WO2021036678A1

WO2021036678A1 - Method and system for intelligently generating professional training scheme as required

Info

Publication number: WO2021036678A1
Application number: PCT/CN2020/105894
Authority: WO
Inventors: 蒲海涛; 任国强; 林金娇; 樊铭渠; 朱其刚
Original assignee: 山东科技大学
Priority date: 2019-08-27
Filing date: 2020-07-30
Publication date: 2021-03-04
Also published as: CN110515933A

Abstract

Provided are a method and system for intelligently generating a professional training scheme as required, the method comprising: acquiring basic data and a public training scheme, and storing same in a database (S1); receiving a user login instruction, and receiving a training scheme creation range, a constraint condition and a fault tolerance range set by a user after verification (S2); screening courses from a database according to the frequency and the association degree in accordance with the training scheme creation range, and recommending courses for a training scheme creator according to the semester in combination with a course synonym library (S3); and receiving a course selection and setting instruction performed by the user according to the recommended courses, generating a professional training scheme for the courses meeting constraint conditions and fault tolerance range selection in the instruction, and storing the professional training scheme in a database (S4).

Description

A method and system for intelligently generating professional training programs on demand

Technical field

The invention belongs to the technical field of wisdom education, and in particular relates to a method and system for intelligently generating professional training programs on demand.

Background technique

The professional training program is the "constitution" of the professional training work of colleges and universities. Professional training objectives, specifications, ability requirements, quality manifestation, training characteristics, curriculum system, training links, examination and assessment methods, quality standards, etc., are all regulated by the training plan. Therefore, great attention must be paid to the formulation and revision of professional training programs. Nowadays, the training programs of most colleges and universities are made manually, and the rationality of courses cannot be guaranteed. In addition, each school has its own training program template, which is not conducive to analyzing the similarities of the training programs of various universities.

The traditional way of formulating professional training programs cannot achieve intelligent and personalized management, and it has great defects in operation:

First, it takes a long time. Using the traditional method of formulating training programs, it takes a lot of time to collect data and arrange course content in the early stage. From the perspective of managers and students, the traditional methods of formulating training programs are less efficient methods. College classrooms urgently need an intelligent method of formulating training programs, relying on a large amount of data and information to make reasonable professional training programs.

Second, it is out of touch with social needs. In the process of formulating traditional training programs, school administrators or teachers often formulate them based on previous teaching experience, which does not fit well with the development of the subject, which easily causes the talent training program to be out of touch with social needs, and the professional ability of graduates The post does not match.

Therefore, how to provide an intelligent and personalized training program formulation method is currently a technical problem that needs to be solved urgently by those skilled in the art.

Summary of the invention

In order to overcome the above-mentioned shortcomings of the prior art, the present invention provides a method and system for intelligently generating professional training programs on demand. According to the needs of the school and the content of the training programs of other colleges and universities, it can intelligently generate a program suitable for the school according to the needs of the school. Cultivate unique professional training programs.

According to an aspect of one or more embodiments of the present disclosure, a method for intelligently generating professional training programs on demand is provided.

A method for intelligently generating professional training programs on demand, the method includes:

Obtain basic data and public training programs and store them in the database;

Receive user login instructions, and after verification, receive the training program formulation range, constraint conditions and fault tolerance range set by the user;

From the database, select courses according to frequency and relevance according to the scope of the training plan, and combine the course synonymous vocabulary to recommend courses by semester for the planners of the training plan;

Receive the user's course selection and setting instructions based on the recommended courses, generate professional training programs for courses that meet the constraints and fault tolerance range selection in the instructions, and store them in the database.

Further, in this method, the basic data includes provincial, municipal and local information, subject category information, school information, and professional information;

The provincial, municipal, and local information and the subject category information are obtained by crawling data from the website; the obtained subject category information is matched with the professional information and stored in a database;

The specific steps for obtaining the school information and the professional information include:

Receive the information of the existing training program of each school, clean the information of the existing training program of the school, and extract the school information and professional information.

Further, in this method, the method for acquiring the basic data further includes receiving a user login instruction, receiving basic data entered by the user after authentication, receiving instructions for adding, querying, modifying, and deleting basic information from the user, and responding to the database Perform the corresponding operation on the basic information in.

Further, in the method, the specific steps of obtaining the public training program include:

Receive information about the existing training programs of each school;

Perform data cleaning of the school's existing training program information to obtain a public training program;

Develop a training program template, and import the public training program into the training program template.

Further, in this method, the formulating scope of the training plan includes school level, school affiliated department, professional level, professional level and subject category; the subject category includes only one professional subject category;

The constraints include the total credits of the training program, the total hours of the training program, the upper limit of credits for each semester, the upper limit of each semester, the credits of general required courses, the hours of general required courses, the credits of general elective courses, the hours of general elective courses, subjects Credits for basic courses, basic course hours for subjects, credits for required professional courses, hours for required courses for majors, credits for required courses for practice, hours for required courses for practice, credits for elective courses for practice, and hours for practice elective courses;

The fault tolerance range includes course fault tolerance, credit fault tolerance and class hour fault tolerance.

Further, in this method, the sorting algorithm is used to screen courses according to frequency and relevance from the database according to the scope of the training plan, and list them in descending order according to the frequency of courses.

Further, in this method, the course synonym database includes courses and their corresponding synonymous words, and the method for acquiring the course synonym words database further includes receiving a user login instruction, receiving courses entered by the user after verification, and receiving new additions to the courses by the user. , Fuzzy query, modify and delete instructions, receive the synonymous words corresponding to the course entered by the user, and receive the user's add, fuzzy query, modify and delete instructions for the synonymous words corresponding to the course.

According to an aspect of one or more embodiments of the present disclosure, a computer-readable storage medium is provided.

A computer-readable storage medium stores a plurality of instructions, and the instructions are suitable for being loaded by a processor of a terminal device and executing the method for intelligently generating a professional training program on demand.

According to an aspect of one or more embodiments of the present disclosure, a terminal device is provided.

A terminal device, which includes a processor and a computer-readable storage medium, the processor is used to implement each instruction; the computer-readable storage medium is used to store a plurality of instructions, the instructions are suitable for being loaded by the processor and executing the one A method of intelligently generating professional training programs on demand.

According to an aspect of one or more embodiments of the present disclosure, an apparatus for intelligently generating professional training programs on demand is provided.

A device for intelligently generating a professional training program on demand, based on the method for intelligently generating a professional training program on demand, includes:

The data acquisition module is configured to acquire basic data and public training programs and store them in the database;

The constraint setting module is configured to receive user login instructions, and receive the training program formulation range, constraint conditions and fault tolerance range set by the user after verification;

The course recommendation module is configured to select courses by frequency and relevance from the database according to the scope of the training plan, and combine the course synonymous vocabulary to recommend courses by semester for the planners of the training plan;

The training program generation module is configured to receive the user's course selection and setting instructions based on the recommended courses, and generate professional training programs for courses that meet the constraints and fault tolerance range selection in the instructions, and store them in the database.

The above one or more technical solutions have the following beneficial effects:

The invention discloses a method and system for intelligently generating professional training programs on demand. It is user-centered and based on user needs, effectively realizing that according to the school’s own needs and the content of the training programs of other colleges and universities, intelligently generating a suitable training program on demand Compared with the existing manual training programs, the school’s unique professional training program does not need to spend manpower and time on the previous data collection. The big data technology is used to quickly collect a large amount of data, and the professional training program formulated meets the needs of modern society. , To realize that the talent training program meets the needs of the society, and the professional abilities of graduates match the job requirements. At the same time, the present invention sets up a synonym database, which effectively realizes the normalized analysis and processing of courses with the same meaning in public basic data, and selects relevant courses more comprehensively and accurately.

Description of the drawings

The drawings of the specification forming a part of the present invention are used to provide a further understanding of the present invention. The exemplary embodiments and descriptions of the present invention are used to explain the present invention, and do not constitute an improper limitation of the present invention.

Fig. 1 is a schematic flow diagram of a method for intelligently generating professional training programs on demand according to one or more embodiments of the present invention.

detailed description

It should be noted that the following detailed descriptions are all exemplary and are intended to provide further descriptions of the present invention. Unless otherwise specified, all technical and scientific terms used herein have the same meaning as commonly understood by those of ordinary skill in the technical field to which the present invention belongs.

It should be noted that the terms used here are only for describing specific embodiments, and are not intended to limit the exemplary embodiments according to the present invention. As used herein, unless the context clearly indicates otherwise, the singular form is also intended to include the plural form. In addition, it should also be understood that when the terms "comprising" and/or "including" are used in this specification, they indicate There are features, steps, operations, devices, components, and/or combinations thereof.

It should be noted that the flowcharts and block diagrams in the drawings illustrate the possible implementation architecture, functions, and operations of the method and system according to various embodiments of the present disclosure. It should be noted that each block in the flowchart or block diagram may represent a module, program segment, or part of code, and the module, program segment, or part of code may include one or more for implementing various embodiments. Executable instructions for the specified logic function. It should also be noted that, in some alternative implementations, the functions marked in the block may also occur in a different order from the order marked in the drawings. For example, two blocks shown in succession may actually be executed substantially in parallel, or they may sometimes be executed in the reverse order, depending on the functions involved. It should also be noted that each block in the flowchart and/or block diagram, and the combination of the blocks in the flowchart and/or block diagram, can be implemented using a dedicated hardware-based system that performs the specified functions or operations. Or it can be implemented using a combination of dedicated hardware and computer instructions.

In the case of no conflict, the embodiments of the present invention and the features in the embodiments can be combined with each other.

Example one

As shown in Figure 1, a method for intelligently generating professional training programs on demand includes:

Step S1: Obtain basic data and public training programs, and store them in the database;

Step S2: Receive the user login instruction, and receive the training program formulation range, constraint conditions and fault tolerance range set by the user after verification;

Step S3: From the database, select courses according to frequency and relevance based on the scope of the training plan, and combine the course synonym database to recommend courses for the training plan maker according to the semester;

Step S4: Receive a course selection and setting instruction made by the user according to the recommended course, generate a professional training plan for the course that meets the constraint conditions and the fault tolerance range selected in the instruction, and store it in the database.

In step S1 of this embodiment, the basic data includes provincial and municipal information, subject category information, school information, and professional information;

In this embodiment, the provincial, municipal, and local information and subject category information are obtained from the data sharing website, and the obtained data is entered into the basic table of the design. Obtain training program information from major universities, clean up the data and make a public training program import template, fill in each training program in the formulated template, and wait for batch import.

In the process of using the system based on this method, the system administrator logs in to the background management interface through the login name and password, and finds the basic data management through the left navigation bar, including school data management and professional data management, and can update the above basic data Add, delete, edit and search.

School information management, including adding schools, querying school information, modifying school information, and deleting schools.

Professional information management, including adding majors, querying professional information, modifying professional information, and deleting majors.

Provincial, municipal and local information management. The information of provinces, municipalities and localities is obtained from the Internet platform and contains all the information of different provinces, cities, and regions across the country.

Subject category information management, subject category information is based on the website of the Ministry of Education. The subject category information is matched with the professional code, manually entered in the database, and checked many times. Basically, there is no need to modify the information table of the subject category and the provincial and municipal information table. If there is an increase in data, it will be added directly in the database.

In this embodiment, the specific steps of obtaining the public training program include:

Receive information about the existing training programs of each school;

The data of the training program is provided by universities and teachers. First of all, the data is cleaned. Then, extract the school information fields, professional fields and other information. Finally, enter the MySQL database;

In step S2 of this embodiment, the development scope of the training program includes school level, school affiliated department, professional level, professional level, and subject category; the subject category includes only one professional subject category;

In the process of using the system based on this method, the training plan maker sets the scope of the training plan, that is, choosing which training plan to use as the reference scope; for example, 985 colleges and universities, undergraduates, etc. You can query multiple schools, but only one major is allowed. That is, the scope of the analysis training program can be multiple schools but only the same major.

In the process of using the system based on this method, the training plan maker sets the above-mentioned constraints and fault tolerance range.

In step S3 of this embodiment, the sorting algorithm is used to select courses according to frequency and relevance from the database according to the training plan formulation range, and list courses in descending order according to the frequency of courses.

In the process of using the system based on this method, the system recommends courses that appear more frequently in different semesters according to the scope of the training plan, including the type, frequency and proportion of courses that appear in the recommended courses. The planner of the training program can check the courses to be added, and the name of the courses that have been selected can be displayed in the right view.

In step S3, the platform recommends courses for training plan planners according to the results of the analysis and combined with the course synonym database. The course synonym database includes courses and their corresponding synonyms. The method for acquiring the course synonym database also includes receiving user logins. Instruction, after verification, the user's input courses are received, the user's instructions for adding, fuzzy query, modification, and deletion of the courses are received, the synonymous words corresponding to the courses entered by the user are received, and the user's new addition, fuzzy query, and fuzzy queries corresponding to the synonymous words of the course are received. Modify and delete instructions.

The function of the synonym database is to facilitate the query of courses with different names but similar meanings. For example, courses with similar meanings: calculation methods and numerical analysis. The synonym database currently mainly refers to the synonym database of the course. The synonym database is mainly used in the inquiry and formulation of training programs.

The method also includes performing manual course synonym self-checking on the unallocated course list, receiving the course representative instruction input by the user to set the course on the course representative, and receiving the synonym instruction from the user to set the course as a synonym of a certain course representative.

In the process of using the system based on this method, when the user develops the training plan, when using the similar word matching and sorting algorithm, the courses with different names but the same meaning will be classified and analyzed. The synonym database is divided into addition, deletion, modification, and fuzzy query of course representatives and the addition, deletion, modification, and fuzzy query of synonyms of course representatives.

In step S4 of this embodiment, a course selection and setting instruction made by the user according to the recommended course is received, and the course that satisfies the constraint condition and the fault tolerance range selection in the instruction is generated into a professional training program, and stored in the database.

During the use of the system based on this method, the system recommends courses for eight semesters, and the designer selects the courses to be added. This view shows the courses for eight semesters, including the course type ratio and credit range of each course. , Credit recommendation, class hours range, class hours recommendation, the proportion of all semesters and other statistics. The makers can set the specific attributes of the course, including information such as course category, course credits and course hours; the makers can also modify and delete the course; the makers can also add courses, and adding courses includes adding the scope of the training program. There are three situations: the courses inside, the courses outside the scope of the training program but there are courses in the database, and the courses that don’t exist. After the designer enters the parameters of the course to be developed, click Submit. The system judges with the previous constraint conditions and fault tolerance range through calculations. If the requirements are met, the formulation is successful, otherwise the formulation fails.

Example two

Example three

When these computer-executable instructions run in the device, the device executes the method or process described in the various embodiments of the present disclosure.

In this embodiment, the computer program product may include a computer-readable storage medium loaded with computer-readable program instructions for executing various aspects of the present disclosure. The computer-readable storage medium may be a tangible device that can hold and store instructions used by the instruction execution device. The computer-readable storage medium may be, for example, but not limited to, an electrical storage device, a magnetic storage device, an optical storage device, an electromagnetic storage device, a semiconductor storage device, or any suitable combination of the foregoing. More specific examples (non-exhaustive list) of computer-readable storage media include: portable computer disks, hard disks, random access memory (RAM), read-only memory (ROM), erasable programmable read-only memory (EPROM) Or flash memory), static random access memory (SRAM), portable compact disk read-only memory (CD-ROM), digital versatile disk (DVD), memory stick, floppy disk, mechanical encoding device, such as a printer with instructions stored thereon The protruding structure in the hole card or the groove, and any suitable combination of the above. The computer-readable storage medium used here is not interpreted as the instantaneous signal itself, such as radio waves or other freely propagating electromagnetic waves, electromagnetic waves propagating through waveguides or other transmission media (for example, light pulses through fiber optic cables), or through wires Transmission of electrical signals.

The computer-readable program instructions described in the present disclosure can be downloaded from a computer-readable storage medium to various computing/processing devices, or downloaded to an external computer or external storage device via a network, such as the Internet, a local area network, a wide area network, and/or a wireless network. The network may include copper transmission cables, optical fiber transmission, wireless transmission, routers, firewalls, switches, gateway computers, and/or edge servers. The network adapter card or network interface in each computing/processing device receives computer-readable program instructions from the network, and forwards the computer-readable program instructions for storage in the computer-readable storage medium in each computing/processing device .

The computer program instructions used to perform the operations of the present disclosure may be assembly instructions, instruction set architecture (ISA) instructions, machine instructions, machine-related instructions, microcode, firmware instructions, state setting data, or in one or more programming languages Source code or object code written in any combination of, the programming language includes object-oriented programming languages—such as C++, etc., and conventional procedural programming languages—such as "C" language or similar programming languages. Computer-readable program instructions can be executed entirely on the user's computer, partly on the user's computer, executed as a stand-alone software package, partly on the user's computer and partly executed on a remote computer, or entirely on the remote computer or server carried out. In the case of a remote computer, the remote computer can be connected to the user's computer through any kind of network-including a local area network (LAN) or a wide area network (WAN), or it can be connected to an external computer (for example, using an Internet service provider to connect to the user's computer) connection). In some embodiments, an electronic circuit, such as a programmable logic circuit, a field programmable gate array (FPGA), or a programmable logic array (PLA), can be customized by using the status information of the computer-readable program instructions. The computer-readable program instructions are executed to implement various aspects of the present disclosure.

Example four

The data acquisition module consists of two parts. The first part is to acquire provincial and municipal information, subject category information, and enter the acquired data into the basic table of the design. The second part is to obtain information on the training program of colleges and universities

Provincial and municipal information comes from a data sharing website, from which all provinces, prefecture-level cities, and prefecture-level cities in China are collected at three levels. And design the province and city data table in the database, and enter the obtained data into the province and city surface.

The subject category information comes from the website of the Ministry of Education, from which the subject category information and professional code information of each major and direction are checked. And design the subject category data table in the database, and enter the obtained data into the subject category table.

The query and formulation functions of the training program are based on the existing training program data. Although the number of training program data provided by major universities is large, different schools have different training program formats, so it is very important to choose a training program entry template. After getting the training plan, first look for the public fields of each training plan, make an Excel template (divided into 15 sheet worksheets), determine the data of 12 different modules including training requirements and teaching plan sheets, and enter the data separately Go to the Excel file template. There are two key points in the import data of the training program. First, users can export templates through the system. Second, users can import data with one click after downloading the template and inputting the data.

The data acquired by the data acquisition module forms the basic data module, which includes school information management, professional data management, provincial and municipal data management, and subject category information management. The management of school data and professional data is managed by system administrators. The system administrator logs in through the login name and password to enter the background management interface, and find the basic data management through the left navigation bar, including school data management and professional data management. First click on School Data Management, the specific operations include adding a school, deleting a school, editing school information, and deleting a school. In addition, you can also manage professional information, and the specific operations are also to add, delete, modify, and check.

When users use the system, there are two ways to add school information, one is manual entry in the system, and the other is automatic entry by importing files. Only two schools are entered in the current system, namely Shandong University of Finance and Economics and Weifang University of Science and Technology.

Two ways to increase schools are explained below.

(1) Enter directly in the system

The user clicks to add a school. The front-end University.vue uses the openSaveView method and calls the dialogFormVisile pop-up box. The pop-up box enters the information of the new school. When the user clicks the OK button, the click event saveOrUpdate() is triggered, and the post method starts to The backend sends the request.

Click the "Add School" button in the upper right corner, and enter the following information in the pop-up interface: school name, province, city, etc.

After adding the school information of Shandong University of Science and Technology, there are 3 school information in the database. It is obvious that the newly added information of Shandong University of Science and Technology has been successfully added.

(2) Import in the form of an import file

First download the file format. The format contains the following information: college name, province, city, type (985/211), college type (comprehensive/teacher), affiliation (Ministry of Education/Ministry of Industry and Information Technology), university type (University /College) Fill in the school Excel table with the school information to be imported, and then click the file upload button. Fill in the information of Shandong University to be added in the downloaded template. Then click file upload, the system prompts that the upload is successful. And you can see that the school information of Ocean University of China has been imported into the system.

The query operation of school information supports fuzzy query, that is, query public words can return the results that meet the conditions. Currently, the system only supports query by school name. For example, if the query condition "Shandong" is performed on the school database, the corresponding school records that satisfy the characters "Shandong" will be returned.

The training program formulation module is the core module of the system. The main purpose of this module is to generate a relatively reasonable training program teaching plan starting table through the constraints provided by the system and the user. The user can also modify the current generated part for the second time. , And finally the user can submit a good training plan to the system. The core of the development plan is to use the synonym database and the query of the training plan, combined with the course synonym database and sorting algorithm. The specific steps include:

When users use the system, according to their needs, users can query the training program according to the school level, professional level and other conditions, so as to determine the scope of the training program. The purpose of determining the scope of development is to obtain the training program data set that needs to be referred to in the development of the training program. The user needs to set the following constraints: general compulsory course credits and class hours, at the same time elective course credits and class hours, subject basic course credits and class hours, professional compulsory course credits and class hours, professional elective course credits and class hours, practice compulsory course credits, class hours, practice electives Course credits, class hours, course tolerance number, credit tolerance number and class hours tolerance number and other parameters.

The course recommendation module is configured to intelligently select courses by frequency and relevance from the database according to the scope of the training program, and combine the course synonymous vocabulary to recommend courses by semester for the training program planner;

The synonym database contains synonymous words of course name (course schedule and course synonym list), synonymous words of course category (course category table and course category synonym table) and synonymous words of training requirements (training requirement table and training requirement synonym table), the core of which is A dictionary of synonyms for the course name. The query and formulation function of the training program requires a synonymous vocabulary.

Training program query, when a user inquires about a training program containing a certain course, such as querying a training program containing a course of calculation method, some schools do not have a course of calculation method, but there is a similar course: numerical analysis. Therefore, through the training program query operation, the training program including the calculation method and numerical analysis can be inquired, and the result can be returned to the user.

When formulating training programs, users will classify and analyze courses with different names but the same meaning when using synonym matching and sorting algorithms. The synonym database mainly includes the synonym database of the course and the synonym database of the course category. The synonym database is mainly used in the query and formulation of the training program, and the interface of the synonym database is called in the query and formulation function of the training program. The system also includes a manual course synonym self-check on the course list that is not allocated, receiving the course representative instruction input by the user to set the course on the course representative, and receiving the user's synonym instruction to set the course as a synonym of a course representative.

When the user uses the system, after setting the constraint range, click the "Next" button. The system will analyze the selected training program by semester, and recommend the information of courses with more courses in each semester to the planner, mainly including the proportion of course types, credit range, credit recommendation, class hours, class hours recommendation and the course The percentage opened in each semester. The designer can check the courses to be added according to the semester. The selected courses will be displayed in the upper right corner. After adding a course to be added, click the "Next" button to enter the interface for setting course attributes. The planner can add courses that exist within the scope of the selected training program, but they are not recommended courses. Click the "Add" button above to add a course. The courses at the bottom of the search interface are the courses within the training range, and click to use to add them. The designer can add courses outside the scope of the selected training program but in the training program library, and enter the course information in the search box. Click to open the global search, you will find the information of the course, click "use" to complete the adding operation. The maker can also add course information outside the training program. The maker clicks the "Open form to add" button, clicks "OK to add" in the pop-up box, and enters the course name, course category, set credits and hours and other attributes. Click "OK" to complete the addition of the new course. Enter the added course category, credits, and hours of information. In the last line of the first semester, you can see the information of the new courses: course category, set course credits and course hours. Set the attributes of other courses, and limit the course category, credit range and class hours in the selected courses, and the designer sets the course category, course credits and class hours. If the credits of the set course do not meet the credit range requirements, a pop-up prompt will be displayed. If the class hours of the set course do not meet the credit range requirements, a pop-up prompt will be displayed. The pop-up box is only a reminder, and does not prevent the setting of the course information. If the set information is not within the range, the font will be marked red, if it is within the normal range, the font will be black. If the set credits and hours are not within the range, the font is marked in red. Save a sample of the current teaching plan schedule: the user develops a training program, according to the needs, after modification, click the "Archive" button to save the completed training program.

The steps involved in the devices of the above embodiments 2, 3, and 4 correspond to the method embodiment 1. For the specific implementation, please refer to the relevant description part of the embodiment 1. The term "computer-readable storage medium" should be understood to include a single medium or multiple media including one or more instruction sets; it should also be understood to include any medium that can store, encode, or carry for use by a processor The executed instruction set and causes the processor to execute any method in the present invention.

Those skilled in the art should understand that the above-mentioned modules or steps of the present invention can be implemented by a general-purpose computer device. Alternatively, they can be implemented by program codes executable by the computing device, so that they can be stored in a storage device. The device is executed by a computing device, or they are separately fabricated into individual integrated circuit modules, or multiple modules or steps in them are fabricated into a single integrated circuit module for implementation. The present invention is not limited to any specific combination of hardware and software.

The above descriptions are only preferred embodiments of the present invention and are not used to limit the present invention. For those skilled in the art, the present invention can have various modifications and changes. Any modification, equivalent replacement, improvement, etc. made within the spirit and principle of the present invention should be included in the protection scope of the present invention.

Although the specific embodiments of the present invention are described above in conjunction with the accompanying drawings, they do not limit the scope of protection of the present invention. Those skilled in the art should understand that on the basis of the technical solutions of the present invention, those skilled in the art do not need to make creative efforts. Various modifications or variations that can be made are still within the protection scope of the present invention.

Claims

A method for intelligently generating professional training programs on demand, which is characterized in that the method includes:

Obtain basic data and public training programs and store them in the database;

Receive user login instructions, and after verification, receive the training program formulation range, constraint conditions and fault tolerance range set by the user;

From the database, select courses according to frequency and relevance according to the scope of the training plan, and combine the course synonymous vocabulary to recommend courses by semester for the planners of the training plan;

Receive the user's course selection and setting instructions based on the recommended courses, generate professional training programs for courses that meet the constraints and fault tolerance range selection in the instructions, and store them in the database.
The method for intelligently generating professional training programs on demand according to claim 1, wherein in the method, the basic data includes provincial and municipal information, subject category information, school information, and professional information;

The provincial, municipal, and local information and the subject category information are obtained by crawling data from the website; the obtained subject category information is matched with the professional information and stored in a database;

The specific steps for obtaining the school information and the professional information include:

Receive the information of the existing training program of each school, clean the information of the existing training program of the school, and extract the school information and professional information.
The method for intelligently generating professional training programs on demand according to claim 1, characterized in that, in the method, the method for acquiring basic data further comprises receiving a user login instruction, and receiving basic data entered by the user after verification , To receive the user's instructions for adding, querying, modifying and deleting basic information, and perform corresponding operations on the basic information in the database.
The method for intelligently generating professional training programs on demand according to claim 1, wherein, in the method, the specific steps of obtaining the public training program include:

Receive information about the existing training programs of each school;

Perform data cleaning of the school's existing training program information to obtain a public training program;

Develop a training program template, and import the public training program into the training program template.
The method for intelligently generating professional training programs on demand according to claim 1, wherein, in the method, the formulating scope of the training program includes school level, school affiliated department, professional level, professional level, and subject category; The subject category includes only one professional subject category;

The constraints include the total credits of the training program, the total hours of the training program, the upper limit of credits for each semester, the upper limit of each semester, the credits of general required courses, the hours of general required courses, the credits of general elective courses, the hours of general elective courses, subjects Credits for basic courses, basic subject hours for subjects, credits for required major courses, hours for required major courses, credits for required courses for practice, hours for required courses for practice, credits for elective courses for practice, and hours for practice elective courses;

The fault tolerance range includes course fault tolerance, credit fault tolerance and class hour fault tolerance.
The method for intelligently generating professional training programs on demand according to claim 1, characterized in that, in the method, the sorting algorithm is used to select courses based on frequency and relevance according to the training program formulation range from the database, and The frequency of courses is listed in descending order.
The method for intelligently generating professional training programs on demand according to claim 1, characterized in that, in the method, the course synonymous vocabulary includes a course and its corresponding synonymous words, and the method for acquiring the course synonymous vocabulary further comprises receiving User login instructions, after verification, receive user-entered courses, receive user's instructions for adding, fuzzy query, modification, and deletion of courses, receive user-entered synonymous words corresponding to courses, and receive user's new or ambiguous synonymous words corresponding to courses Query, modify and delete instructions.
A computer-readable storage medium, wherein multiple instructions are stored, wherein the instructions are adapted to be loaded by a processor of a terminal device and execute the on-demand intelligence according to any one of claims 1-7 Methods of generating professional training programs.
A terminal device, which includes a processor and a computer-readable storage medium, the processor is used to implement each instruction; the computer-readable storage medium is used to store a plurality of instructions, characterized in that the instructions are suitable for being loaded and executed by the processor A method for intelligently generating professional training programs on demand as described in any one of claims 1-7.
A device for intelligently generating a professional training program on demand, characterized in that, based on the method for intelligently generating a professional training program on demand according to any one of claims 1-7, comprising:

The data acquisition module is configured to acquire basic data and public training programs and store them in the database;

The data acquisition module is configured to acquire basic data and public training programs and store them in the database;

The constraint setting module is configured to receive user login instructions, and receive the training program formulation range, constraint conditions and fault tolerance range set by the user after verification;

The course recommendation module is configured to select courses by frequency and relevance from the database according to the scope of the training plan, and combine the course synonymous vocabulary to recommend courses by semester for the planners of the training plan;

The training program generation module is configured to receive the user's course selection and setting instructions based on the recommended courses, and generate professional training programs for courses that meet the constraints and fault tolerance range selection in the instructions, and store them in the database.