CN110136037A - A kind of internet precision educational counseling system based on big data and artificial intelligence - Google Patents
A kind of internet precision educational counseling system based on big data and artificial intelligence Download PDFInfo
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- CN110136037A CN110136037A CN201910427368.9A CN201910427368A CN110136037A CN 110136037 A CN110136037 A CN 110136037A CN 201910427368 A CN201910427368 A CN 201910427368A CN 110136037 A CN110136037 A CN 110136037A
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- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q50/00—Systems or methods specially adapted for specific business sectors, e.g. utilities or tourism
- G06Q50/10—Services
- G06Q50/20—Education
- G06Q50/205—Education administration or guidance
Abstract
The invention discloses a kind of internet precision education and guidance and management system based on big data and artificial intelligence, including teacher's client, student client, parent's client, education administrators client and server;Teacher's client, student client, parent's client and education administrators client are connect with the server respectively.The present invention is based on big data analysis and the teaching of artificial intelligence technology auxiliary school and management, mitigate the education burden of three aspect of teacher, society and education administrators;By establishing digitalization resource library and detailed-oriented knowledge mapping, precisely acquires student and learn feelings and assist formulating student individuality guidance plan;By establishing interest excitation module and personalized appraisement system, the study sense of accomplishment and spirit of exploration of student are excited.Present invention combination internet establishes the quaternity system of " school+teacher+student+parent ", realizes the function of exchanging, communicated with each other with self-promotion in real time.
Description
Technical field
The present invention relates to instructional management system (IMS) fields, more specifically refer to the internet based on big data and artificial intelligence
Precision education and guidance and management system.
Background technique
There are the teacher strength of the unbalanced phenomenon of resource allocation, especially rural area weaknesses for Chinese education at this stage
Problem.In recent years, country, which calls, pushes the information-based means such as big data, artificial intelligence and internet, builds " internet+education "
Intelligent educational platform.For this purpose, State Council has printed and distributed " Chinese education modernization 2035 " and " has accelerated that educational modernization is promoted to implement
Scheme (2018-2022) ", two files are conceived to medium- and long-term strategy planning at a specified future date and Immediate action plan, common structure respectively
At the Top-layer Design Method and action scheme of educational modernization.As it can be seen that intelligentize and informatization is Science in Future in China educational trend.Big data
Constantly improve with artificial intelligence technology, can also the analytic learning behavior of more accurate ground, help alleviates the burden on students synergy.Internet it is general
And space-time limitation is breached, high-quality educational resources are both incorporated, are also foundation " school+teacher+student+parent " quaternity
Interactive system lays the foundation.
, educational resource acquisition difficulty weak in face of teacher strength, Learning atmosphere are poor, student lacks learning interest and extracurriliar auxiliary
Lead the problems of deficiency etc., it is necessary to research and develop a intelligent accurate education and guidance and management system.Pass through the qualified teachers that check on, teacher
Raw interaction and student learn three important links, and intelligence system accomplishes resource-sharing, while mitigating education burden, when also breaking
Empty limitation;By the feedback opinion analysis learnt to student, intelligence system is that student formulates personalized study plan, is mitigated
Child's burden, easily and efficiently learns;It is analyzed by the comprehensive assessment to education informations, feelings information and family information, intelligence
System allows teacher, students and their parents that can find the progress and difficulty of child in real time, and carries out intervention guidance in time.
Summary of the invention
For the above the deficiencies in the prior art, the present invention proposes that a kind of internet based on big data and artificial intelligence is accurate
Change educational counseling system, three important links is learnt by the qualified teachers that check on, classroom interactions and student, intelligence system accomplishes that resource is total
It enjoys, while mitigating education burden, also breaks the limitation of space-time.
In order to achieve the above objectives, the technical scheme is that including user's end unit and service device unit;The user
End unit includes operating side and functional module;The operating side includes teacher's client, student client, parent's client and pipe
Reason person's client;The functional module includes community module, study module, classroom module and administration module.
Further, the server unit includes that educational resource data module, information management evaluation module, community give lessons and answer
It doubts module and Internet of Things AM access module, the request of user's end unit carries out branching to different functional modules by gateway
The spatial database of server cluster, each module of server unit is independent, and the processing model of server unit is thing stage by stage
Part drives framework, to guarantee high concurrent and load robustness.
Further, the educational resource data module is used for the input of teaching resource, processing, storage and output, response
The access of the user terminal transmission is requested and is communicated;The educational resource data module is known according to education outline by netted
Know in map typing server, the opening relationships path between each knowledge point, and is saved by course branch and learning sequence coding;
Educational resource data include knowledge mapping data, exam pool data and recorded broadcast video, and each knowledge point corresponds to corresponding examination question and net
Network course, and weights of importance is assigned by frequency is investigated to each knowledge point based on big data and intelligent algorithm;The exam pool
Hybrid algorithm based on proposed algorithm and user model, by the result weighted to algorithms of different come synthesis result, to realize
The accurate push of correlated knowledge point.
Further, the information management evaluation module is used for faculty and staff, student, parent and Internet of things access equipment
Input, processing, storage and the output of factual data, and respond the access request of the user terminal transmission and communicate;It is described
Information management evaluation module is statisticallyd analyze according to initial data of the artificial intelligence technology to factual data, show that user's is various
Truth labels, and combination tag Weight algorithm establishes user model;The information management evaluation module is based on the fact that data and use
Family model is made intelligent evaluation to the teaching effect of individual teacher and is stored, then conclusion is fed back to the user terminal;The letter
Breath management assessment module is based on the fact that data and user model make the know-how of individual students, enthusiasm and feelings prediction
Intelligent evaluation simultaneously stores, then conclusion is fed back to the user terminal;The information management evaluation module is according to intelligent algorithm
Error rate weight is assigned by User error rate whithin a period of time to knowledge point, then new weighted value is sent to described
Student client.
Further, the community, which gives lessons, answers questions module for live broadcast teaching, tutor auxiliary platform, online question-answering and exchange between communities
The data of equal generations are inputted, are handled, stored and are exported, and server cluster is serviced by streaming media server cluster, AI
Device cluster, instant communication server cluster and forum servers cluster the parallel combined, and respond the access that the user terminal is sent
It requests and communicates, while collected factual data is sent to the information management evaluation module;The live broadcast teaching
Function is based on RTMP protocol development, and live content can be set as open or non-public by teacher;The teaching auxiliary function is based on
Artificial intelligence technology realizes, realize auxiliary prepare lessons, Expression Recognition and intelligently reading three zones;The online question-answering function is based on
Instant messaging technology is realized, is realized including the point-to-point and group chat function between all users, is used to exchange immediately, direct broadcasting room question and answer
With the dissemination of information etc.;The exchange between communities is used for resource sharing, community's question and answer and public notification of information.
Further, the Internet of Things AM access module for the access of campus smart machine, the acquisition of user's factual data with
The monitoring of equipment state, the equipment of access include computer, mobile device, scanner and camera etc..
Further, teacher's client includes teacher's community module, teacher learning module, classroom module and teacher
Administration module;Teacher's community module is used for exchange between communities;The teacher learning module is used for teacher's self-teaching;The religion
Teacher classroom module for preparing lessons, giving lessons on the spot before the class, online teaching and evaluation of going over examination papers, it is auxiliary by the offer of cloud artificial intelligence technology
It helps;The monitoring by teacher module is used for feelings, health and the work and rest of real-time statistics student.
Further, the student client includes students community module, student's study module, student classroom module and student
Administration module;The students community module is used for exchange between communities;Student's study module completes personalized learn by oneself for student
It is test with exam pool, according to the weights of importance and error rate weight, the tool based on cloud artificial intelligence knows user
Knowing point, precisely push and learning tasks are recommended;The student classroom module is for learning before class, classroom interaction and fulfils assignment;Institute
Student's administration module is stated for completing student's selfdiscipline, including querying individual feelings and interest activating system, interest excitation system
System includes hierarchical system, integrating system and scientific collectibles system.
Further, parent's client includes parent's community module, parent's study module, parent classroom module and parent
Administration module;Parent's community module is used for exchange between communities;Parent's study module is used for parent's self-teaching;The family
Long classroom module participates in auditing and network parents' conference for live streaming classroom for parent;Parent's administration module is real for parent
When supervision student feelings and record family life.
Further, the long client of the manager includes manager's community module, manager's study module, manager classroom
Module and manager's administration module;Manager's community module is used for exchange between communities;Manager's study module is for managing
Reason person's self-teaching;Manager classroom module participates in auditing and the meeting of network campus for live streaming classroom for manager;Institute
Manager's administration module is stated for manager's real-time oversight teaching status and learns feelings.
The beneficial effects of the present invention are: by based on the server cluster of simple function, simultaneously by modular mode
Row is combined into complicated distributed server cluster network and builds in conjunction with artificial intelligence and Internet of things system for Village school
Efficiently, intelligence, in real time " quaternity " internet teaching system;By the detailed-oriented and opening relationships path to knowledge point,
And filled a vacancy based on big data and artificial intelligence technology auxiliary student's leakage detection, learning tasks are precisely pushed, learning burden is mitigated;Pass through
Label Weight algorithm and artificial intelligence technology establish user model for performance and the feelings prediction of appraising the teacher, assist teacher, learn
Raw, parent and manager grasp information dynamic, formulate the countermeasure of science;By Internet of Things and artificial intelligence technology, student is acquired
Health status, emotional change and behavioural information, establish student health information database, help teacher, parent and manager and
When intervene student physical and mental health;Common interconnection network technology establishes community and is broadcast live the new education mode given lessons, close school,
Teacher, students and their parents' inter-drain attend a school by taking daily trips habit, build a kind of educational atmosphere that cooperation is linked up.
The present invention is based on big data analysis and artificial intelligence technology auxiliary school teaching and management, mitigate teacher, society and
The education burden of three aspect of education administrators;By establishing digitalization resource library and detailed-oriented knowledge mapping, student is precisely acquired
It learns feelings and assists formulating student individuality guidance plan;By establishing interest excitation module and personalized appraisement system, excitation is learned
Raw study sense of accomplishment and spirit of exploration.Present invention combination internet establishes four one of " school+teacher+student+parent "
System system, realizes the function of exchanging, communicated with each other with self-promotion in real time.
Detailed description of the invention
In order to more clearly explain the embodiment of the invention or the technical proposal in the existing technology, embodiment will be described below
Needed in attached drawing be briefly described, it should be apparent that, the accompanying drawings in the following description be only it is of the invention wherein
Nine width for those of ordinary skill in the art without creative efforts, can also be according to these attached drawings
Obtain other attached drawings.
Fig. 1 is server architecture schematic diagram;
Fig. 2 is user client structural schematic diagram;
Fig. 3 is teacher's client terminal structure schematic diagram;
Fig. 4 is student client structural schematic diagram;
Fig. 5 is parent's client terminal structure schematic diagram;
Fig. 6 is education administrators client terminal structure schematic diagram;
Fig. 7 is AI proposed algorithm technology figure;
Fig. 8 is personalized evaluation mechanism technology figure;
Fig. 9 is exchange between communities technology figure.
Specific embodiment
Below in conjunction with attached drawing, the technical solution in the present invention is clearly and completely described, it is clear that described
Embodiment is only presently preferred embodiments of the present invention, instead of all the embodiments.Based on the embodiments of the present invention, this field
Those of ordinary skill's every other embodiment obtained without making creative work, belongs to protection of the present invention
Range.
Embodiment
Referring to attached drawing 1, the internet precision religion based on big data and artificial intelligence that the embodiment of the invention provides a kind of
Guidance and management system, including user's end unit and service device unit are learned, user's end unit includes operating side and functional module;
Referring to attached drawing 2, functional module includes community module, study module, classroom module and administration module;Operating side is divided into
Teacher's client, student client, parent's client and manager's client.
In the present embodiment, server unit includes that information management evaluation module, educational resource data module, community give lessons and answer
Module and Internet of Things AM access module are doubted, single application program is classified as one group of miniature service, mutually coordinated group between service
At each functional module, and the Restful API that each service provides is accessed in the form of lightweight communications protocol HTTP and is handed over
Mutually;The request of user terminal branch to by gateway the server cluster of different functional modules, data between functional module
Library is independent;
The Spring Cloud that service background of the present invention is realized using Java technology stack is as system mainstream technology stack;Service
It administers and realizes that new service will register to service register center based on Spring Cloud Eureka, and new consumer can be to
Service register center buffer service list then is initiated to call, service register center, ISP's kimonos by address of service
Consumer three's independent operating be engaged in different processes;By decentralized configuration center, it is managed collectively in several micro services
Configuration information;Spring Cloud Config, which is provided, provides server and client side to the exterior arrangement in distributed system
Support, the allocating default of server stored using Git, and client is accessed by lightweight communications protocol.
The processing model of server is based on event-driven framework stage by stage, one of them stage is substantially by event queue, dynamic
Four state thread pool, event handler and a performance controller parts are constituted, and each stage is completely independent and possesses respective
Thread pool and the work of necessary special disposal.All stages are accessed by event queue, and complete request processing is formed
Network.Performance controller and dynamic thread pool adjust thread pool size according to busy degree is requested, and carry out the optimal of system resource
Configuration, to guarantee high concurrent and load robustness.
In the present embodiment, the functional module of server unit include information management evaluation module, educational resource data module,
Community gives lessons educational resource data module described in module and Internet of Things AM access module of answering questions.
1) educational resource data module
The educational resource data module is used to respond the user to the input of teaching resource, processing, storage and output
The access sent is held, requests and communicates.Educational resource data module takes netted knowledge mapping typing according to education outline
It is engaged in device, the opening relationships path between each knowledge point, and saved by course branch and learning sequence coding;
In order to slow down the pressure of server, the video file that the present invention uses third-party server storage to upload and download,
And the URL for needing preservation to return in database, and interface is being uploaded, video information associated with the file is not passed to and is connect
In mouthful, only file self-information.In order to accurate storing path information.This system upload function is divided into two parts completion, the
A part transmitting file upper first is sent to backstage, and then backstage upload returns after uploading successfully URL to third-party server
Foreground.Foreground is saved into database on the incoming backstage URL the corresponding curriculum video of its URL;
The backstage of recorded broadcast course service uses Spring Boot/Cloud, Spring Data JPA and Mysql database
It realizes;
Educational resource data include knowledge mapping data, exam pool data and recorded broadcast video, and each knowledge point is corresponding corresponding
Examination question and network courses, and weights of importance is assigned by frequency is investigated to each knowledge point based on big data and intelligent algorithm;
The investigation frequency of all the past examinations is higher, and weights of importance value is higher;
Hybrid algorithm of the exam pool based on proposed algorithm and label Weight algorithm, by algorithms of different result weighted come
Synthesis result, to realize the accurate push of correlated knowledge point.
Referring to attached drawing 7, the wherein specific implementation process of proposed algorithm:
(1) some features project sample: are extracted for each project to indicate this project;
(2) feature learning: the characteristic of the project of mistake of being solved a problem in the past using User (and correct), to learn
The feature of this user;
(3) recommend to generate: by comparing the feature of user characteristics obtained in the previous step and candidate items.
2) information management evaluation module
The fact that information management evaluation module is for faculty and staff, student, parent and Internet of things access equipment information
Input, processing, storage and output, and respond the access request of the user terminal transmission and communicate;What factural information included
Identity information, information of giving lessons, learning information, performance information, behavioural information, health and fitness information and equipment state etc., by user terminal and
The functional module of the server is acquired and is uploaded;
Information management evaluation module is statisticallyd analyze according to initial data of the artificial intelligence technology to factural information, obtains use
The various truth labels at family, and combination tag Weight algorithm establishes user model, there is shown feature of the user in hyperspace
Vector calculates user model and similar classification;The information management evaluation module based on the fact that data and user model to religion
The teaching effect of teacher's individual is made intelligent evaluation and is stored, then conclusion is fed back to the user terminal;
Referring to attached drawing 8, information management evaluation module based on the fact that data and user model to the know-how of individual students,
Enthusiasm and feelings prediction make individualized intelligent and assess and store, then conclusion is fed back to the user terminal;
Information management evaluation module presses the mistake whithin a period of time of User according to intelligent algorithm to knowledge point
Rate assigns error rate weight, then new weighted value is sent to the student client.
3) community gives lessons module of answering questions
Community, which gives lessons, answers questions module for the number to generations such as live broadcast teaching, tutor auxiliary platform, online question-answering and exchanges between communities
According to being inputted, handled, stored and exported, server cluster is by streaming media server cluster, AI server cluster, immediately
Communication server cluster and forum servers cluster the parallel combined, and respond the access request of the user terminal transmission and lead to therewith
Letter, while collected factual data is sent to the information management evaluation module;
Live broadcast teaching function is based on RTMP protocol development, is realized using Nginx-Rtmp-Module, is flowed from the background by Nginx
Media server cluster provides service, and the mode for taking network server to authenticate prevents the malice plug-flow of user, to reduce clothes
Business device pressure, can also verify the user in live stream, and live content can be set as open or non-public by teacher;
Teaching auxiliary function realizes that realization auxiliary is prepared lessons, Expression Recognition and intelligently reading three are big based on artificial intelligence technology
Function, wherein Expression Recognition observes its emotional change, then be based on artificial intelligence by the facial expression of Internet of Things camera acquisition student
Energy technology analyzes the real-time psychological condition of student, helps teacher and holds class pace and student thought state, also helps teacher, parent
Intervene students psychology problem in time after class with manager;
Online question-answering function is realized based on instant messaging technology, is realized including the point-to-point and group chat function between all users
Can, for exchange, direct broadcasting room question and answer and dissemination of information etc. immediately.
Exchange between communities is used for resource sharing, community's question and answer and public notification of information;Exchange between communities system is divided into seven functions
Module, including main note module, multiple note module, comment module, topic module, user behavior module, Back Administration Module and disappear
Cease module;
Referring to attached drawing 9, executor has 3 classes, is respectively: ordinary user, forum edition owner and system manager.Difference executes
Person is it needs to be determined that different use-cases, and for ordinary user, use-case posts, money order receipt to be signed and returned to the sender, comment, collects, thumbs up, logging in, registering, is clear
It lookes at and reports.For forum edition owner, the management of this system order is mainly undertaken, the use-case designed for it are as follows: topic management, note
Son management and ordinary user's management.Wherein, topic management use-case further comprises newly-built topic use-case and deletes topic use-case;Model
Management use-case also includes main note management use-case, multiple note management use-case and comment management use-case;It is to use that ordinary user, which manages use-case,
Family manages extensive.For system manager, major responsibility is managed to forum edition owner, so devising edition owner for it
Manage use-case.
Database design has used Spring Boot frame, and Spring Data JPA is introduced in pom file and is relied on, and
And data source has been configured in configuration file, create entity class and interface, so that it may realize entity class automatic mapping database
Table.According to the design of functional module, database design needs six entity class, is main note, multiple note, comment, topic, user respectively
Behavior and message entity class.
4) Internet of Things AM access module
Internet of Things AM access module is used for access, the acquisition of user's factural information and the prison of equipment state of campus smart machine
It surveys, it includes data-interface, middleware and crawlers.The equipment of access includes computer, mobile device, scanner and camera shooting
Head etc., user's factual data of Internet of Things acquisition include that electronic equipment uses duration, handwriting, behavior act and face mood
Etc. data.
Further, user terminal can be refined as teacher's client, student client, parent's client and manager client
End.
Referring to attached drawing 3, teacher's client includes teacher's community module, teacher learning module, classroom module and teacher
Administration module;Teacher's community module is used for exchange between communities;The teacher learning module is used for teacher's self-teaching;The religion
Teacher classroom module for preparing lessons, giving lessons on the spot before the class, online teaching and evaluation of going over examination papers, it is auxiliary by the offer of cloud artificial intelligence technology
It helps;The monitoring by teacher module is used for feelings, health and the work and rest of real-time statistics student.
Referring to attached drawing 4, student client includes students community module, student's study module, student classroom module and student
Administration module;Students community module is used for exchange between communities;Student's study module is completed personalized learn by oneself for student and is surveyed with exam pool
It tests, according to the weights of importance and error rate weight, it is accurate that the tool based on cloud artificial intelligence carries out knowledge point to user
Push and learning tasks are recommended;Student classroom module is for learning before class, classroom interaction and fulfils assignment;Student's administration module is used
In completing student's selfdiscipline, including querying individual feelings and interest activating system, interest activating system include hierarchical system,
Integrating system and scientific collectibles system;Scientific collectibles include text, picture and threedimensional model.
Referring to attached drawing 5, parent's client includes parent's community module, parent's study module, parent classroom module and parent
Administration module;Parent's community module is used for exchange between communities;Parent's study module is used for parent's self-teaching;Parent classroom module is used
Auditing and network parents' conference for live streaming classroom is participated in parent;Parent's administration module is used for the feelings of parent's real-time oversight student
With record family life.
Referring to attached drawing 6, the long client of manager includes manager's community module, manager's study module, manager classroom
Module and manager's administration module;Manager's community module is used for exchange between communities;Manager's study module for manager self
Study;Manager classroom module participates in auditing and the meeting of network campus for live streaming classroom for manager;Manager's administration module
For manager's real-time oversight teaching status and learn feelings.
Learn three important links by the qualified teachers that check on, classroom interactions and student, intelligence system accomplishes resource-sharing, mitigates
While education burden, also break the limitation of space-time;By the feedback opinion analysis learnt to student, intelligence system is student's system
Fixed personalized study plan, mitigates child's burden, easily and efficiently learns;By to education informations, feelings information and family
The comprehensive assessment of information is analyzed, and intelligence system allows teacher, students and their parents that can find the progress of child and difficult in real time, and in time
Carry out intervention guidance.
The foregoing is merely illustrative of the preferred embodiments of the present invention, is not intended to limit the invention, all in essence of the invention
Within mind and principle, any modification, equivalent replacement, improvement and so on be should all be included in the protection scope of the present invention.
Claims (10)
1. a kind of internet precision educational counseling system based on big data and artificial intelligence, which is characterized in that including user
End unit and server unit;
User's end unit includes operating side and functional module;
The operating side includes teacher's client, student client, parent's client and manager's client;
The functional module includes community module, study module, classroom module and administration module.
2. a kind of internet precision educational counseling system based on big data and artificial intelligence according to claim 1,
It is characterized by: the server unit includes that educational resource data module, information management evaluation module, community give lessons mould of answering questions
Block and Internet of Things AM access module, the request of user's end unit branch to by gateway the service of different functional modules
The spatial database of device cluster, each module of server unit is independent, and the processing model of server unit is the drive of event stage by stage
Moving frame structure.
3. a kind of internet precision educational counseling system based on big data and artificial intelligence according to claim 2,
It is characterized by: the educational resource data module is used for the input of teaching resource, processing, storage and output, described in response
The access of user terminal transmission is requested and is communicated;The educational resource data module is according to education outline by netted knowledge graph
It composes in typing server, the opening relationships path between each knowledge point, and is saved by course branch and learning sequence coding;Education
Resource data includes knowledge mapping data, exam pool data and recorded broadcast video, and each knowledge point corresponds to corresponding examination question and Network Course
Journey, and weights of importance is assigned by frequency is investigated to each knowledge point based on big data and intelligent algorithm;The exam pool is based on
The hybrid algorithm of proposed algorithm and user model, by the result weighted to algorithms of different come synthesis result, to realize correlation
The accurate push of knowledge point.
4. a kind of internet precision educational counseling system based on big data and artificial intelligence according to claim 2,
It is characterized by: the fact that the information management evaluation module is used for faculty and staff, student, parent and Internet of things access equipment
Input, processing, storage and the output of data, and respond the access request of the user terminal transmission and communicate;The information
Management assessment module is statisticallyd analyze according to initial data of the artificial intelligence technology to factual data, obtains the various facts of user
Label, and combination tag Weight algorithm establishes user model;The information management evaluation module is based on the fact that data and user's mould
Type is made intelligent evaluation to the teaching effect of individual teacher and is stored, then conclusion is fed back to the user terminal;The message tube
Reason evaluation module is based on the fact that data and user model make intelligence to the know-how of individual students, enthusiasm and feelings prediction
It assesses and stores, then conclusion is fed back into the user terminal;The information management evaluation module is according to intelligent algorithm to knowing
Know and press the error rate imparting error rate weight of User whithin a period of time, then new weighted value is sent to the student
Client.
5. a kind of internet precision educational counseling system based on big data and artificial intelligence according to claim 2,
It is characterized by: the community, which gives lessons, answers questions module for producing to live broadcast teaching, tutor auxiliary platform, online question-answering and exchange between communities etc.
Raw data are inputted, are handled, stored and are exported, and server cluster is by streaming media server cluster, AI server set
Group, instant communication server cluster and forum servers cluster the parallel combined, and respond the access request that the user terminal is sent
And it communicates, while collected factual data is sent to the information management evaluation module;The live broadcast teaching function
Based on RTMP protocol development, live content can be set as open or non-public by teacher;The teaching auxiliary function is based on artificial
Intellectual technology realizes, realize auxiliary prepare lessons, Expression Recognition and intelligently reading three zones;The online question-answering function is based on instant
Mechanics of communication realizes that realization includes the point-to-point and group chat function between all users, for exchange, direct broadcasting room question and answer and money immediately
Material propagation etc.;The exchange between communities is used for resource sharing, community's question and answer and public notification of information.
6. a kind of internet precision educational counseling system based on big data and artificial intelligence according to claim 2,
It is characterized by: the Internet of Things AM access module is for the access of campus smart machine, the acquisition and equipment of user's factual data
The monitoring of state, the equipment of access include computer, mobile device, scanner and camera etc..
7. a kind of internet precision educational counseling system based on big data and artificial intelligence according to claim 1,
It is characterized by: teacher's client includes teacher's community module, teacher learning module, classroom module and monitoring by teacher
Module;Teacher's community module is used for exchange between communities;The teacher learning module is used for teacher's self-teaching;Teacher's class
Hall module for preparing lessons, giving lessons on the spot before the class, online teaching and evaluation of going over examination papers, by cloud artificial intelligence technology offer auxiliary;Institute
State feelings, health and work and rest of the monitoring by teacher module for real-time statistics student.
8. a kind of internet precision education and guidance based on big data and artificial intelligence according to claim 1 and management
System, it is characterised in that: the student client includes students community module, student's study module, student classroom module and
Raw administration module;The students community module is used for exchange between communities;Student's study module completes personalization certainly for student
It learns and exam pool is test, according to the weights of importance and error rate weight, the tool based on cloud artificial intelligence carries out user
Knowledge point precisely pushes and learning tasks are recommended;The student classroom module is for learning before class, classroom interaction and fulfils assignment;
Student's administration module is for completing student's selfdiscipline, including querying individual feelings and interest activating system, interest excitation
System includes hierarchical system, integrating system and scientific collectibles system.
9. a kind of internet precision education and guidance based on big data and artificial intelligence according to claim 1 and management
System, it is characterised in that: parent's client includes parent's community module, parent's study module, parent classroom module and family
Long administration module;Parent's community module is used for exchange between communities;Parent's study module is used for parent's self-teaching;It is described
Parent classroom module participates in auditing and network parents' conference for live streaming classroom for parent;Parent's administration module is used for parent
The feelings and record family life of real-time oversight student.
10. a kind of internet precision education and guidance based on big data and artificial intelligence according to claim 1 and pipe
Reason system, it is characterised in that: the long client of manager includes manager's community module, manager's study module, manager
Classroom module and manager's administration module;Manager's community module is used for exchange between communities;Manager's study module is used
In manager's self-teaching;Manager classroom module participates in auditing and the meeting of network campus for live streaming classroom for manager
View;Manager's administration module is for manager's real-time oversight teaching status and learns feelings.
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Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN109118861A (en) * | 2017-06-26 | 2019-01-01 | 蒋兵兵 | A kind of individualized intelligent tutoring system |
CN109191929A (en) * | 2018-09-25 | 2019-01-11 | 上海优谦智能科技有限公司 | The intellectual education system of knowledge based map |
CN109191963A (en) * | 2018-10-12 | 2019-01-11 | 李龙 | A kind of intelligent tutoring system |
-
2019
- 2019-05-22 CN CN201910427368.9A patent/CN110136037A/en active Pending
Patent Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN109118861A (en) * | 2017-06-26 | 2019-01-01 | 蒋兵兵 | A kind of individualized intelligent tutoring system |
CN109191929A (en) * | 2018-09-25 | 2019-01-11 | 上海优谦智能科技有限公司 | The intellectual education system of knowledge based map |
CN109191963A (en) * | 2018-10-12 | 2019-01-11 | 李龙 | A kind of intelligent tutoring system |
Non-Patent Citations (3)
Title |
---|
上海创视通: "人工智能+大数据 助力教学质量管理", 《搜狐》 * |
吴晓如 等: "人工智能教育应用的发展趋势与实践案例", 《现代教育技术》 * |
蔡樱: "大数据技术下个性化在线教育互动式教学探索", 《高等建筑教育》 * |
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CN112215506A (en) * | 2020-10-20 | 2021-01-12 | 深圳市爱云信息科技有限公司 | Intelligent digital education AI classroom big data management platform and device |
WO2022095458A1 (en) * | 2020-11-03 | 2022-05-12 | 深圳市爱云信息科技有限公司 | Wisdom education aiot student growth ability model big data platform and apparatus |
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