowing functions, and the community activity section provides users with activity and course registration. The processing module (5) includes a security module (51) and a big data module (52). The processing module (5) is connected to the account module (1) and the adjustment module (3). The processing module (5) is used for all-directional data analysis and processing. The processing module (5) provides targeted information to each user based on the data in the big data module (52) and the subset Gi in the adjustment module (3). The security module (51) is connected to the local storage module (2), the adjustment module (3) and the service module (4) for security protection.

2. The community intelligent steward cultural service display system based on private domain intelligent agents as described in claim 1, characterized in that, The processing module (5) is connected to the review module. The user inputs old photos and stories into the review module, and the processing module (5) generates nostalgic filter short videos or articles.

3. The community intelligent steward cultural service display system based on private domain intelligent agents as described in claim 1, characterized in that, The processing module (5) provides recommended books to each user and provides convenient registration for activities by pinning the activity page according to user habits.

4. The community intelligent steward cultural service display system based on private domain intelligent agents as described in claim 1, characterized in that, The security module (51) has data desensitization technology to ensure that user information is not leaked.

5. The community intelligent steward cultural service display system based on private domain intelligent agents as described in claim 1, characterized in that, The processing module (5) is connected to an edge computing module (6), which is used to process tasks with high real-time requirements and provide basic service capabilities when the network is disconnected.

6. The community intelligent steward cultural service display system based on private domain intelligent agents as described in claim 1, characterized in that, The processing module (5) provides a customization function, allowing users to select a suitable virtual avatar and personality.

7. The community intelligent steward cultural service display system based on private domain intelligent agents as described in claim 1, characterized in that, The processing module (5) is connected to the display screen. The user can view and control the display system on the display screen. The display system is connected to the cloud (7). The user can connect to the cloud (7) through the app. The app is used for viewing.

8. The community intelligent steward cultural service display system based on private domain intelligent agents as described in claim 7, characterized in that, The display screen and the app have alarm buttons. When the alarm button is triggered, the processing module (5) receives the alarm and automatically transmits the alarm information.

9. The community intelligent steward cultural service display system based on private domain intelligent agents as described in claim 1, characterized in that, The processing module (5) is connected to the voice control module (8), which is used to receive and process the voice sent by the user.

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