CN117236754A

CN117236754A - College scientific research data management method and device, computer equipment and storage medium

Info

Publication number: CN117236754A
Application number: CN202311171111.4A
Authority: CN
Inventors: 张建军; 郑能福; 骆成; 陈青; 韩宏杰
Original assignee: Hangzhou Xiangyun Information Technology Co ltd
Current assignee: Hangzhou Xiangyun Information Technology Co ltd
Priority date: 2023-09-12
Filing date: 2023-09-12
Publication date: 2023-12-15
Anticipated expiration: 2043-09-12
Also published as: CN117236754B

Abstract

The embodiment of the invention discloses a college scientific research data management method, a college scientific research data management device, computer equipment and a storage medium. The method comprises the following steps: obtaining scientific research data of various sources, and summarizing to obtain a summarizing result; carrying out quality analysis on the authenticity and the effectiveness of the summarized results to obtain analysis results; extracting key information from the summarized results with real and effective analysis results to obtain extraction results; determining scientific research influence factors related to scientific research projects; generating project result evaluation indexes according to scientific research influence factors and extraction results; acquiring declaration information; calculating the matching degree of project achievement indexes and declaration information; and when the matching degree meets the set requirement, generating project declaration notification information, and sending the project declaration notification information to the terminal for display at the terminal. By implementing the method provided by the embodiment of the invention, deep mining and effective management of college scientific research data can be realized, the scientific research project and the declaration project of the college can be intelligently matched, and the management efficiency of the scientific research project of the college is improved.

Description

College scientific research data management method and device, computer equipment and storage medium

Technical Field

The invention relates to a data management method, in particular to a college scientific research data management method, a college scientific research data management device, computer equipment and a storage medium.

Background

At present, when a college reports a scientific research project in a relevant area, project management personnel at the scientific research department of the college always obtain notifications about the project reporting at all levels of websites, and then project reporting notification information facing the college is published at the scientific research department website of the college, so that the incumbent scientific research personnel busy teaching and scientific research work can timely master the related scientific research project reporting notification so as to consider whether to report the project.

The existing scientific research project data management method generally adopts manual data processing, the manually processed data is mainly processed according to single management requirements, the managed and processed scientific research project data in a college scientific research department cannot be well deeply mined, project related personnel cannot intelligently match the scientific research project and the reporting project when reporting the scientific research project according to own knowledge, and the problems of the existing scientific research project management method can reduce the management efficiency of the scientific research project of the colleges and universities and are not beneficial to the long-term development of the colleges and universities.

Therefore, a new method is necessary to be designed, so that deep mining and effective management of college scientific research data are realized, the scientific research project and the declaration project of the colleges and universities are intelligently matched, and the management efficiency of the scientific research project of the colleges and universities is improved.

Disclosure of Invention

The invention aims to overcome the defects of the prior art and provide a college scientific research data management method, a college scientific research data management device, computer equipment and a storage medium.

In order to achieve the above purpose, the present invention adopts the following technical scheme: the college scientific research data management method comprises the following steps:

obtaining scientific research data of various sources, and summarizing to obtain a summarizing result;

carrying out quality analysis on the authenticity and the effectiveness of the summarized results to obtain analysis results;

extracting key information from the real and effective summary results of the analysis results to obtain extraction results;

determining scientific research influence factors related to scientific research projects;

generating project result evaluation indexes according to the scientific research influence factors and the extraction results;

acquiring declaration information;

calculating the matching degree of project achievement indexes and the declaration information;

and when the matching degree meets the set requirement, generating project declaration notification information, and sending the project declaration notification information to the terminal for display at the terminal.

The further technical scheme is as follows: the step of obtaining scientific research data of various sources and summarizing the scientific research data to obtain summarized results comprises the following steps:

acquiring academic papers, scientific research project reports, patent books and academic news by adopting ELT tools and API plug-ins to obtain initial data;

and carrying out classified summarization on the initial data to obtain a summarization result.

The further technical scheme is as follows: the quality analysis of the authenticity and the validity of the summarized results is carried out to obtain analysis results, and the quality analysis comprises the following steps:

obtaining a source approach of a summarized result;

determining a validity influence value according to the source approach, and determining the validity of the summarized result according to the validity influence value;

determining a release start address according to the source route;

determining original text information according to the release start address, generating supplementary information, and releasing the supplementary information to a terminal held by related personnel so as to supplement the information by an original text publisher;

the authenticity of the summary result is determined from the supplemented material.

The further technical scheme is as follows: the step of extracting key information from the real and effective summary results of the analysis results to obtain extraction results includes:

Determining the maturity of the scientific research project technology according to the real and effective summarized result of the analysis result to obtain a maturity keyword;

determining the domain to which the scientific research project technology belongs and the key information of the research direction to obtain domain direction keywords;

determining relevant information of researchers of scientific research projects to obtain personnel keywords;

determining core technical key information of scientific research projects to obtain technical keywords; for extracting core technical key information, text data are filtered based on a language model to determine a first candidate word set, then words belonging to technical knowledge graph nodes are screened out of the first candidate word set by utilizing a pre-built technical knowledge graph, words meeting the requirements for times appearing in the scientific item data are screened out of the words, a second candidate word set is determined, words appearing in the utility model content or the utility model content part of the patent and appearing in journals and papers are screened out from the second candidate word set, a third candidate word set is obtained, and expansion of approximate words is needed to be adopted for the third candidate word set and correction is needed to be carried out by corresponding scientific researchers.

The further technical scheme is as follows: the determining the scientific research influence factors related to the scientific research projects comprises the following steps:

acquiring the value of the existing scientific research influence factor of the scientific research project to obtain an initial value;

determining whether the journal published by the scientific research project is reasonable or not according to the domain direction keywords and the technical keywords;

when the journals issued by the scientific projects are reasonable, determining that the initial values are scientific research influence factors related to the scientific projects;

and when the journals issued by the scientific research projects are unreasonable, determining journals conforming to the scientific research projects again according to the domain direction keywords and the technical keywords, and issuing papers related to the scientific research projects so as to acquire the values of the existing scientific research influence factors of the scientific research projects again to obtain initial values.

The further technical scheme is as follows: the generating a project result evaluation index according to the scientific research influence factors and the extraction result comprises the following steps:

combining the scientific research influence factors and the extraction results to form an initial index;

transmitting the initial index to a terminal held by a person related to the scientific research project to be confirmed by the terminal held by the person related to the scientific research project so as to form confirmation information;

And receiving the confirmation information, analyzing and confirming according to the regulated content when the regulated content exists in the confirmation information, and generating a project result evaluation index according to the analysis and confirmation result and the confirmation information.

The further technical scheme is as follows: the calculating the matching degree of the project achievement index and the declaration information comprises the following steps:

extracting keywords from the declaration information to obtain declaration keywords;

determining the technical matching degree of the declared keywords and the project achievement indexes by adopting a subject knowledge graph;

determining the matching degree of the domain direction of the technical domain and the research direction in the declaration keywords and the domain direction keywords in the project achievement indexes; determining the matching degree of the domain direction of the technical domain and the research direction in the declaration keywords and the domain direction keywords in the project achievement indexes; searching academic knowledge graph nodes with highest association degree by using technical keywords in item achievement indexes to form a first academic knowledge graph node set; searching academic knowledge graph nodes with highest association degree by using technical keywords in the declaration keywords to form a second academic knowledge graph node set; calculating the domain direction matching degree of the first academic knowledge graph node set and the second academic knowledge graph node set;

Calculating the personnel matching degree of personnel information in the declaration keywords and personnel keywords in the project achievement indexes;

and carrying out weighted summation on the technical matching degree, the field direction matching degree, the personnel matching degree and the scientific research influence factor to determine the matching degree.

The invention also provides a college scientific research data management device, which comprises:

the summarizing unit is used for acquiring scientific research data of various sources and summarizing the scientific research data to obtain summarized results;

the quality analysis unit is used for carrying out quality analysis on the authenticity and the effectiveness of the summarized results so as to obtain analysis results;

the information extraction unit is used for extracting key information from the summarized results with real and effective analysis results to obtain extraction results;

the factor determining unit is used for determining scientific research influence factors related to scientific research projects;

the index generation unit is used for generating a project result evaluation index according to the scientific research influence factors and the extraction results;

the reporting information acquisition unit is used for acquiring reporting information;

the matching degree calculating unit is used for calculating the matching degree of the project achievement index and the declaration information;

and the notification information generation unit is used for generating project declaration notification information when the matching degree meets the set requirement, and sending the project declaration notification information to the terminal for display at the terminal.

The invention also provides a computer device which comprises a memory and a processor, wherein the memory stores a computer program, and the processor realizes the method when executing the computer program.

The present invention also provides a storage medium storing a computer program which, when executed by a processor, implements the above method.

Compared with the prior art, the invention has the beneficial effects that: according to the invention, by analyzing the summary, the authenticity and the validity of the scientific research data, key information of the scientific research project is generated under the condition of ensuring the authenticity and the validity of the data, an evaluation index is generated by combining scientific research influence factors, and whenever new declaration information exists, the matching degree of the project achievement index and the declaration information is determined by adopting technologies such as discipline knowledge graph and the like, and the scientific research project conforming to the declaration information is screened out for declaration, so that the deep mining and the effective management of the scientific research data of colleges and universities are realized, the scientific research project and the declaration project of the colleges and universities are intelligently matched, and the management efficiency of the scientific research project of the colleges and universities is improved.

The invention is further described below with reference to the drawings and specific embodiments.

Drawings

In order to more clearly illustrate the technical solutions of the embodiments of the present invention, the drawings required for the description of the embodiments will be briefly described below, and it is obvious that the drawings in the following description are some embodiments of the present invention, and other drawings may be obtained according to these drawings without inventive effort for a person skilled in the art.

Fig. 1 is a schematic diagram of an application scenario of a college scientific research data management method provided by an embodiment of the invention;

fig. 2 is a flow chart of a college scientific research data management method provided by the embodiment of the invention;

fig. 3 is a schematic sub-flowchart of a college scientific research data management method according to an embodiment of the present invention;

fig. 4 is a schematic sub-flowchart of a college scientific research data management method according to an embodiment of the present invention;

fig. 5 is a schematic sub-flowchart of a college scientific research data management method according to an embodiment of the present invention;

fig. 6 is a schematic sub-flowchart of a college scientific research data management method according to an embodiment of the present invention;

fig. 7 is a schematic sub-flowchart of a college scientific research data management method according to an embodiment of the present invention;

fig. 8 is a schematic sub-flowchart of a college scientific research data management method according to an embodiment of the present invention;

FIG. 9 is a schematic block diagram of a college scientific research data management device provided by an embodiment of the invention;

fig. 10 is a schematic block diagram of a computer device according to an embodiment of the present invention.

Detailed Description

The following description of the embodiments of the present invention will be made clearly and fully with reference to the accompanying drawings, in which it is evident that the embodiments described are some, but not all embodiments of the invention. All other embodiments, which can be made by those skilled in the art based on the embodiments of the invention without making any inventive effort, are intended to be within the scope of the invention.

It should be understood that the terms "comprises" and "comprising," when used in this specification and the appended claims, specify the presence of stated features, integers, steps, operations, elements, and/or components, but do not preclude the presence or addition of one or more other features, integers, steps, operations, elements, components, and/or groups thereof.

It is also to be understood that the terminology used in the description of the invention herein is for the purpose of describing particular embodiments only and is not intended to be limiting of the invention. As used in this specification and the appended claims, the singular forms "a," "an," and "the" are intended to include the plural forms as well, unless the context clearly indicates otherwise.

It should be further understood that the term "and/or" as used in the present specification and the appended claims refers to any and all possible combinations of one or more of the associated listed items, and includes such combinations.

Referring to fig. 1 and fig. 2, fig. 1 is a schematic view of an application scenario of a college scientific research data management method according to an embodiment of the present invention. Fig. 2 is a schematic flow chart of a college scientific research data management method provided by the embodiment of the invention. The college scientific research data management method is applied to the server. The server performs data interaction with the terminal, acquires scientific research data from different sources, collects, analyzes and extracts key information from the data, combines corresponding scientific research influence factors, generates evaluation indexes of achievements of the scientific research projects, including scientific research influence factors, research and development directions, technical fields, personnel related information and core technical key information, and performs intelligent matching according to the indexes and the declaration information when relevant declaration information is encountered each time later so as to determine whether declaration can be performed or not, realize deep mining and effective management of the scientific research data of colleges and universities, and intelligently match the scientific research projects and declaration projects, thereby improving the management efficiency of the scientific research projects of the colleges and universities.

Fig. 2 is a flow chart of a college scientific research data management method provided by the embodiment of the invention. As shown in fig. 2, the method includes the following steps S110 to S180.

S110, acquiring scientific research data of various sources, and summarizing to obtain a summarizing result.

In this embodiment, the summary result refers to the result formed after the academic paper, the report of the scientific research project, the soft literature of the patent and the academic news are classified and summarized.

In one embodiment, referring to fig. 3, the step S110 may include steps S111 to S112.

S111, acquiring academic papers, scientific research project reports, patent books and academic news by using ELT tools and API plug-ins to obtain initial data.

In this embodiment, the initial data may be formed by means of real-time collection by a web crawler, real-time butt joint by a dedicated line of each government data unit, periodic batch provision by a periodical release platform, manual collection, arrangement and input, and the like, specifically, may support data exchange collection by an ELT tool such as ODI, kettle, and the like, and complete configuration of an exchange task by using a graphical interface, for example, the Kettle tool obtains related data through a table input component, expresses or inserts data of a configuration target end of an update component, updates or inserts the data into a target table through field mapping, and forms the initial data.

Of course, the names of technical points of the scientific research project can be utilized, technical keywords of the scientific research project can be determined by utilizing a scientific knowledge graph, and related data can be searched in a patent library, a paper library, a project library of the present school and a news library by utilizing the technical keywords as search conditions to form initial data, so that the acquired data at least ensures the completeness and the accuracy.

And S112, classifying and summarizing the initial data to obtain a summarizing result.

In this embodiment, data cleaning and disambiguation are performed on patent, paper and scientific research project data, computer emotion calculation is performed on news non-objective big data, an authenticity preservation reliable result is calculated, and then patent, paper, news item number and scientific research project data in the scientific research data are classified and summarized to form a summarized result.

And S120, carrying out quality analysis on the authenticity and the effectiveness of the summarized results to obtain analysis results.

In this embodiment, the analysis result refers to the authenticity and validity of the data in the summary result.

In one embodiment, referring to fig. 4, the step S120 may include steps S121 to S125.

S121, obtaining a source way of the summarized result.

In this embodiment, the source approach of the summary result includes an intellectual property website retrieval, an paper release platform, a journal release platform, and manual collection, arrangement and input, where verification of authenticity is not required for the data retrieved by the intellectual property website retrieval, the paper release platform, and the journal release platform, and validity verification is required for the data provided by the paper release platform and the journal release platform; and the authenticity of the manually collected and tidied data is verified.

S122, determining a validity influence value according to the source approach, and determining the validity of the summarized result according to the validity influence value.

In this embodiment, the validity influence value is the final journal data of the scientific research project determined by validity of the data provided by the journal release platform history; for example, the journal data related to the scientific research project published by the journal with the highest validity of the history provided data of the journal publishing platform is determined as valid data.

S123, determining the release start address according to the source path.

In this embodiment, for manually collecting, sorting and recording scientific research project data and academic news, it is necessary to determine the starting address of academic news release, that is, the release starting address of the webpage of the news original text, experimental data of the scientific research project data, and the like.

S124, determining the original document information according to the release start address, generating supplementary document information, and releasing the supplementary document information to a terminal held by a related person so as to supplement the document by the original document publisher.

In this embodiment, the original content of the academic news is found for the starting address of the academic news release, and for this type, related personnel such as the original publisher or the related personnel of scientific research are required to provide evidence of participation in the academic news, such as photos, check-in records and the like; for the textual information determined by the experimental data, relevant records of the experiment, such as product photos or progress bars of scientific research projects, are required to be provided by scientific research related personnel.

S125, determining the authenticity of the summarized result according to the supplemented data.

In this embodiment, the supplemented data is input into the trained model to extract the key content, and when the key content matches with the academic news or experimental data, it can be determined that the summary result is true; specifically, if the matching is judged, key information is required to be extracted from the photo, for photo evidence provided by academic news, academic news content corresponding to the photo is determined from personnel photo, site photo and the like, when the determined content is matched with the academic news, the summary result is determined to be real, and for product photo, manual auditing can be adopted for information extraction.

And S130, extracting key information from the summarized results with real and effective analysis results to obtain extraction results.

In this embodiment, the extraction result includes a maturity keyword, a domain direction keyword, a personnel keyword, and a technology keyword.

The maturity keywords identify the stage to which the scientific research project belongs, such as the stage of technical germination, the stage of technical research and development or the stage of technical landing; the domain direction keywords refer to the technical domain and the research and development direction of the current scientific research project, wherein the research and development direction comprises which direction belongs to which subject, and the like; the personnel keywords comprise the academic, the number of people, the past research and development capability and the like of scientific researchers; the technical keywords refer to technical problems solved by the identification scientific research project, and words extracted by the adopted technical scheme, such as a neural network, a convolution layer and the like, belong to the technical keywords.

In one embodiment, referring to fig. 5, the step S130 may include steps S131 to S134.

And S131, determining the maturity of the scientific research project technology according to the real and effective summary result of the analysis result so as to obtain the maturity keywords.

In this embodiment, the maturity of the scientific research project technology may be determined by analyzing the number of patents, the time, the number and time of papers, the number and time of journals, and keywords of academic news, and when the difference between the patent time and the current time does not exceed a certain threshold and no patent is issued in a near period, it indicates that the current scientific research project technology is in a technology sprouting stage or a technology research stage; the number and time of papers and journals can be combined again to determine that the current scientific research project technology is in a technology sprouting stage or a technology research and development stage; if patents, papers, journals, etc. have not been issued in a short period of time, and a sufficient number of patents, papers, journals, etc. have been issued before, semantic analysis, etc. from academic news is required to extract whether related eyes, such as finished, landed, etc., appear, so as to determine the maturity of scientific research technology.

And S132, determining the domain to which the scientific research project technology belongs and the key information of the research direction so as to obtain domain direction keywords.

In this embodiment, the domain direction keywords may determine the domain and the research direction from the class number to which the patent belongs in the summary result, and may determine the keywords from the domain and the research content mentioned in the journal and the paper, specifically, first determine the keywords from the domain and the research direction mentioned in the scientific research project data, then expand the keywords determined by the scientific research project data by using the technology and the research direction to which the patent, the journal and the paper belong, and remove the repeated keywords, and in addition, determine whether the keywords have similar or similar technical domains and research directions, so as to determine the complete domain direction keywords.

S133, determining relevant information of researchers of scientific research projects so as to obtain personnel keywords.

In this embodiment, the personal keywords may be formed by counting the number of persons, the study, the age, etc. of the researchers recorded in the scientific research project data.

S134, determining core technical key information of the scientific research project to obtain technical key words.

In this embodiment, for extracting core technical key information, text data may be filtered based on a language model for scientific research project data to determine a first candidate word set, then, a pre-constructed technical knowledge graph is utilized to screen words belonging to technical knowledge graph nodes from the first candidate word set, words meeting the requirements for times of occurrence in the scientific research project data are screened out from the words, a second candidate word set is determined, words occurring in the summary or the summary part of the patent and occurring in journals and papers are screened out from the second candidate word set, so as to obtain a third candidate word set, and an extension of approximate words is needed for the third candidate word set, and corresponding scientific research personnel are needed to correct the third candidate word set, so as to determine complete and accurate technical key words.

S140, determining scientific research influence factors related to scientific research projects.

In this embodiment, the scientific research influence factor also belongs to one of the achievements of the scientific research projects.

In one embodiment, referring to fig. 6, the step S140 may include steps S141 to S144.

S141, acquiring the value of the existing scientific research influence factor of the scientific research project to obtain an initial value;

S142, determining whether the journal issued by the scientific research project is reasonable or not according to the domain direction keywords and the technical keywords;

s143, determining that the initial value is a scientific research influence factor related to the scientific research project when the journal issued by the scientific research project is reasonable;

s144, when the journals issued by the scientific research projects are unreasonable, determining journals conforming to the scientific research projects again according to the domain direction keywords and the technical keywords, and issuing papers related to the scientific research projects so as to acquire the values of the existing scientific research influence factors of the scientific research projects again to obtain initial values.

In this embodiment, the domain direction keywords and the technical keywords are used to search the influence factors of the journals related to the same domain and technology, determine whether the journal issuing press or the like with the highest influence factor is consistent with or similar to the press issuing press of the existing journals of the scientific projects, if the journal issuing press is consistent with or similar to the press issuing press of the existing journals of the scientific projects, consider that the journals issued by the scientific projects are reasonable, if the journal issuing press is not reasonable, the journals need to be reissued to determine new scientific research influence factors, and of course, the scientific research influence factors comprise composite influence factors, comprehensive influence factors and SIC influence factors, and the weights of the influence factors are different and depend on the ranking of the journals.

And S150, generating project result evaluation indexes according to the scientific research influence factors and the extraction results.

In this embodiment, the project result evaluation index refers to the scientific research influence factor and the extraction result after confirmation by the related personnel of the scientific research project.

In one embodiment, referring to fig. 7, the step S150 may include steps S151 to S153.

S151, combining the scientific research influence factors and the extraction results to form initial indexes;

s152, sending the initial index to a terminal held by a person related to the scientific research project to be confirmed by the terminal held by the person related to the scientific research project so as to form confirmation information;

and S153, receiving the confirmation information, analyzing and confirming according to the adjusted content when the confirmation information contains the adjusted content, and generating a project result evaluation index according to the analysis and confirmation result and the confirmation information.

For the extracted result of the server and the determined scientific research influence factors, the final index can be used after the related personnel of the scientific research project confirm, and of course, if the adjustment is needed, corresponding evidence is needed to be provided, and the initial index can be revised after the analysis and confirmation of the evidence are carried out; specifically, the analysis confirms the authenticity including evidence, and the judgment of the authenticity may refer to step S120 described above, and the initial index may be revised when the authenticity is ensured.

S160, acquiring declaration information.

In the present embodiment, the declaration information includes notification information of the item declaration, such as a notification issued by the official network, or the like.

S170, calculating the matching degree of the project achievement index and the declaration information.

In this embodiment, the matching degree refers to whether or not the scientific research project can report the project mentioned by the reporting information.

In one embodiment, referring to fig. 8, the step S170 may include steps S171 to S175.

S171, extracting keywords from the declaration information to obtain declaration keywords.

In this embodiment, the declaration keywords include keywords of personnel, technology, domain, direction, and technology maturity.

Specifically, semantic analysis can be directly performed on the declaration information, and keyword expansion can be performed by combining technical knowledge graphs and the like so as to determine the declaration keywords.

And S172, determining the technical matching degree of the declared keywords and the project achievement indexes by adopting a discipline knowledge graph.

In the embodiment, technical keywords in project achievement indexes are used for searching academic knowledge graph nodes with highest association degree, and a first academic knowledge graph node set is formed; searching academic knowledge graph nodes with highest association degree by using technical keywords in the declaration keywords to form a second academic knowledge graph node set; and calculating the domain direction matching degree of the first academic knowledge graph node set and the second academic knowledge graph node set.

Specifically, determining the affiliated disciplines respectively according to all technical keywords in the project achievement indexes, and determining nodes of the discipline knowledge graph from the affiliated disciplines, so as to obtain a first discipline knowledge graph node set; determining the subject to which the subject belongs can adopt vocabulary entry page data of wiki encyclopedia to find one subject which is most similar to one keyword, the method is to search related vocabulary entry page data by using technical keywords, perform word sense analysis on the data to determine words related to the subject, determine the most similar subjects in the words related to the subject determined by a plurality of pieces of page data, and directly use the subject after the determination is finished, and of course, in order to ensure whether the subject confirmed by a machine is accurate or not, further determine whether the technical keywords are present in the corresponding subjects by searching related subject knowledge, thereby accurately determining the subject to which the subject belongs; likewise, determining a second academic knowledge graph node set by adopting the same manner for technical keywords in the declared keywords; on the used knowledge graph, the distribution form of the nodes has certain layering, so that each node in the first academic knowledge graph node set and each node in the second academic knowledge graph node set are counted, all paths reaching the nodes from the uppermost layer are obtained according to the academic knowledge graph, a pair of paths with the largest number of coincident nodes on the paths are found in all path pairs, the similarity between the paths is used as the similarity between the two nodes, a numerical value is corresponding to one node, and the number of the coincident nodes multiplied by the numerical value and the count of the corresponding node are determined to be the technology matching degree.

And S173, determining the matching degree of the domain direction of the technical domain and the research direction in the declaration keywords and the domain direction keywords in the project achievement indexes.

In this embodiment, whether the technical field and the research direction in the declaration keyword include the field direction in the project achievement indicator is calculated, for example, the technical field in the declaration keyword is a new generation information technology, the research direction is a semiconductor, the field in the project achievement indicator is an information technology, the research direction is an electronic core industry, at this time, it is required to determine which content is included in the new generation information technology and which content is included in the semiconductor, so as to determine whether the field direction in the project achievement indicator is included, so that it is determined that the field direction matching degree is 0 or 1,0 indicates that the field directions are not matched, and 1 indicates that the field directions are matched.

And S174, calculating the personnel matching degree of the personnel information in the declaration keywords and the personnel keywords in the project achievement indexes.

In this embodiment, it is determined whether the personnel keywords in the project achievement index can reach the standard of personnel information in the declared keywords, if so, the personnel matching degree is 1, and if not, the personnel matching degree is 0.

And S175, carrying out weighted summation on the technical matching degree, the domain direction matching degree, the personnel matching degree and the scientific research influence factor so as to determine the matching degree.

In this embodiment, as long as one of the technology matching degree, the field direction matching degree, and the personnel matching degree is zero, the current matching degree is 0; if the technology matching degree, the field direction matching degree and the personnel matching degree are all not zero, the historical experience can be adopted to determine the technology matching degree, the field direction matching degree, the personnel matching degree and the weight value of the scientific research influence factor, and the weighted summation is carried out to determine the matching degree.

The historical experience can adopt scoring criteria given by a review teacher to determine the contents of the weights of different reporting projects so as to determine weight values, the weight values can be self-learned and updated according to each scoring criteria, and an unsupervised learning mode can be adopted for learning so as to obtain the optimal weight values.

And S180, when the matching degree meets the set requirement, generating project declaration notification information, and sending the project declaration notification information to the terminal for display at the terminal.

When the matching degree exceeds the set numerical value, the numerical value can be a threshold value determined according to an expert experience method, and when the numerical value exceeds the threshold value, the degree of coincidence between the scientific research project and the current declaration project is high, and project declaration can be carried out.

According to the college scientific research data management method, the key information of the scientific research project is generated under the condition that the reality and the effectiveness of the scientific research data are ensured by analyzing the summary, the reality and the effectiveness of the scientific research data, the scientific research influence factors are combined to generate the evaluation index, and whenever new declaration information exists, the degree of matching of the project result index and the declaration information is determined by adopting technologies such as discipline knowledge graph and the like, the scientific research project conforming to the declaration information is screened out to be declared, so that the deep mining and the effective management of the college scientific research data are realized, the scientific research project and the declaration project of the colleges and universities are intelligently matched, and the management efficiency of the scientific research project of the colleges and universities is improved.

Fig. 9 is a schematic block diagram of a college scientific research data management device 300 according to an embodiment of the present invention. As shown in fig. 9, the present invention further provides a college scientific research data management device 300 corresponding to the above college scientific research data management method. The college scientific data management apparatus 300 includes a unit for performing the college scientific data management method described above, and may be configured in a server. Specifically, referring to fig. 9, the college scientific research data management apparatus 300 includes a summarizing unit 301, a quality analyzing unit 302, an information extracting unit 303, a factor determining unit 304, an index generating unit 305, a declared information acquiring unit 306, a matching degree calculating unit 307, and a notification information generating unit 308.

The summarizing unit 301 is configured to obtain scientific research data from various sources, and summarize the scientific research data to obtain a summarized result; the quality analysis unit 302 is configured to perform quality analysis on the authenticity and validity of the summary result, so as to obtain an analysis result; an information extraction unit 303, configured to extract key information from the summary result that the analysis result is real and effective, so as to obtain an extraction result; a factor determining unit 304, configured to determine a scientific research impact factor related to a scientific research project; an index generating unit 305, configured to generate a project result evaluation index according to the scientific research influence factor and the extraction result; a declaration information acquisition unit 306 configured to acquire declaration information; a matching degree calculating unit 307 for calculating a matching degree between the project achievement index and the declaration information; and the notification information generating unit 308 is configured to generate the project declaration notification information when the matching degree meets the setting requirement, and send the project declaration notification information to the terminal for display at the terminal.

In one embodiment, the summarization unit 301 includes an initial data acquisition subunit and a categorized summarization subunit.

The initial data acquisition subunit is used for acquiring academic papers, scientific research project reports, patent books and academic news by adopting ELT tools and API plug-ins so as to obtain initial data; and the classifying and summarizing subunit is used for classifying and summarizing the initial data to obtain summarized results.

In an embodiment, the quality analysis unit 302 includes a pathway acquisition subunit, a validity determination subunit, an address determination subunit, a supplement subunit, and an authenticity determination subunit.

A path acquisition subunit, configured to acquire a source path of the summary result; a validity determination subunit, configured to determine a validity influence value according to the source route, and determine validity of the summary result according to the validity influence value; an address determination subunit, configured to determine a publishing start address according to the source route; the supplementing subunit is used for determining the original information according to the release start address, generating supplementing information, and releasing the supplementing information to a terminal held by related personnel so as to supplement information by an original publisher; and the authenticity determination subunit is used for determining the authenticity of the summarized result according to the supplemented data.

In an embodiment, the information extraction unit 303 includes a maturity extraction subunit, a domain direction extraction subunit, a personnel information extraction subunit, and a technical information extraction subunit.

The maturity extraction subunit is used for determining the maturity of the scientific research project technology according to the real and effective summarized result of the analysis result so as to obtain maturity keywords; the domain direction extraction subunit is used for determining the domain to which the scientific research project technology belongs and the key information of the research direction so as to obtain domain direction keywords; the personnel information extraction subunit is used for determining relevant information of researchers of scientific research projects so as to obtain personnel keywords; and the technical information extraction subunit is used for determining core technical key information of the scientific research project so as to obtain technical keywords.

In one embodiment, the factor determination unit 304 includes an initial value acquisition subunit, a rationality determination subunit, a factor determination subunit, and an adjustment subunit.

The initial value obtaining subunit is used for obtaining the value of the existing scientific research influence factor of the scientific research project so as to obtain an initial value; the rationality determination subunit is used for determining whether the journal issued by the scientific research project is reasonable or not according to the domain direction keywords and the technical keywords; the factor determining subunit is used for determining that the initial value is a scientific research influence factor related to the scientific research project when the journal issued by the scientific research project is reasonable; and the adjusting subunit is used for determining the journal conforming to the scientific research project again according to the domain direction keyword and the technical keyword when the journal issued by the scientific research project is unreasonable, and issuing papers related to the scientific research project so as to acquire the value of the existing scientific research influence factor of the scientific research project again to obtain an initial value.

In one embodiment, the index generating unit 305 includes an initial index generating subunit, a transmitting subunit, and an evaluation index generating subunit.

An initial index generation subunit, configured to combine the scientific research influence factor and the extraction result to form an initial index; the transmitting subunit is used for transmitting the initial index to a terminal held by a person related to the scientific research project so as to be confirmed by the terminal held by the person related to the scientific research project, so as to form confirmation information; and the evaluation index generation subunit is used for receiving the confirmation information, analyzing and confirming according to the regulated content when the regulated content exists in the confirmation information, and generating an item result evaluation index according to the analysis and confirmation result and the confirmation information.

In one embodiment, the matching degree calculating unit 307 includes a declared keyword extracting subunit, a technical matching degree determining subunit, a domain-direction matching degree determining subunit, a person matching degree determining subunit, and a weighted summing subunit.

The reporting keyword extraction subunit is used for extracting keywords from the reporting information to obtain reporting keywords; a technical matching degree determining subunit, configured to determine a technical matching degree by using a disciplinary knowledge graph on the declared keywords and the project achievement indexes; a domain direction matching degree determining subunit, configured to determine a domain direction matching degree for a technical domain and a research direction in the declaration keyword, and a domain direction keyword in the project achievement indicator; a person matching degree determining subunit, configured to calculate a person matching degree for the person information in the declaration keyword and the person keyword in the project achievement index; and the weighted summation subunit is used for weighted summation of the technical matching degree, the field direction matching degree, the personnel matching degree and the scientific research influence factor so as to determine the matching degree.

It should be noted that, as a person skilled in the art can clearly understand, the specific implementation process of the above-mentioned college scientific research data management device 300 and each unit may refer to the corresponding description in the foregoing method embodiment, and for convenience and brevity of description, the description is omitted here.

The college scientific data management apparatus 300 described above may be implemented in the form of a computer program that can be run on a computer device as shown in fig. 10.

Referring to fig. 10, fig. 10 is a schematic block diagram of a computer device according to an embodiment of the present application. The computer device 500 may be a server, where the server may be a stand-alone server or may be a server cluster formed by a plurality of servers.

With reference to FIG. 10, the computer device 500 includes a processor 502, memory, and a network interface 505 connected by a system bus 501, where the memory may include a non-volatile storage medium 503 and an internal memory 504.

The non-volatile storage medium 503 may store an operating system 5031 and a computer program 5032. The computer program 5032 includes program instructions that, when executed, cause the processor 502 to perform a college scientific research data management method.

The processor 502 is used to provide computing and control capabilities to support the operation of the overall computer device 500.

The internal memory 504 provides an environment for the execution of a computer program 5032 in the non-volatile storage medium 503, which computer program 5032, when executed by the processor 502, causes the processor 502 to perform a college scientific research data management method.

The network interface 505 is used for network communication with other devices. It will be appreciated by those skilled in the art that the structure shown in FIG. 10 is merely a block diagram of some of the structures associated with the present inventive arrangements and does not constitute a limitation of the computer device 500 to which the present inventive arrangements may be applied, and that a particular computer device 500 may include more or fewer components than shown, or may combine certain components, or may have a different arrangement of components.

Wherein the processor 502 is configured to execute a computer program 5032 stored in a memory to implement the steps of:

obtaining scientific research data of various sources, and summarizing to obtain a summarizing result; carrying out quality analysis on the authenticity and the effectiveness of the summarized results to obtain analysis results; extracting key information from the real and effective summary results of the analysis results to obtain extraction results; determining scientific research influence factors related to scientific research projects; generating project result evaluation indexes according to the scientific research influence factors and the extraction results; acquiring declaration information; calculating the matching degree of project achievement indexes and the declaration information; and when the matching degree meets the set requirement, generating project declaration notification information, and sending the project declaration notification information to the terminal for display at the terminal.

In one embodiment, when the processor 502 performs the step of obtaining and summarizing the scientific research data of various sources to obtain a summary result, the following steps are specifically implemented:

acquiring academic papers, scientific research project reports, patent books and academic news by adopting ELT tools and API plug-ins to obtain initial data; and carrying out classified summarization on the initial data to obtain a summarization result.

In one embodiment, when the processor 502 performs the quality analysis of the authenticity and validity of the summarized result to obtain an analysis result, the following steps are specifically implemented:

obtaining a source approach of a summarized result; determining a validity influence value according to the source approach, and determining the validity of the summarized result according to the validity influence value; determining a release start address according to the source route; determining original text information according to the release start address, generating supplementary information, and releasing the supplementary information to a terminal held by related personnel so as to supplement the information by an original text publisher; the authenticity of the summary result is determined from the supplemented material.

In an embodiment, when the step of extracting key information from the summary result that is true and effective for the analysis result is implemented by the processor 502 to obtain an extraction result, the following steps are specifically implemented:

Determining the maturity of the scientific research project technology according to the real and effective summarized result of the analysis result to obtain a maturity keyword; determining the domain to which the scientific research project technology belongs and the key information of the research direction to obtain domain direction keywords; determining relevant information of researchers of scientific research projects to obtain personnel keywords; and determining core technical key information of the scientific research project to obtain technical keywords.

In one embodiment, when the step of determining the scientific research influence factor related to the scientific research project is implemented by the processor 502, the following steps are specifically implemented:

acquiring the value of the existing scientific research influence factor of the scientific research project to obtain an initial value; determining whether the journal published by the scientific research project is reasonable or not according to the domain direction keywords and the technical keywords; when the journals issued by the scientific projects are reasonable, determining that the initial values are scientific research influence factors related to the scientific projects; and when the journals issued by the scientific research projects are unreasonable, determining journals conforming to the scientific research projects again according to the domain direction keywords and the technical keywords, and issuing papers related to the scientific research projects so as to acquire the values of the existing scientific research influence factors of the scientific research projects again to obtain initial values.

In one embodiment, when the step of generating the project achievement evaluation index according to the scientific research influence factor and the extraction result is implemented by the processor 502, the following steps are specifically implemented:

combining the scientific research influence factors and the extraction results to form an initial index; transmitting the initial index to a terminal held by a person related to the scientific research project to be confirmed by the terminal held by the person related to the scientific research project so as to form confirmation information; and receiving the confirmation information, analyzing and confirming according to the regulated content when the regulated content exists in the confirmation information, and generating a project result evaluation index according to the analysis and confirmation result and the confirmation information.

In one embodiment, when the step of calculating the matching degree between the project achievement indicator and the declaration information is implemented by the processor 502, the following steps are specifically implemented:

extracting keywords from the declaration information to obtain declaration keywords; determining the technical matching degree of the declared keywords and the project achievement indexes by adopting a subject knowledge graph; determining the matching degree of the domain direction of the technical domain and the research direction in the declaration keywords and the domain direction keywords in the project achievement indexes; calculating the personnel matching degree of personnel information in the declaration keywords and personnel keywords in the project achievement indexes; and carrying out weighted summation on the technical matching degree, the field direction matching degree, the personnel matching degree and the scientific research influence factor to determine the matching degree.

It should be appreciated that in an embodiment of the application, the processor 502 may be a central processing unit (Central Processing Unit, CPU), the processor 502 may also be other general purpose processors, digital signal processors (Digital Signal Processor, DSPs), application specific integrated circuits (Application Specific Integrated Circuit, ASICs), off-the-shelf programmable gate arrays (Field-Programmable Gate Array, FPGAs) or other programmable logic devices, discrete gate or transistor logic devices, discrete hardware components, or the like. Wherein the general purpose processor may be a microprocessor or the processor may be any conventional processor or the like.

Those skilled in the art will appreciate that all or part of the flow in a method embodying the above described embodiments may be accomplished by computer programs instructing the relevant hardware. The computer program comprises program instructions, and the computer program can be stored in a storage medium, which is a computer readable storage medium. The program instructions are executed by at least one processor in the computer system to implement the flow steps of the embodiments of the method described above.

Accordingly, the present application also provides a storage medium. The storage medium may be a computer readable storage medium. The storage medium stores a computer program which, when executed by a processor, causes the processor to perform the steps of:

In one embodiment, when the processor executes the computer program to obtain and summarize the scientific research data of various sources, the following steps are specifically implemented:

In one embodiment, when the processor executes the computer program to perform the quality analysis of the authenticity and validity of the summarized result to obtain an analysis result, the following steps are specifically implemented:

In an embodiment, when the processor executes the computer program to implement the step of extracting key information from the summary result that is true and valid for the analysis result to obtain an extraction result, the steps are specifically implemented as follows:

In one embodiment, when the processor executes the computer program to implement the step of determining the scientific research influence factor related to the scientific research project, the method specifically includes the following steps:

In one embodiment, when the processor executes the computer program to implement the step of generating the project achievement evaluation index according to the scientific research influence factor and the extraction result, the processor specifically implements the following steps:

In one embodiment, when the processor executes the computer program to implement the step of calculating the matching degree between the project achievement indicator and the declaration information, the processor specifically implements the following steps:

The storage medium may be a U-disk, a removable hard disk, a Read-Only Memory (ROM), a magnetic disk, or an optical disk, or other various computer-readable storage media that can store program codes.

Those of ordinary skill in the art will appreciate that the elements and algorithm steps described in connection with the embodiments disclosed herein may be embodied in electronic hardware, in computer software, or in a combination of the two, and that the elements and steps of the examples have been generally described in terms of function in the foregoing description to clearly illustrate the interchangeability of hardware and software. Whether such functionality is implemented as hardware or software depends upon the particular application and design constraints imposed on the solution. Skilled artisans may implement the described functionality in varying ways for each particular application, but such implementation decisions should not be interpreted as causing a departure from the scope of the present invention.

In the several embodiments provided by the present invention, it should be understood that the disclosed apparatus and method may be implemented in other manners. For example, the device embodiments described above are merely illustrative. For example, the division of each unit is only one logic function division, and there may be another division manner in actual implementation. For example, multiple units or components may be combined or may be integrated into another system, or some features may be omitted, or not performed.

The steps in the method of the embodiment of the invention can be sequentially adjusted, combined and deleted according to actual needs. The units in the device of the embodiment of the invention can be combined, divided and deleted according to actual needs. In addition, each functional unit in the embodiments of the present invention may be integrated in one processing unit, or each unit may exist alone physically, or two or more units may be integrated in one unit.

The integrated unit may be stored in a storage medium if implemented in the form of a software functional unit and sold or used as a stand-alone product. Based on such understanding, the technical solution of the present invention is essentially or a part contributing to the prior art, or all or part of the technical solution may be embodied in the form of a software product stored in a storage medium, comprising several instructions for causing a computer device (which may be a personal computer, a terminal, a network device, etc.) to perform all or part of the steps of the method according to the embodiments of the present invention.

While the invention has been described with reference to certain preferred embodiments, it will be understood by those skilled in the art that various changes and substitutions of equivalents may be made and equivalents will be apparent to those skilled in the art without departing from the scope of the invention. Therefore, the protection scope of the invention is subject to the protection scope of the claims.

Claims

1. The university scientific research data management method is characterized by comprising the following steps:

acquiring declaration information;

2. The method for managing research data of colleges and universities according to claim 1, wherein the step of obtaining and summarizing the research data of various sources to obtain a summarized result comprises:

3. The college scientific research data management method according to claim 1, wherein the mass analysis of the authenticity and the validity of the summarized result is performed to obtain an analysis result, including:

obtaining a source approach of a summarized result;

determining a release start address according to the source route;

4. The college scientific research data management method according to claim 3, wherein the extracting key information for the real and effective summary result of the analysis result to obtain an extraction result comprises:

5. The college research data management method of claim 1, wherein determining the research impact factor related to the research project comprises:

6. The college scientific data management method according to claim 1, wherein the generating a project outcome evaluation index according to the scientific influence factor and the extraction result includes:

7. The college scientific research data management method according to claim 1, wherein the calculating the matching degree of the project achievement index and the declaration information includes:

determining the matching degree of the domain direction of the technical domain and the research direction in the declaration keywords and the domain direction keywords in the project achievement indexes; searching academic knowledge graph nodes with highest association degree by using technical keywords in item achievement indexes to form a first academic knowledge graph node set; searching academic knowledge graph nodes with highest association degree by using technical keywords in the declaration keywords to form a second academic knowledge graph node set; calculating the domain direction matching degree of the first academic knowledge graph node set and the second academic knowledge graph node set;

8. College scientific research data management device, its characterized in that includes:

9. A computer device, characterized in that it comprises a memory on which a computer program is stored and a processor which, when executing the computer program, implements the method according to any of claims 1-7.

10. A storage medium storing a computer program which, when executed by a processor, implements the method of any one of claims 1 to 7.