CN110515933A - A kind of on-demand intelligence generates the method and system of Specialization education scheme - Google Patents
A kind of on-demand intelligence generates the method and system of Specialization education scheme Download PDFInfo
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Abstract
The invention discloses the method and system that a kind of on-demand intelligence generates Specialization education scheme, this method comprises: obtaining basic data and public culture scheme, and store to database；User's log-in instruction is received, formulates range, constraint condition and error tolerance by receiving culture scheme set by user after verifying；Range is formulated according to culture scheme from database and screens course by frequency and the degree of association, and course near synonym library is combined to carry out course recommendation by term for culture scheme maker；It receives user to be instructed according to the course selection and setting of recommending course to carry out, the course that constraint condition and error tolerance selection are met in instruction is generated into Specialization education scheme, and store to database.
Description
Technical field
The invention belongs to the sides that the technical field of wisdom education more particularly to a kind of on-demand intelligence generate Specialization education scheme
Method and system.
Background technique
Specialization education scheme is colleges and universities' Specialization education work " constitution ".Speciality training goal, specification, Capability Requirement, element
Plastid is existing, culture characteristic, curricular system, culture link, test and examination method, quality standard etc., is provided by culture scheme.
Therefore, the formulation to Specialization education scheme and revision must be paid much attention to.Now, the culture scheme of most of colleges and universities
It is by manual manufacture, the reasonability of course opening cannot ensure.And there is respective culture scheme template in each school, non-
Often it is unfavorable for analyzing the identical point of each colleges and universities' culture scheme.
Traditional Specialization education solution formulation mode can not accomplish intelligent and personal management, have in operation very big
Defect:
First, spend the time longer.Mode is formulated using traditional culture scheme, needs to take a significant amount of time in preceding issue
According on collection and arrangement of contect.From the angle of manager and student, traditional culture scheme formulate mode be all efficiency compared with
Low method, university researchers are determined there is an urgent need to a kind of intelligentized culture scheme formulating method by a large amount of data information
Plan goes out reasonable Specialization education scheme.
Second, it disconnects with social demand.In traditional culture scheme formulation process, often school manager or teacher
It is prepared according to previous experience with students, it cannot be bonded the development of subject well, be easy to cause Talents Cultivation and society
It can demand disconnection, graduate's professional ability and post mismatch.
Therefore, how a kind of intelligent, personalized culture scheme formulating method is provided, is to need art technology at present
The technical problem that personnel urgently solve.
Summary of the invention
To overcome above-mentioned the deficiencies in the prior art, the present invention provides the sides that a kind of on-demand intelligence generates Specialization education scheme
Method and system, can be according to the demand of school itself and the culture scheme content of other each colleges and universities, and intelligence generates a suitable on demand
Close the Specialization education scheme of this school culture characteristic.
According to the one aspect of one or more other embodiments of the present disclosure, a kind of on-demand intelligence generation Specialization education side is provided
The method of case.
A kind of method that on-demand intelligence generates Specialization education scheme, this method comprises:
Basic data and public culture scheme are obtained, and is stored to database；
Receive user's log-in instruction, by received after verifying culture scheme set by user formulate range, constraint condition and
Error tolerance；
Range is formulated according to culture scheme from database and screens course by frequency and the degree of association, and combines course near synonym
Library is culture scheme maker by term progress course recommendation；
It receives user to be instructed according to the course selection and setting of recommending course to carry out, constraint condition and appearance will be met in instruction
The course of wrong range selection generates Specialization education scheme, and stores to database.
Further, in this method, the basic data include provinces and cities information, branches of learning and subjects information, school information and
Specialized information；
The provinces and cities information and the branches of learning and subjects information data crawled by website obtain；And the branches of learning and subjects that will acquire
Information is matched with the specialized information, is stored to database；
The acquisition specific steps of the school information and the specialized information include:
The existing culture scheme information of each school is received, the existing culture scheme information of school is subjected to data cleansing, is extracted
School information and specialized information.
Further, in this method, the acquisition methods of the basic data further include receiving user's log-in instruction, by testing
The basic data of user's typing is received after card, reception user is to the newly-increased of basic information, inquiry, modification and deletes instruction, and right
Basic information in database executes corresponding operating.
Further, in this method, the specific steps that the public culture scheme obtains include:
Receive the existing culture scheme information of each school；
The existing culture scheme information of school is subjected to data cleansing, obtains public culture scheme；
Culture scheme template is formulated, public culture scheme is imported in culture scheme template.
Further, in this method, it includes that school's level, school are subordinate to department, profession that the culture scheme, which formulates range,
Grade, professional levels and the branches of learning and subjects；The branches of learning and subjects only include a special disciplines class；
The constraint condition includes the total credit of culture scheme, culture scheme total class hour, is learned in each term credit upper limit, each term
When the upper limit, lead to and know required course credit, logical know required course class hour, general elective course credit, general elective course class hour, Scientific basis class
Credit, Scientific basis class class hour, the credit of specialized compulsory class, specialized compulsory class class hour, practice required course credit, practice required course
When, it practices elective course credit, practice elective course class hour；
The error tolerance includes that course is fault-tolerant, credit is fault-tolerant and class hour is fault-tolerant.
Further, described that range is formulated by frequency according to culture scheme from database using sort algorithm in this method
Degree and the degree of association screen course, list according to course opening frequency descending.
Further, in this method, course near synonym library includes the corresponding near synonym of course, and the course is close
The acquisition methods of adopted dictionary further include receiving user's log-in instruction, by receiving the course of user's typing after verifying, receive user
To the newly-increased of course, fuzzy query, modification and instruction is deleted, the corresponding near synonym of course of user's typing is received, receives user
To the newly-increased of the corresponding near synonym of course, fuzzy query, modification and delete instruction.
According to the one aspect of one or more other embodiments of the present disclosure, a kind of computer readable storage medium is provided.
A kind of computer readable storage medium, wherein being stored with a plurality of instruction, described instruction is suitable for by terminal device
Reason device loads and executes the method that a kind of on-demand intelligence generates Specialization education scheme.
According to the one aspect of one or more other embodiments of the present disclosure, a kind of terminal device is provided.
A kind of terminal device comprising processor and computer readable storage medium, processor is for realizing each instruction；Meter
Calculation machine readable storage medium storing program for executing is suitable for being loaded by processor and being executed described one kind on demand for storing a plurality of instruction, described instruction
The method that intelligence generates Specialization education scheme.
According to the one aspect of one or more other embodiments of the present disclosure, a kind of on-demand intelligence generation Specialization education side is provided
The device of case.
A kind of on-demand intelligence generates the device of Specialization education scheme, generates Specialization education based on a kind of on-demand intelligence
The method of scheme, comprising:
Data acquisition module is configured as obtaining basic data and public culture scheme, and stores to database；
Setting module is constrained, is configured as receiving user's log-in instruction, by receiving culture side set by user after verifying
Case formulates range, constraint condition and error tolerance；
Course recommending module is configured as from database formulating range according to culture scheme by frequency and degree of association screening
Course, and combining course near synonym library is culture scheme maker by term progress course recommendation；
Culture scheme generation module is configured as reception user and is referred to according to the course selection and setting of recommending course to carry out
It enables, the course that constraint condition and error tolerance selection are met in instruction is generated into Specialization education scheme, and store to database.
The above one or more technical solution there are following the utility model has the advantages that
A kind of on-demand intelligence disclosed by the invention generates the method and system of Specialization education scheme, customer-centric, base
In user demand, the culture scheme content of the demand and other each colleges and universities according to school itself is effectively realized, intelligence generates on demand
Portion is suitble to the Specialization education scheme of this school culture characteristic, compared with existing artificial formulation culture scheme, without spending artificial essence
On the power time to the data collection of early period, using big data technology, mass data is quickly collected, the Specialization education scheme made
Meet modern society's demand, realizes that Talents Cultivation meets social demand, graduate's professional ability matching positions demand.Simultaneously
Near synonym library is arranged in the present invention, effectively realizes the identical course normalized Analysis processing of meaning in common base data, more entirely
The accurate general in face selects correlated curriculum.
Detailed description of the invention
The Figure of description for constituting a part of the invention is used to provide further understanding of the present invention, and of the invention shows
Examples and descriptions thereof are used to explain the present invention for meaning property, does not constitute improper limitations of the present invention.
Fig. 1 is that the method flow that a kind of on-demand intelligence of the one or more embodiments of the present invention generates Specialization education scheme shows
It is intended to.
Specific embodiment
It is noted that described further below be all exemplary, it is intended to provide further instruction to the present invention.Unless another
It indicates, all technical and scientific terms used herein has usual with general technical staff of the technical field of the invention
The identical meanings of understanding.
It should be noted that term used herein above is merely to describe specific embodiment, and be not intended to restricted root
According to exemplary embodiments of the present invention.As used herein, unless the context clearly indicates otherwise, otherwise singular
Also it is intended to include plural form, additionally, it should be understood that, when in the present specification using term "comprising" and/or " packet
Include " when, indicate existing characteristics, step, operation, device, component and/or their combination.
It should be noted that flowcharts and block diagrams in the drawings show according to various embodiments of the present disclosure method and
The architecture, function and operation in the cards of system.It should be noted that each box in flowchart or block diagram can represent
A part of one module, program segment or code, a part of the module, program segment or code may include one or more
A executable instruction for realizing the logic function of defined in each embodiment.It should also be noted that some alternately
Realization in, function marked in the box can also occur according to the sequence that is marked in attached drawing is different from.For example, two connect
The box even indicated can actually be basically executed in parallel or they can also be executed in a reverse order sometimes,
This depends on related function.It should also be noted that each box and flow chart in flowchart and or block diagram
And/or the combination of the box in block diagram, the dedicated hardware based system that functions or operations as defined in executing can be used are come
It realizes, or the combination of specialized hardware and computer instruction can be used to realize.
In the absence of conflict, the feature in the embodiment and embodiment in the present invention can be combined with each other.
Embodiment one
According to the one aspect of one or more other embodiments of the present disclosure, a kind of on-demand intelligence generation Specialization education side is provided
The method of case.
As shown in Figure 1, a kind of method that on-demand intelligence generates Specialization education scheme, this method comprises:
Step S1: basic data and public culture scheme are obtained, and is stored to database；
Step S2: receiving user's log-in instruction, formulates range, constraint by receiving culture scheme set by user after verifying
Condition and error tolerance；
Step S3: range is formulated according to culture scheme from database and screens course by frequency and the degree of association, and combines class
Journey near synonym library is culture scheme maker by term progress course recommendation；
Step S4: it receives user and is instructed according to the course selection and setting of recommending course to carry out, constrained meeting in instruction
Condition and the course of error tolerance selection generate Specialization education scheme, and store to database.
In the step S1 of the present embodiment, the basic data includes provinces and cities' ground information, branches of learning and subjects information, school information
And specialized information；
The provinces and cities information and the branches of learning and subjects information data crawled by website obtain；And the branches of learning and subjects that will acquire
Information is matched with the specialized information, is stored to database；
The acquisition specific steps of the school information and the specialized information include:
The existing culture scheme information of each school is received, the existing culture scheme information of school is subjected to data cleansing, is extracted
School information and specialized information.
In the present embodiment, from data sharing website with obtaining provinces and cities information, branches of learning and subjects information, and the data that will acquire
In the underlying table of typing design.Culture scheme information is obtained from major colleges and universities, makes public culture scheme after carrying out data scrubbing
Template is imported, each culture scheme is filled in the template made, batch is waited to import.
Further, in this method, the acquisition methods of the basic data further include receiving user's log-in instruction, by testing
The basic data of user's typing is received after card, reception user is to the newly-increased of basic information, inquiry, modification and deletes instruction, and right
Basic information in database executes corresponding operating.
In the system use process based on this method, system manager enters backstage by login name and password login and manages
It manages interface and basic data management is found by left side navigation bar, separately include school's data management and expert data management, it can
The above basic data is increased newly, is deleted, edited and searched.
School information management comprising newly-increased school, inquiry school information, modification school information, deletes school.
Specialized information management comprising Newly Opened Specialties, inquiry specialized information, modification specialized information, deletes profession.
Provinces and cities information management, the information on provinces and cities ground be to be obtained from internet platform, it is different comprising the different provinces in the whole nation
The all information of city different regions.
Branches of learning and subjects information management, branches of learning and subjects information are according to Ministry of Education website, by the information of the branches of learning and subjects and profession
Code is matched, and is manually entered in the database, and is had checked repeatedly.The information tables of the branches of learning and subjects and provinces and cities ground information table base
Originally it does not need to modify, if there is the increase of data, directly be increased in the database.
In the present embodiment, the specific steps of the public culture scheme acquisition include:
Receive the existing culture scheme information of each school；
The existing culture scheme information of school is subjected to data cleansing, obtains public culture scheme；
Culture scheme template is formulated, public culture scheme is imported in culture scheme template.
The data of culture scheme are provided by colleges and universities and teacher, firstly, carrying out data cleansing.Then, school information is extracted
The information such as field, specialty field.Finally, typing MySQL database；
In the step S2 of the present embodiment, it includes that school's level, school are subordinate to department, specially that the culture scheme, which formulates range,
Industry grade, professional levels and the branches of learning and subjects；The branches of learning and subjects only include a special disciplines class；
In the system use process based on this method, culture scheme maker sets the formulation range of culture scheme, i.e.,
Which select using culture scheme as term of reference；E.g. 985 universities and colleges, undergraduate course etc..Multiple schools can be inquired, but are only allowed
Inquire a profession.The range for analyzing culture scheme can be multiple schools but can only be same profession.
The constraint condition includes the total credit of culture scheme, culture scheme total class hour, is learned in each term credit upper limit, each term
When the upper limit, lead to and know required course credit, logical know required course class hour, general elective course credit, general elective course class hour, Scientific basis class
Credit, Scientific basis class class hour, the credit of specialized compulsory class, specialized compulsory class class hour, practice required course credit, practice required course
When, it practices elective course credit, practice elective course class hour；
The error tolerance includes that course is fault-tolerant, credit is fault-tolerant and class hour is fault-tolerant.
In the system use process based on this method, culture scheme maker sets above-mentioned constraint condition and fault-tolerant model
It encloses.
It is described to be pressed from database according to culture scheme formulation range using sort algorithm in the step S3 of the present embodiment
Frequency and the degree of association screen course, list according to course opening frequency descending.
In the system use process based on this method, system formulates range according to culture scheme and recommends by different terms
The more course of occurrence number includes course classification, frequency and the ratio for recommending course to occur.Culture scheme maker can choose
Course to be added, and view can show the course name chosen on the right.
Platform is that culture scheme maker presses term according to the result and combination course near synonym library of analysis in step s3
Course recommendation is carried out, course near synonym library includes the corresponding near synonym of course, the acquisition in course near synonym library
Method further includes receiving user's log-in instruction, by receiving the course of user's typing after verifying, receive user to course it is newly-increased,
Fuzzy query, modification and deletion instruction, receive the corresponding near synonym of course of user's typing, and it is corresponding to course close to receive user
The newly-increased of adopted word, fuzzy query, modification and deletion instruction.
The effect near synonym library is to facilitate course similar in inquiry different names but meaning.Such as course similar in meaning:
Calculation method and numerical analysis.Near synonym library presently mainly refers to the near synonym library of course.Near synonym library is used primarily in culture side
In the inquiry and formulation of case.
This method further includes carrying out manually course near synonym self-test to the curriculums table not with distribution, receives user's input
Course represent instruction by the course offered in course represent, receive user near synonym instruction by the course offered be certain course
The near synonym of representative.
In the system use process based on this method, user carry out culture scheme formulation when, using near synonym matching and
It, can the identical course progress classification analysis of name is different but meaning when sort algorithm.Near synonym library is divided into the increasing of course representative
Add, delete, modifying, increase, deletion, the modification, fuzzy query of the near synonym that fuzzy query and course represent.
In the step S4 of the present embodiment, receives user and instructed according to the course selection and setting of recommending course to carry out, it will
The course for meeting constraint condition and error tolerance selection in instruction generates Specialization education scheme, and stores to database.
In the system use process based on this method, the system recommendation course in eight terms, maker chosen to
The course of addition, this view show the course in eight terms, and course types ratio, credit range comprising every subject are learned
Divide the statistical data such as recommendation, class hour range, class hour recommendation, all term ratios.Maker can set the specific category of the course
Property, include the information such as course classification, course credit and course class hour；Maker can also modify and delete to the course；
Maker can also add course, and addition course includes the course belonging to added within the scope of culture scheme, outside culture scheme range
But the course that has in database, course these three situations being not present.After maker inputs the parameter that formulate course, click is mentioned
It hands over.System is judged with the constraint condition and error tolerance of front by operation, success is formulated if meeting the requirements, otherwise
Formulate failure.
Embodiment two
According to the one aspect of one or more other embodiments of the present disclosure, a kind of computer readable storage medium is provided.
A kind of computer readable storage medium, wherein being stored with a plurality of instruction, described instruction is suitable for by terminal device
Reason device loads and executes the method that a kind of on-demand intelligence generates Specialization education scheme.
Embodiment three
According to the one aspect of one or more other embodiments of the present disclosure, a kind of terminal device is provided.
A kind of terminal device comprising processor and computer readable storage medium, processor is for realizing each instruction；Meter
Calculation machine readable storage medium storing program for executing is suitable for being loaded by processor and being executed described one kind on demand for storing a plurality of instruction, described instruction
The method that intelligence generates Specialization education scheme.
These computer executable instructions execute the equipment according to each reality in the disclosure
Apply method or process described in example.
In the present embodiment, computer program product may include computer readable storage medium, containing for holding
The computer-readable program instructions of row various aspects of the disclosure.Computer readable storage medium, which can be, can keep and store
By the tangible device for the instruction that instruction execution equipment uses.Computer readable storage medium for example can be-- but it is unlimited
In-- storage device electric, magnetic storage apparatus, light storage device, electric magnetic storage apparatus, semiconductor memory apparatus or above-mentioned
Any appropriate combination.The more specific example (non exhaustive list) of computer readable storage medium includes: portable computing
Machine disk, hard disk, random access memory (RAM), read-only memory (ROM), erasable programmable read only memory (EPROM or
Flash memory), static random access memory (SRAM), Portable compressed disk read-only memory (CD-ROM), digital versatile disc
(DVD), memory stick, floppy disk, mechanical coding equipment, the punch card for being for example stored thereon with instruction or groove internal projection structure, with
And above-mentioned any appropriate combination.Computer readable storage medium used herein above is not interpreted instantaneous signal itself,
The electromagnetic wave of such as radio wave or other Free propagations, the electromagnetic wave propagated by waveguide or other transmission mediums (for example,
Pass through the light pulse of fiber optic cables) or pass through electric wire transmit electric signal.
Computer-readable program instructions described in the disclosure can download to each meter from computer readable storage medium
Calculation/processing equipment, or outer computer is downloaded to by network, such as internet, local area network, wide area network and/or wireless network
Or External memory equipment.Network may include copper transmission cable, optical fiber transmission, wireless transmission, router, firewall, interchanger,
Gateway computer and/or Edge Server.Adapter or network interface in each calculating/processing equipment connect from network
Computer-readable program instructions are received, and forward the computer-readable program instructions, for being stored in each calculating/processing equipment
Computer readable storage medium in.
Computer program instructions for executing present disclosure operation can be assembly instruction, instruction set architecture (ISA)
Instruction, machine instruction, machine-dependent instructions, microcode, firmware instructions, condition setup data or with one or more programmings
The source code or object code that any combination of language is write, the programming language include the programming language-of object-oriented such as
C++ etc., and conventional procedural programming languages-such as " C " language or similar programming language.Computer-readable program refers to
Order can be executed fully on the user computer, partly be executed on the user computer, as an independent software package
Execute, part on the user computer part on the remote computer execute or completely on a remote computer or server
It executes.In situations involving remote computers, remote computer can include local area network by the network-of any kind
(LAN) or wide area network (WAN)-is connected to subscriber computer, or, it may be connected to outer computer (such as utilize internet
Service provider is connected by internet).In some embodiments, by being believed using the state of computer-readable program instructions
Breath comes personalized customization electronic circuit, such as programmable logic circuit, field programmable gate array (FPGA) or programmable logic
Array (PLA), the electronic circuit can execute computer-readable program instructions, to realize the various aspects of present disclosure.
Example IV
According to the one aspect of one or more other embodiments of the present disclosure, a kind of on-demand intelligence generation Specialization education side is provided
The device of case.
A kind of on-demand intelligence generates the device of Specialization education scheme, generates Specialization education based on a kind of on-demand intelligence
The method of scheme, comprising:
Data acquisition module is configured as obtaining basic data and public culture scheme, and stores to database；
Data acquisition module includes two parts, and first part is to obtain provinces and cities ground information, branches of learning and subjects information, and will obtain
In the underlying table of the data inputting design taken.Second part is to obtain colleges and universities' culture scheme information
Provinces and cities information derive from data sharing website, therefrom collected Chinese whole province, prefecture-level city and prefecture-level city,
The information of three-level altogether.And with the devising provinces and cities tables of data in database, the data inputting provinces and cities earth's surface that will acquire.
The information of the branches of learning and subjects derives from Ministry of Education website, therefrom checked each professional all directions branches of learning and subjects information and
Professional code information.And branches of learning and subjects tables of data is devised in database, the data inputting branches of learning and subjects table that will acquire.
The inquiry of culture scheme and formulation function are all based on existing culture scheme data, the culture that major colleges and universities provide
Although protocol quantity is more, there are the culture scheme format of different schools in different schools, therefore select a culture scheme record
It is critically important to enter template.After taking culture scheme, the public field of each culture scheme is first looked for, Excel template is carried out and (divides 15
Sheet worksheet), it determines the data of 12 disparate modules including fostering requirement, teaching programme table, respectively records data
Enter to Excel file template.There are two key points for the importing data of culture scheme.First, user can export template by system.
Second, user downloads template and will be able to achieve data one-key importing after data inputting.
Data acquisition module obtain data form basic data module, basic data module include school information management,
Expert data management, provinces and cities ground data management and branches of learning and subjects information management.The wherein management of school's data and expert data is
It is managed by system manager.System manager enters back-stage management interface by login name and password login, passes through the left side
Navigation bar finds basic data management, separately includes school's data management and expert data management.First click on school's data pipe
Reason, concrete operations include newly-increased school, delete school, editor's school information and delete school.It in addition to this can also be to profession
Information is managed, and concrete operations are also that additions and deletions change and look into.
When user uses the system, increases school information and be divided into two ways, first is that be manually entered in systems, second is that
It is the automatic input by way of importing file.Only typing two schools in current system, is Shandong finance and economics university and the Weihe River respectively
The information of mill technical college.
Illustrate the two ways for increasing school separately below.
(1) directly typing in systems
User clicks addition school, and front end University.vue is called by openSaveView method
The bullet frame of dialogFormVisile, the bullet frame have input the information of newly-increased school, when the user clicks confirming button, and triggering is clicked
Event saveOrUpdate (), the method for beginning through post pass request to the back-end.
" addition school " button for clicking the upper right corner, inputs following information: school's title, affiliated province in the interface of pop-up
Part, affiliated city etc..
After the information for adding school, University Of Science and Technology Of Shandong, the school information in database has 3, it is evident that the mountain newly increased
Eastern University of Science and Technology's information is successfully added.
(2) it is imported by way of importing file
Download file pattern first, include following information in pattern: universities and colleges' title, province, districts and cities, type (985/211),
University type (comprehensive/Normal) is subordinate to (Ministry of Education/Ministry of Industry and Information), the school that university's type (university/institute) will import
Information is filled into school's Excel table, then clicks file upload button.Shandong to be added is inserted in the template of downloading
The information of university.Then it clicks file to upload, system prompt uploads successfully.And it can see the school information of Chinese Marine University
Through in import system.
The inquiry operation of school information supports fuzzy query, that is, inquire public word i.e. and can return to the condition of satisfaction as a result, mesh
Preceding system only supports the inquiry by school's title.For example, carrying out querying condition " Shandong " to school library, then the corresponding satisfaction that returns contains
There is the school record in character " Shandong ".
Culture scheme formulates the nucleus module that module is this system, and the main purpose of the module is by system and user institute
The constraint of offer can generate a relatively reasonable culture scheme teaching programme and give a course table, and user may be used also to part is currently generated
Secondary modification is carried out, the culture scheme that end user can make is submitted in system.The core that culture scheme is formulated is to make
With the inquiry near synonym library and culture scheme, and course near synonym library and sort algorithm is combined to be formulated.Specific steps include:
Setting module is constrained, is configured as receiving user's log-in instruction, by receiving culture side set by user after verifying
Case formulates range, constraint condition and error tolerance；
When user uses the system, according to demand, user can train according to conditions such as school's level, professional grades
Proposal inquiry is supported, so that it is determined that the formulation range of culture scheme.Determine that the purpose for formulating range is to obtain culture scheme formulation to need
The culture scheme data set of reference.User needs to be arranged following constraint, leads to and knows required course credit, class hour, while elective course credit,
In class hour, the credit of Scientific basis class, class hour, the credit of specialized compulsory class, class hour, required course is practiced in elective special course credit, class hour
Divide, class hour, practices elective course credit, class hour, the fault-tolerant number of course, the parameters such as the fault-tolerant number of credit and class hour fault-tolerant number.
Course recommending module is configured as from database formulating range according to culture scheme by frequency and degree of association intelligence
Course is screened, and combining course near synonym library is culture scheme maker by term progress course recommendation；
Near synonym library includes the near synonym (curriculum schedule and course near synonym table) of course name, the near synonym (class of course classification
Journey category table and course classification near synonym table) and fostering requirement near synonym (fostering requirement table and fostering requirement near synonym table),
Wherein core be course name near synonym library.Near synonym library is needed in the inquiry of culture scheme and formulation function.
Culture scheme inquiry, when user query contain the culture scheme of some course, such as inquiry containing calculation method this
The culture scheme of subject, some schools do not have this subject of calculation method, but have class similar with its meaning: numerical analysis.Then
It by culture scheme inquiry operation, can will be inquired containing calculation method and the culture scheme of numerical analysis, and result is returned
Back to user.
Culture scheme is formulated,, can be by name when using near synonym matching and sort algorithm when user carries out culture scheme formulation
Word is different but the identical course of meaning carries out classification analysis.Near synonym library mainly includes near synonym library and the course classification of course
Near synonym library.Near synonym library is used primarily in the inquiry and formulation of culture scheme, in the inquiry and formulation function of culture scheme
Call the interface near synonym library.The system further includes carrying out manually course near synonym self-test to the curriculums table not with distribution,
The course of reception user's input represents instruction and represents the course offered in course, and the near synonym for receiving user are instructed the course
It is set as the near synonym of certain course representative.
Culture scheme generation module is configured as reception user and is referred to according to the course selection and setting of recommending course to carry out
It enables, the course that constraint condition and error tolerance selection are met in instruction is generated into Specialization education scheme, and store to database.
When user uses the system, after setting restriction range, the Next button is clicked.System can be according to selected culture
Aspects analyze in a point term, by the information preferential recommendation for the more course of number of giving a course in per term to maker, mainly
It is opened up comprising course types ratio, credit range, credit recommendation, class hour range, class hour recommendation and the course in each term
Ratio.Maker can be chosen course to be added by term.The course chosen can carry out centralized displaying in the upper right corner.Add
Course to be added is added, has clicked the Next button, the interface of setting curriculum attribute can be entered.Maker can add institute
Existing course within the scope of culture scheme is selected, but is not to recommend course.Top " addition " button is clicked, course can be added.To
Course below search interface is exactly the course in culture range, is clicked using i.e. increase.Maker can add selected training
It supports that aspects are outer but the course in culture scheme library, inputs curriculum information in the search box.It clicks and opens global search, meeting
The information of the subject is found, " use " is clicked and completes addition operation.Maker can also add the letter of the course outside culture scheme
Breath, maker click " open list addition " button, click in playing frame " determining addition ", input course name, course classification,
Set the attributes such as credit and class hour.Click the addition that " determination " then completes fresh course.Input course classification, credit and of addition
When information.In the last line in the first term, it can be seen that the information of newly-increased course: course classification, setting course credit and class
Journey class hour.The attribute for setting other courses is limited according to course classification in course, credit range and class hour range is chosen,
Maker sets course classification, course credit and class hour.If the credit of setting course is unsatisfactory for credit area requirement,
Frame prompt can be played.If setting course is unsatisfactory for credit area requirement class hour, frame prompt can be played.Playing frame is suggesting effect, and
It will not prevent the setting of curriculum information.If the information of setting is not in range, font emblem is red, the font if in the normal range
It is black.Setting credit, class hour, then font mark was red not in range.Save current teaching programme program sample: user formulates
Culture scheme out, according to demand, after modification, clicking " archive " button is that can be reserved for the culture scheme formulated and completed.
Each step involved in the device of above embodiments two, three and four is corresponding with embodiment of the method one, specific implementation
Mode can be found in the related description part of embodiment one.Term " computer readable storage medium " be construed as include one or
The single medium or multiple media of multiple instruction collection；It should also be understood as including any medium, any medium can be deposited
Storage, coding carry instruction set for being executed by processor and processor are made either to execute in the present invention method.
It will be understood by those skilled in the art that each module or each step of aforementioned present invention can be filled with general computer
It sets to realize, optionally, they can be realized with the program code that computing device can perform, it is thus possible to which they are stored
Be performed by computing device in the storage device, perhaps they are fabricated to each integrated circuit modules or by they
In multiple modules or step be fabricated to single integrated circuit module to realize.The present invention is not limited to any specific hardware and
The combination of software.
The foregoing is only a preferred embodiment of the present invention, is not intended to restrict the invention, for the skill of this field
For art personnel, the invention may be variously modified and varied.All within the spirits and principles of the present invention, made any to repair
Change, equivalent replacement, improvement etc., should all be included in the protection scope of the present invention.
Above-mentioned, although the foregoing specific embodiments of the present invention is described with reference to the accompanying drawings, not protects model to the present invention
The limitation enclosed, those skilled in the art should understand that, based on the technical solutions of the present invention, those skilled in the art are not
Need to make the creative labor the various modifications or changes that can be made still within protection scope of the present invention.
Claims (10)
1. a kind of method that on-demand intelligence generates Specialization education scheme, which is characterized in that this method comprises:
Basic data and public culture scheme are obtained, and is stored to database；
User's log-in instruction is received, formulates range, constraint condition and fault-tolerant by receiving culture scheme set by user after verifying
Range；
Range is formulated according to culture scheme from database and screens course by frequency and the degree of association, and is in conjunction with course near synonym library
Culture scheme maker carries out course recommendation by term；
It receives user to be instructed according to the course selection and setting of recommending course to carry out, constraint condition and fault-tolerant model will be met in instruction
The course for enclosing selection generates Specialization education scheme, and stores to database.
2. the method that a kind of on-demand intelligence as described in claim 1 generates Specialization education scheme, which is characterized in that this method
In, the basic data includes provinces and cities' ground information, branches of learning and subjects information, school information and specialized information；
The provinces and cities information and the branches of learning and subjects information data crawled by website obtain；And the branches of learning and subjects information that will acquire
It is matched, is stored to database with the specialized information；
The acquisition specific steps of the school information and the specialized information include:
The existing culture scheme information of each school is received, the existing culture scheme information of school is subjected to data cleansing, extracts school
Information and specialized information.
3. the method that a kind of on-demand intelligence as described in claim 1 generates Specialization education scheme, which is characterized in that this method
In, the acquisition methods of the basic data further include receiving user's log-in instruction, by the basis for receiving user's typing after verifying
Data receive user and instruct to the newly-increased of basic information, inquiry, modification and deletion, and execute to the basic information in database
Corresponding operating.
4. the method that a kind of on-demand intelligence as described in claim 1 generates Specialization education scheme, which is characterized in that this method
In, the specific steps that the public culture scheme obtains include:
Receive the existing culture scheme information of each school；
The existing culture scheme information of school is subjected to data cleansing, obtains public culture scheme；
Culture scheme template is formulated, public culture scheme is imported in culture scheme template.
5. the method that a kind of on-demand intelligence as described in claim 1 generates Specialization education scheme, which is characterized in that this method
In, it includes that school's level, school are subordinate to department, professional grade, professional levels and the branches of learning and subjects that the culture scheme, which formulates range,；
The branches of learning and subjects only include a special disciplines class；
The constraint condition includes the total credit of culture scheme, culture scheme total class hour, each term credit upper limit, on each class hour in term
Limit leads to and knows required course credit, logical knowledge required course class hour, general elective course credit, general elective course class hour, Scientific basis class
Divide, Scientific basis class class hour, the credit of specialized compulsory class, specialized compulsory class class hour practice required course credit, practice required course
When, it practices elective course credit, practice elective course class hour；
The error tolerance includes that course is fault-tolerant, credit is fault-tolerant and class hour is fault-tolerant.
6. the method that a kind of on-demand intelligence as described in claim 1 generates Specialization education scheme, which is characterized in that this method
In, it is described that course is screened by frequency and the degree of association according to culture scheme formulation range from database using sort algorithm, according to
Course opening frequency descending is listed.
7. the method that a kind of on-demand intelligence as described in claim 1 generates Specialization education scheme, which is characterized in that this method
In, course near synonym library includes the corresponding near synonym of course, and the acquisition methods in course near synonym library further include
Receive user's log-in instruction, by receiving the course of user's typing after verifying, receive user to the newly-increased of course, fuzzy query,
Modification and deletion instruction, receive the corresponding near synonym of course of user's typing, receive user to the new of the corresponding near synonym of course
Increasing, fuzzy query, modification and deletion instruction.
8. a kind of computer readable storage medium, wherein being stored with a plurality of instruction, which is characterized in that described instruction is suitable for by terminal
The processor of equipment load and execute as claim 1-7 it is described in any item it is a kind of it is on-demand intelligence generate Specialization education scheme
Method.
9. a kind of terminal device comprising processor and computer readable storage medium, processor is for realizing each instruction；It calculates
Machine readable storage medium storing program for executing is for storing a plurality of instruction, which is characterized in that described instruction is suitable for being loaded by processor and being executed such as power
Benefit requires a kind of described in any item methods that on-demand intelligence generates Specialization education scheme of 1-7.
10. the device that a kind of on-demand intelligence generates Specialization education scheme, which is characterized in that based on such as any one of claim 1-7
The method that a kind of on-demand intelligence generates Specialization education scheme, comprising:
Data acquisition module is configured as obtaining basic data and public culture scheme, and stores to database；
Data acquisition module is configured as obtaining basic data and public culture scheme, and stores to database；
Setting module is constrained, is configured as receiving user's log-in instruction, by receiving culture scheme system set by user after verifying
Determine range, constraint condition and error tolerance；
Course recommending module is configured as from database formulating range by frequency and degree of association screening class according to culture scheme
Journey, and combining course near synonym library is culture scheme maker by term progress course recommendation；
Culture scheme generation module is configured as reception user according to the course selection for recommending course to carry out and instruction is arranged, will
The course for meeting constraint condition and error tolerance selection in instruction generates Specialization education scheme, and stores to database.
Priority Applications (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201910796583.6A CN110515933A (en) | 2019-08-27 | 2019-08-27 | A kind of on-demand intelligence generates the method and system of Specialization education scheme |
| PCT/CN2020/105894 WO2021036678A1 (en) | 2019-08-27 | 2020-07-30 | Method and system for intelligently generating professional training scheme as required |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201910796583.6A CN110515933A (en) | 2019-08-27 | 2019-08-27 | A kind of on-demand intelligence generates the method and system of Specialization education scheme |
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Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
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| WO2021036678A1 (en) * | 2019-08-27 | 2021-03-04 | 山东科技大学 | Method and system for intelligently generating professional training scheme as required |
Family Cites Families (7)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN104463398A (en) * | 2013-11-25 | 2015-03-25 | 北京建筑大学 | Method and system for managing academic degree information |
| US20150220880A1 (en) * | 2014-02-06 | 2015-08-06 | Apollo Education Group, Inc. | Suggesting a candidate enrollment item for a candidate student |
| CN104008515B (en) * | 2014-06-04 | 2017-11-03 | 江苏金智教育信息股份有限公司 | A kind of method that intelligent Choosing Courses are recommended |
| US9984073B2 (en) * | 2015-02-23 | 2018-05-29 | D2L Corporation | Systems and methods for motivation-based course selection |
| CN109903201B (en) * | 2017-12-11 | 2022-04-19 | 北京三好互动教育科技有限公司 | Personalized culture protocol generation method and system |
| CN109409706A (en) * | 2018-10-11 | 2019-03-01 | 武汉微道云信息科技有限公司 | Elective recommended method, equipment, storage medium and device |
| CN110515933A (en) * | 2019-08-27 | 2019-11-29 | 山东科技大学 | A kind of on-demand intelligence generates the method and system of Specialization education scheme |
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Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
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| WO2021036678A1 (en) * | 2019-08-27 | 2021-03-04 | 山东科技大学 | Method and system for intelligently generating professional training scheme as required |
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Application publication date: 20191129 |