CN115187191A - Scientific research project progress monitoring method and system based on teaching centralized control management - Google Patents

Scientific research project progress monitoring method and system based on teaching centralized control management Download PDF

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CN115187191A
CN115187191A CN202210685496.5A CN202210685496A CN115187191A CN 115187191 A CN115187191 A CN 115187191A CN 202210685496 A CN202210685496 A CN 202210685496A CN 115187191 A CN115187191 A CN 115187191A
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姜新华
顾沈健
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Huachuangxing Intelligent Technology Shenzhen Co ltd
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Huachuangxing Intelligent Technology Shenzhen Co ltd
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Abstract

According to the scientific research project progress monitoring method and system based on teaching centralized control management, a first reference scientific research project record covering a target project theme in a scientific research project operation log is obtained. Salient keywords of the first reference scientific research project record are determined. And acquiring a second reference scientific research project record after the content reduction operation. And configuring the to-be-configured target based on the scientific research project progress monitoring strategy of the teaching centralized control management through the first reference scientific research project record, the significant keywords of the first reference scientific research project record and the second reference scientific research project record. And configuring a scientific research project progress monitoring strategy of the target based on the teaching centralized control management by using the scientific research project records with the simplified contents, so that the scientific research project progress monitoring strategy of the target based on the teaching centralized control management is processed to position the target project theme with the simplified contents in the scientific research project records. The scientific research project progress monitoring strategy of the target based on the teaching centralized control management can be prepared, the completeness and the accuracy of the target project theme positioning are improved, and the project progress can be flexibly and accurately tracked and monitored by adopting the scientific research project progress monitoring strategy of the target based on the teaching centralized control management.

Description

Scientific research project progress monitoring method and system based on teaching centralized control management
Technical Field
The application relates to the technical field of teaching centralized control management and data monitoring and processing, in particular to a scientific research project progress monitoring method and system based on teaching centralized control management.
Background
With the continuous development of the monitoring technology, the monitoring technology not only comprises the steps of monitoring the real object by adopting a camera and the like, but also can monitor and process virtual data information, so that the processing requirement of related data information can be met. For example, the monitoring technology can be applied to the monitoring process of the technological project progress based on teaching centralized control management. Scientific and technological project monitoring based on teaching centralized control management refers to centralized management monitoring of scientific and technological projects and the like related to teaching. However, in practical applications, the inventor finds that it is difficult for the related scientific research project progress monitoring technology based on the teaching centralized control management to accurately configure the scientific research project progress monitoring strategy based on the teaching centralized control management, so that it is difficult to flexibly and pertinently implement the tracking monitoring of the project progress.
Disclosure of Invention
In view of this, the application provides a scientific research project progress monitoring method and system based on teaching centralized control management.
In a first aspect, a scientific research project progress monitoring method based on teaching centralized control management is provided, and is applied to a scientific research project progress monitoring system based on teaching centralized control management, and the method at least comprises the following steps:
acquiring a first reference scientific research project record covering a target project theme in a scientific research project operation log; determining salient keywords for the first reference scientific research project records, wherein the salient keywords for each set of first reference scientific research project records comprise: the distribution condition labels and the semantic distinguishing labels of the target project topics in the scientific research project records;
acquiring a second reference scientific research project record after the content simplification operation; configuring a scientific research project progress monitoring strategy of a target to be configured based on teaching centralized control management through the first reference scientific research project record, the significant keywords of the first reference scientific research project record and the second reference scientific research project record; and the target is used for tracking project progress based on a scientific research project progress monitoring strategy of teaching centralized control management.
In a separately implemented embodiment, the second reference scientific project record includes: a second positive example scientific research project record covering the target project theme in the scientific research project operation log; the method further comprises the following steps: determining salient keywords for the second positive example scientific research project records, wherein the salient keywords for each set of second positive example scientific research project records comprise: the distribution condition labels and the semantic distinguishing labels of the target project topics in the scientific research project records;
the configuring of the scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management through the first reference scientific research project record, the significant keywords of the first reference scientific research project record and the second reference scientific research project record comprises the following steps:
loading the first reference scientific research project record and the second positive example scientific research project record to a scientific research project progress monitoring strategy of a target to be configured based on teaching centralized control management to obtain a first progress monitoring condition;
determining a first expected deviation of the first progress monitoring condition relative to a significant keyword loaded to a scientific research project record of a scientific research project progress monitoring strategy based on teaching centralized control management;
and performing variable optimization on the scientific research project progress monitoring strategy of the target based on the teaching centralized control management according to the first expected deviation so as to complete the configuration of the scientific research project progress monitoring strategy of the target based on the teaching centralized control management.
In an independently implemented embodiment, the obtaining the second reference scientific research project record after the content reduction operation includes: extracting stage scientific research project records from the first reference scientific research project records, carrying out content reduction operation on the extracted scientific research project records, and taking the processed scientific research project records as second positive example scientific research project records;
loading the first reference scientific research project record and the second active example scientific research project record to a scientific research project progress monitoring strategy to be configured based on teaching centralized control management to obtain a first progress monitoring condition, wherein the method comprises the following steps: extracting scientific research project records to be configured from the first reference scientific research project record and the second positive example scientific research project record; and loading the extracted scientific research project record to be configured to a scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management to obtain a first progress monitoring condition.
In a separately implemented embodiment, the second reference scientific project record includes: a second negative example scientific research project record not covering the target project topic in the scientific research project operation log; the method further comprises the following steps: determining salient keywords for the second negative example scientific research project records, wherein the salient keywords for each set of second negative example scientific research project records are used to characterize: the preprocessed scientific research project records do not cover the target project theme;
the step of loading the first reference scientific research project record and the second positive example scientific research project record to a scientific research project progress monitoring strategy of a target to be configured based on teaching centralized control management to obtain a first progress monitoring condition comprises the following steps: and loading the first reference scientific research project record, the second positive type example scientific research project record and the second negative type example scientific research project record to a scientific research project progress monitoring strategy of a target to be configured based on teaching centralized control management to obtain a first progress monitoring condition.
In a separately implemented embodiment, the second positive example scientific project record includes: and carrying out anonymous processing on the scientific research project operation logs except the target project theme in the scientific research project records to obtain the scientific research project records.
In an independently implemented embodiment, the obtaining the second reference scientific research project record after the content reduction operation includes: acquiring a third reference scientific research project record, and acquiring a scientific research project record after content reduction operation is carried out on the third reference scientific research project record according to a set content reduction instruction, wherein the scientific research project record is used as a second reference scientific research project record;
the configuring of the scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management through the first reference scientific research project record, the significant keywords of the first reference scientific research project record and the second reference scientific research project record comprises the following steps:
loading the first reference scientific research project record to a scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management, and analyzing a distribution condition label and a semantic distinguishing label of a target project theme in the first reference scientific research project record through the scientific research project progress monitoring strategy of the target based on the teaching centralized control management to obtain a second progress monitoring condition;
determining an expected deviation of the second progress monitoring condition relative to the significant keywords recorded by the first reference scientific research project as a second expected deviation;
loading the third reference scientific research project record to the scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management, and performing content reduction operation on the third reference scientific research project record according to the set content reduction instruction through the scientific research project progress monitoring strategy of the target based on the teaching centralized control management to obtain a third progress monitoring condition;
determining an expected deviation of the third progress monitoring condition relative to the second reference scientific research project record as a third expected deviation;
and performing variable optimization on the scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management according to the second expected deviation and the third expected deviation so as to complete the scientific research project progress monitoring strategy configuration of the target to be configured based on the teaching centralized control management.
In an independently implemented embodiment, the scientific research project progress monitoring strategy based on teaching centralized control management for the target to be configured includes a description mining node and a scientific research project record processing node, and the scientific research project record processing node includes: the system comprises a first sub-node and a second sub-node, wherein the first sub-node is used for carrying out target project theme positioning on scientific research project records, the second sub-node is used for carrying out content reduction operation on the scientific research project records according to the set content reduction instruction, and the first sub-node and the second sub-node are associated with the description mining node;
loading the first reference scientific research project record to a scientific research project progress monitoring strategy of the target to be configured based on teaching centralized control management, and analyzing a distribution condition tag and a semantic distinguishing tag of a target project theme in the first reference scientific research project record through the scientific research project progress monitoring strategy of the target based on teaching centralized control management to obtain a second progress monitoring condition, wherein the method comprises the following steps:
loading the first reference scientific research project record to a scientific research project progress monitoring strategy of the target to be configured based on teaching centralized control management, mining a scientific research project record description of the first reference scientific research project record through the description mining node, and analyzing a distribution condition label and a semantic distinguishing label of a target project theme in the first reference scientific research project record through the first sub-node according to the mined scientific research project record description to obtain a second progress monitoring condition;
loading the third reference scientific research project record to the scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management, and performing content reduction operation on the third reference scientific research project record according to the set content reduction instruction through the scientific research project progress monitoring strategy of the target based on the teaching centralized control management to obtain a third progress monitoring condition, which includes:
loading the third reference scientific research project record to the scientific research project progress monitoring strategy of the target to be configured based on teaching centralized control management, mining the scientific research project record description of the third reference scientific research project record through the description mining node, and performing content reduction operation on the third reference scientific research project record according to the set content reduction instruction through the second child node according to the mined scientific research project record description to obtain a third progress monitoring condition;
and performing variable optimization on the scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management according to the second expected deviation and the third expected deviation so as to complete the configuration of the scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management, and the configuration comprises the following steps:
and performing variable optimization on the description excavation node and the scientific research project record processing node of the scientific research project progress monitoring strategy based on the teaching centralized control management of the target to be configured according to the second expected deviation and the third expected deviation so as to complete the configuration of the scientific research project progress monitoring strategy based on the teaching centralized control management of the target to be configured, and obtaining the configured scientific research project progress monitoring strategy based on the teaching centralized control management of the target covering the description excavation node and the first child node.
In a separately implemented embodiment, the first reference scientific project record includes: and simplifying the records of the scientific research projects after the operation.
In a separately implemented embodiment, the method further comprises:
acquiring a fourth reference scientific research project record which does not cover the target project topic in the scientific research project operation log, and determining the significant keywords of the fourth reference scientific research project record, wherein the significant keywords of each group of the fourth reference scientific research project records are used for representing: the preprocessed scientific research project records do not cover the target project theme;
the configuring of the scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management through the first reference scientific research project record, the significant keywords of the first reference scientific research project record and the second reference scientific research project record comprises the following steps:
and configuring a scientific research project progress monitoring strategy of a target to be configured based on the teaching centralized control management through the first reference scientific research project record, the significant keywords of the first reference scientific research project record, the second reference scientific research project record, the fourth reference scientific research project record and the significant keywords of the fourth reference scientific research project record.
In a separately implemented embodiment, the first reference scientific project record includes: and carrying out anonymous processing on the scientific research project operation logs except the target project theme in the scientific research project records to obtain the scientific research project records.
In a second aspect, a scientific research project progress monitoring system based on teaching centralized control management is provided, which comprises a processor and a memory, wherein the processor and the memory are communicated with each other, and the processor is used for reading a computer program from the memory and executing the computer program to realize the method.
According to the scientific research project progress monitoring method and system based on the teaching centralized control management, a first reference scientific research project record covering a target project theme in a scientific research project operation log is obtained. Salient keywords for the first reference scientific research project records are determined, wherein each set of salient keywords for the first reference scientific research project records. And acquiring a second reference scientific research project record after the content reduction operation. And then configuring the scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management through the first reference scientific research project record, the significant keywords of the first reference scientific research project record and the second reference scientific research project record. In this way, the scientific research project progress monitoring strategy of the target based on the teaching centralized control management can be configured by using the scientific research project records with simplified contents, so that the scientific research project progress monitoring strategy of the target based on the teaching centralized control management is processed to position the target project theme with simplified contents in the scientific research project records. Therefore, a scientific research project progress monitoring strategy of the target based on the teaching centralized control management can be prepared, the completeness and the accuracy of the target project theme positioning are improved, and the project progress can be flexibly and accurately tracked and monitored by adopting the scientific research project progress monitoring strategy of the target based on the teaching centralized control management.
Drawings
In order to more clearly illustrate the technical solutions of the embodiments of the present application, the drawings that are required to be used in the embodiments will be briefly described below, it should be understood that the following drawings only illustrate some embodiments of the present application and therefore should not be considered as limiting the scope, and for those skilled in the art, other related drawings can be obtained from the drawings without inventive effort.
Fig. 1 is a flowchart of a scientific research project progress monitoring method based on teaching centralized control management according to an embodiment of the present application.
Fig. 2 is a block diagram of a scientific research project progress monitoring device based on teaching centralized control management according to an embodiment of the present application.
Fig. 3 is an architecture diagram of a scientific research project progress monitoring system based on teaching centralized control management according to an embodiment of the present application.
Detailed Description
In order to better understand the technical solutions, the technical solutions of the present application are described in detail below with reference to the drawings and specific embodiments, and it should be understood that the specific features in the embodiments and examples of the present application are detailed descriptions of the technical solutions of the present application, and are not limitations of the technical solutions of the present application, and the technical features in the embodiments and examples of the present application may be combined with each other without conflict.
Referring to fig. 1, a scientific research project progress monitoring method based on teaching centralized control management is shown, and the method may include the following technical solutions described in steps 101 to 104.
Step 101, obtaining a first reference scientific research project record which covers a target project theme in a scientific research project operation log.
The target project theme can be one of real-time acquisition of monitoring data, real-time feedback of monitoring states, fault prediction and warning, auxiliary abnormal progress detection, auxiliary project tuning and the like.
Further, the scientific research project record covering the target project theme can be obtained firstly and used as a reference scientific research project record for subsequently configuring a scientific research project progress monitoring strategy based on the teaching centralized control management on the target to be configured, so that the configured scientific research project progress monitoring strategy based on the teaching centralized control management on the target can position the target project theme in the scientific research project record.
In an independent embodiment of the present disclosure, when obtaining the first reference scientific research project record, an initial scientific research project record obtained by collecting scientific research project records of the target project topic by using the scientific research project record collection platform may be obtained, a scientific research project record covering the target project topic in the scientific research project operation log may also be obtained in the disclosed monitoring method, or a scientific research project record covering the target project topic in the scientific research project operation log may be extracted from the scientific research project record exploration device, and the like, which is not described in detail in the embodiment of the present disclosure.
In one possible embodiment of the disclosure, the first reference scientific research project record may include: and carrying out anonymous processing on the scientific research project operation logs in the scientific research project records except the target project theme.
Further, in the first reference scientific research project record, the scientific research project operation logs outside the target project theme can be processed anonymously. Therefore, when the scientific research project progress monitoring strategy based on the teaching centralized control management is subsequently configured on the scientific research project progress monitoring strategy based on the teaching centralized control management, the scientific research project progress monitoring strategy based on the teaching centralized control management can be focused on the target project theme, the disorder caused by other scientific research project operation logs is avoided as much as possible, and the configuration efficiency of the scientific research project progress monitoring strategy based on the teaching centralized control management is improved.
At step 102, salient keywords of the first reference scientific research project record are determined.
Wherein the significant keywords of each group of first reference scientific research project records comprise: and the distribution condition labels and the semantic distinguishing labels of the target project topics in the scientific research project records.
Furthermore, semantic distinguishing labels of target project topics covered in the first reference scientific research project record and distribution condition labels in the scientific research project record can be determined, and the determined information is preprocessed to obtain the significant keywords of the first reference scientific research project record.
In one possible embodiment of the disclosure, the first reference scientific research project record may be preprocessed to obtain significant keywords of the first reference scientific research project record.
And 103, acquiring a second reference scientific research project record after the content reduction operation.
The content reduction operation is used for deleting optimized data in the scientific research project record, and the optimized data can include attribute data of data in the scientific research project record, project category boundary division rules and the like. The content reduction operation can be understood as follows: and mining the content data of the project topic in the scientific research project record.
In an alternative embodiment of the disclosure, the scientific research project operation log recorded in the second reference scientific research project may or may not include a target project topic, which is specifically explained as follows.
In one embodiment of the disclosure, when acquiring the second reference scientific research project record, the scientific research project record with simplified content may be directly acquired from the disclosed monitoring method or the scientific research project record exploring device; or first obtaining an initial scientific research project record, then performing content reduction operation on the initial scientific research project record, and taking the scientific research project record after the content reduction operation as a second reference scientific research project record.
104, configuring a scientific research project progress monitoring strategy of a target to be configured based on the teaching centralized control management by utilizing the first reference scientific research project record, the significant keywords of the first reference scientific research project record and the second reference scientific research project record; and the target is used for tracking project progress based on a scientific research project progress monitoring strategy of teaching centralized control management.
The scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management can be a scientific research project progress monitoring strategy of an intelligent robot monitoring target based on the teaching centralized control management, and the like, and the scientific research project progress monitoring strategy of the target based on the teaching centralized control management can be a scientific research project progress monitoring strategy of the target based on the teaching centralized control management based on the positioning of the public target project theme.
Furthermore, the significant keywords in the first reference scientific research project record comprise distribution condition labels and semantic distinguishing labels of the target project topics,
configuring a scientific research project progress monitoring strategy of a target based on the teaching centralized control management by using the first reference scientific research project record and the significant keywords of the first reference scientific research project record, so that the configured target can learn to position a target project theme in the scientific research project record based on the scientific research project progress monitoring strategy of the teaching centralized control management; in the scientific research project record after the content reduction operation, the scientific research project operation log lacks optimization information, and a scientific research project progress monitoring strategy based on the teaching centralized control management is configured by using a second reference scientific research project record after the content reduction operation, so that the scientific research project progress monitoring strategy based on the teaching centralized control management is processed to locate the target project subject after the content reduction in the scientific research project record. Therefore, the scientific research project progress monitoring strategy based on the teaching centralized control management can be configured and obtained, the optimized project theme in the scientific research project record can be positioned according to the configured scientific research project progress monitoring strategy based on the teaching centralized control management, and therefore the accuracy of positioning the target project theme is improved.
In one embodiment of the disclosure, the second reference scientific research project record includes: a second positive example scientific research project record in the scientific research project operation log covers the subject matter of the target project. Furthermore, the second reference scientific research project record is the scientific research project record after the content reduction operation, so that the target project theme in the second positive example scientific research project record is also subjected to the content reduction operation, and the precision of the optimized data is improved.
In an embodiment of the disclosure, when obtaining the second positive example scientific research project record, the scientific research project record which covers the target project theme and has simplified content in the scientific research project operation log may be directly obtained from the disclosed monitoring method or the scientific research project record exploring device; or first obtaining an initial scientific research project record covering the target project theme in the scientific research project operation log, then performing content reduction operation on the initial scientific research project record, and taking the scientific research project record after the content reduction operation as a second positive type example scientific research project record.
In an embodiment of the present disclosure, the second positive example scientific research project record includes: and carrying out anonymous processing on the scientific research project operation logs except the target project theme in the scientific research project records to obtain the scientific research project records.
Further, in the second positive example scientific research project record, the operation logs of the scientific research projects except the subject of the target project can be processed anonymously. Therefore, when the scientific research project progress monitoring strategy based on the teaching centralized control management is configured on the scientific research project progress monitoring strategy based on the teaching centralized control management by using the second positive type example scientific research project record in the follow-up process, the scientific research project progress monitoring strategy based on the teaching centralized control management can be focused on the target project theme, noise caused by other scientific research project operation logs is prevented, and the configuration efficiency of the scientific research project progress monitoring strategy based on the teaching centralized control management is improved.
The scientific research project progress monitoring method based on the teaching centralized control management can further comprise the following steps: salient keywords for the second positive example scientific research project record are determined. Wherein the significant keywords of each set of second positive example scientific research project records comprise: and the distribution condition labels and the semantic distinguishing labels of the target project topics in the scientific research project records.
Further, the second positive example scientific research project record covers the target project topic, and a distribution condition tag and a semantic distinguishing tag of the target project topic in the second positive example scientific research project record can be determined and serve as significant keywords of the second positive example scientific research project record.
The scientific research project progress monitoring method based on the teaching centralized control management independently provided by the embodiment of the disclosure is based on the second reference scientific research project record, and when the scientific research project progress monitoring strategy configuration based on the teaching centralized control management is performed on the target, the method may include the following steps 201 to 203.
Step 201: and loading the first reference scientific research project record and the second positive example scientific research project record to a scientific research project progress monitoring strategy of a target to be configured based on the teaching centralized control management to obtain a first progress monitoring condition.
Furthermore, the first reference scientific research project record and the second positive example scientific research project record can be used as reference scientific research project records for configuration and loaded into a scientific research project progress monitoring strategy of a target to be configured based on teaching centralized control management, and because the optimized data in the second positive example scientific research project record keeps the content data of the target project theme, the scientific research project progress monitoring strategy of the target based on teaching centralized control management can mine the content data of the reference scientific research project record, and the distribution condition label and the semantic distinguishing label of the target project theme in the reference scientific research project record are analyzed based on the content data to be used as the first progress monitoring condition.
Step 202: and determining a first expected deviation of the first progress monitoring condition relative to the significant keywords loaded to the scientific research project record of the scientific research project progress monitoring strategy based on the teaching centralized control management.
Further, the first progress monitoring condition is a distribution condition tag and a semantic distinguishing tag of a target project theme in a reference scientific research project record, which are analyzed by a scientific research project progress monitoring strategy of the centralized control management of the target to be configured, and the significant keyword is a distribution condition tag and a semantic distinguishing tag of a target project theme in a reference scientific research project record, which are used as standard data. In one embodiment of the present disclosure, the first desired offset may be determined using the set desired offset.
Step 203: and performing variable optimization on the scientific research project progress monitoring strategy of the target based on the teaching centralized control management based on the first expected deviation, and realizing the configuration of the scientific research project progress monitoring strategy of the target based on the teaching centralized control management.
Furthermore, after the first expected offset is obtained, variable optimization can be performed on the to-be-configured target based on the scientific research project progress monitoring strategy of the teaching centralized control management by using the first expected offset, so that the target is configured based on the scientific research project progress monitoring strategy of the teaching centralized control management.
In addition, when the first expected deviation is smaller than the set expected deviation threshold, the configuration of the scientific research project progress monitoring strategy of the target based on the teaching centralized control management is considered to be finished, and the configured scientific research project progress monitoring strategy of the target based on the teaching centralized control management is obtained.
In an embodiment of the disclosure, when obtaining the second positive type example scientific research project record after the content reduction operation, the method may extract a staged scientific research project record from the first reference scientific research project record, perform the content reduction operation on the extracted scientific research project record, and use the processed scientific research project record as the second positive type example scientific research project record.
Furthermore, a staged scientific research project record can be extracted from the first reference scientific research project record, then the extracted scientific research project record is subjected to content reduction operation, and the scientific research project record after the content reduction operation also covers the target project topic because the scientific research project operation log of the first reference scientific research project record covers the target project topic, so that the scientific research project record can be used as a second positive type example scientific research project record.
In this way, when scientific research project progress monitoring strategy configuration based on teaching centralized control management is carried out on the target, scientific research project records to be configured can be extracted from the first reference scientific research project record and the second positive type example scientific research project record; and loading the extracted scientific research project record to be configured to a scientific research project progress monitoring strategy of a target to be configured based on the teaching centralized control management to obtain a first progress monitoring condition.
Furthermore, a stage-wise scientific research project record can be extracted from the first reference scientific research project record and the second positive example scientific research project record respectively to serve as a to-be-configured scientific research project record for configuration, and then the extracted to-be-configured scientific research project record is loaded to a to-be-configured target scientific research project progress monitoring strategy based on teaching centralized control management, so that a first progress monitoring condition output by the target scientific research project progress monitoring strategy based on teaching centralized control management is obtained.
In one embodiment of the disclosure, when scientific research project records to be configured are extracted, the second positive type example scientific research project records and the rest first reference scientific research project records can be extracted as the scientific research project records to be configured.
Wherein the remaining first reference scientific research project records are as follows: the scientific research project records extracted in the first reference scientific research project record are used for content reduction operation to obtain a second positive example scientific research project record.
For example, it is assumed that the first reference scientific research project record includes scientific research project records record1 and record2 … … record99, wherein record1 and record2 … … record30 are extracted to perform content reduction operation, record1 and record2 … … record30 after the content reduction operation are used as the second active example scientific research project record, remaining record31 … … record99 in the first reference scientific research project record is used as the remaining first reference scientific research project record, and the second active example scientific research project record1, record2, … …, record30 and first reference scientific research project record … … record99 after the content reduction operation are used as the to-be-configured scientific research project record.
In an embodiment of the disclosure, all the first reference scientific research project records and the second positive example scientific research project records may also be directly extracted as the scientific research project records to be configured.
For example, suppose that the scientific research project records record1 and record2 … … record30 are included in the first reference scientific research project record, wherein record1 and record2 … … record20 are extracted to perform content reduction operation, and record1 and record2 … … record20 after the content reduction operation are taken as the second active type example scientific research project records, and then 50 groups of scientific research project records including record1, record2 … … record20 and first reference scientific research project record1 … … record30 after the content reduction operation can be taken as the to-be-configured scientific research project records.
In one embodiment of the disclosure, when a scientific research project progress monitoring strategy based on teaching centralized control management is configured for a target to be configured, a first reference scientific research project record is used for configuring the scientific research project progress monitoring strategy based on teaching centralized control management for the target to be configured, and then the second positive example scientific research project record and the scientific research project record to be configured are used for optimizing the scientific research project progress monitoring strategy based on teaching centralized control management for the target; or, a second positive example scientific research project record can be used for configuring a scientific research project progress monitoring strategy based on teaching centralized control management on a target to be configured, and then the first reference scientific research project record and the scientific research project record to be configured are used for optimizing the scientific research project progress monitoring strategy based on teaching centralized control management on the target; or, the scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management can be configured by using the scientific research project record to be configured, and then the scientific research project progress monitoring strategy of the target based on the teaching centralized control management can be optimized by using the first reference scientific research project record and the second positive example scientific research project record.
The third scientific research project progress monitoring method based on teaching centralized control management provided by the embodiment of the disclosure comprises the following steps 301-S306: s301, acquiring a first reference scientific research project record covering a target project theme in a scientific research project operation log; s302, extracting stage scientific research project records from the first reference scientific research project records, carrying out content reduction operation on the extracted scientific research project records, and taking the processed scientific research project records as second positive example scientific research project records; s303, extracting the scientific research project record to be configured from the first reference scientific research project record and the second positive example scientific research project record, and determining the significant keywords of the scientific research project record to be configured; s304, loading the extracted scientific research project record to be configured to a scientific research project progress monitoring strategy of a target to be configured based on teaching centralized control management to obtain a first progress monitoring condition; s305, determining a first expected deviation of the first progress monitoring condition relative to a significant keyword loaded to a scientific research project record of a scientific research project progress monitoring strategy based on teaching centralized control management; and S306, performing variable optimization on the scientific research project progress monitoring strategy of the target based on the teaching centralized control management based on the first expected deviation, and realizing the configuration of the scientific research project progress monitoring strategy of the target based on the teaching centralized control management.
When scientific research project progress monitoring strategies are configured on the basis of the centralized teaching management, a first reference scientific research project record and a second positive example scientific research project record are utilized to configure scientific research project progress monitoring strategies on the basis of the centralized teaching management on the targets to be configured, in the scheme, the first reference scientific research project record and the scientific research project operation logs of the second positive example both cover the target project theme, and the second positive example scientific research project record is the scientific research project record after content reduction operation, so that the optimized project theme in the scientific research project record can be positioned on the basis of the scientific research project progress monitoring strategies of the centralized teaching management on the targets obtained after configuration of the first reference scientific research project record and the second positive example scientific research project record, and the positioning accuracy of the target project theme is improved.
In an embodiment of the disclosure, the second reference scientific research project record may further include: a second negative example scientific research project record in the scientific research project operation log that does not encompass the subject matter of the target project.
In the above case, after the second negative example scientific research project record is obtained, the significant keywords of the second negative example scientific research project record may also be determined.
Wherein the salient keywords of each set of second negative example scientific research project records are used to characterize: the preprocessed scientific research project records do not cover the target project theme.
Further, the second negative example scientific research project records as follows: after the content simplification operation, the scientific research project records in the scientific research project operation logs do not cover the target project topic, and the scientific research project operation logs recorded in the second negative example scientific research project do not cover the target project topic, so that the significant keywords recorded in the second negative example scientific research project can be determined as follows: the method is used for representing the information which does not cover the target project theme in the scientific research project operation log.
Thus, when a scientific research project progress monitoring strategy based on teaching centralized control management is configured, the scientific research project progress monitoring strategy based on teaching centralized control management can be configured by utilizing the first reference scientific research project record, the second positive example scientific research project record and the second negative example scientific research project record, wherein in order to obtain a first progress monitoring condition, the first reference scientific research project record, the second positive example scientific research project record and the second negative example scientific research project record can be loaded to a scientific research project progress monitoring strategy based on teaching centralized control management of a target to be configured, so that the first progress monitoring condition is obtained.
Furthermore, the first reference scientific research project record, the second positive example scientific research project record and the second negative example scientific research project record can be used as reference scientific research project records for configuration and are loaded into a scientific research project progress monitoring strategy of a target to be configured based on teaching centralized control management, the reference scientific research project records can be analyzed by the scientific research project progress monitoring strategy of the target based on the teaching centralized control management to obtain a first progress monitoring condition, a first expected deviation of the first progress monitoring condition relative to a significant keyword can be determined subsequently, variable optimization is performed on the scientific research project progress monitoring strategy of the target based on the teaching centralized control management by utilizing the first expected deviation, and scientific research project progress monitoring strategy configuration of the target based on the teaching centralized control management is achieved.
In the scheme, the negative example scientific research project record is introduced when the scientific research project progress monitoring strategy configuration of the target based on the teaching centralized control management is carried out, the scientific research project progress monitoring strategy performance of the target based on the teaching centralized control management is accelerated, and the scientific research project progress monitoring strategy configuration efficiency of the target based on the teaching centralized control management is improved.
In one embodiment of the disclosure, when obtaining the second reference scientific research project record in step 103, the second reference scientific research project record may be obtained by: and acquiring a third reference scientific research project record, and acquiring a scientific research project record after content reduction operation is carried out on the third reference scientific research project record according to the set content reduction instruction as a second reference scientific research project record.
The scientific research project operation log recorded by the third reference scientific research project may or may not include a target project theme.
Further, the initial scientific research project record collected by the scientific research project record collection platform can be directly obtained and used as a third reference scientific research project record, and the scientific research project record can also be obtained from a public monitoring method or scientific research project record exploration equipment and used as the third reference scientific research project record. After the third reference scientific research project record is obtained, content reduction operation can be performed on the third reference scientific research project record, and the scientific research project record after the content reduction operation is used as a second reference scientific research project record.
In addition, scientific research project records and the scientific research project records after content reduction operation of the scientific research project records can be directly obtained from the disclosed monitoring method or the scientific research project record exploration equipment, so that the scientific research project records and the scientific research project records after content reduction operation can be directly used as third reference scientific research project records and second reference scientific research project records respectively.
The fourth scientific research project progress monitoring method based on centralized teaching control management provided by the embodiment of the disclosure may include the following steps 401 to 405 when performing scientific research project progress monitoring policy configuration based on centralized teaching control management on a target based on the third reference scientific research project record and the second reference scientific research project record.
Step 401, loading the first reference scientific research project record to a scientific research project progress monitoring strategy of a target to be configured based on the teaching centralized control management, and analyzing a distribution condition tag and a semantic distinguishing tag of a target project theme in the first reference scientific research project record by using the scientific research project progress monitoring strategy of the target based on the teaching centralized control management to obtain a second progress monitoring condition.
Furthermore, the first reference scientific research project record can be loaded to a scientific research project progress monitoring strategy of a target to be configured based on teaching centralized control management, the target project theme in the first reference scientific research project record can be positioned according to the scientific research project progress monitoring strategy of the target based on the teaching centralized control management, the semantic distinguishing label of the target project theme and the distribution condition label in the scientific research project record can be timely detected, the detection result is output, and therefore a second progress monitoring condition can be obtained.
In an embodiment of the disclosure, the first reference scientific research project record may carry a first reference standard, and the first reference standard represents: the scientific research project record is a scientific research project record for the subject positioning of the target project. Therefore, after the scientific research project progress monitoring strategy based on the teaching centralized control management is used for acquiring the loaded scientific research project records, whether the scientific research project records carry the first reference standard or not can be positioned, if yes, the scientific research project records are subjected to target project theme positioning, and a target project theme positioning result is output.
Step 402, determining an expected deviation of the second progress monitoring condition from the significant keyword recorded by the first reference scientific research project as a second expected deviation.
Further, a second expected deviation of the second progress monitoring condition with respect to the loaded significant keywords of the scientific research project record can be determined, and the second expected deviation can reflect an abnormality of positioning of the target project theme of the target to be configured based on the scientific research project progress monitoring strategy of the teaching centralized control management.
And 403, loading the third reference scientific research project record to a scientific research project progress monitoring strategy to be configured, wherein the goal is based on the teaching centralized control management, and performing content reduction operation on the third reference scientific research project record according to the set content reduction instruction by using the scientific research project progress monitoring strategy, wherein the goal is based on the teaching centralized control management, so as to obtain a third progress monitoring condition.
Further, the third reference scientific research project record may be loaded to a scientific research project progress monitoring strategy based on teaching centralized control management of the target to be configured, and the scientific research project progress monitoring strategy based on teaching centralized control management of the target may perform content reduction operation on the third reference scientific research project record according to the set content reduction instruction, and output the scientific research project record with reduced content as a third progress monitoring condition.
In an embodiment of the disclosure, the third reference scientific research project record may carry a second reference standard, where the second reference standard is characterized by: the scientific research project record is a scientific research project record for content reduction operation. And if so, carrying out content reduction operation on the scientific research project record according to the set content reduction instruction, and outputting a result after the content reduction.
Step 404 determines an expected deviation of the third progress monitoring condition from the second reference scientific research project record as a third expected deviation.
Further, the second reference scientific research project record is as follows: the scientific research project record obtained by directly performing content reduction operation on the third reference scientific research project record according to the set content reduction instruction can be understood as follows: the second reference scientific research project record is a significant keyword of the third reference scientific research project record. The third progress monitoring condition is as follows: and performing content reduction operation on the third reference scientific research project record according to the set content reduction instruction by the scientific research project progress monitoring strategy based on the teaching centralized control management to obtain the scientific research project record. A third expected deviation of the third progress monitoring condition with respect to the second reference scientific research project record may be determined, where the third expected deviation may reflect an abnormality that the target scientific research project progress monitoring policy based on the teaching centralized control management performs the content reduction operation according to the set content reduction instruction, that is, an optimized optimization expected deviation that is removed by the target scientific research project progress monitoring policy based on the teaching centralized control management. Since the content compaction operation may be understood to mine the content data recorded by the scientific research project, the third desired offset may also be understood as: the target excavates the abnormity of the content data of the project theme in the scientific research project record based on the scientific research project progress monitoring strategy of the teaching centralized control management.
And 405, performing variable optimization on the scientific research project progress monitoring strategy based on the teaching centralized control management on the target to be configured based on the second expected deviation and the third expected deviation, and realizing the scientific research project progress monitoring strategy configuration based on the teaching centralized control management on the target to be configured.
Furthermore, a second expected offset can reflect the abnormity of positioning the target project theme of the target to be configured based on the scientific research project progress monitoring strategy of the teaching centralized control management, a third expected offset can reflect the abnormity of digging the content data of the project theme in the scientific research project record based on the scientific research project progress monitoring strategy of the teaching centralized control management, and variable optimization is performed on the scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management based on the second expected offset and the third expected offset, so that the optimized target can dig the content data of the project theme in the scientific research project record based on the scientific research project progress monitoring strategy of the teaching centralized control management, and the distribution condition label and the semantic distinguishing label of the target project theme are analyzed based on the content data, thereby completely configuring the scientific research project progress monitoring strategy of the target based on the teaching centralized control management.
In one embodiment of the disclosure, quantized values of the second expected offset and the third expected offset may be determined as a target expected offset, and then variable optimization is performed on a target scientific research project progress monitoring strategy based on teaching centralized control management based on the target expected offset.
The quantization value may be calculated by an arithmetic mean, a weighted mean, or the like.
The embodiment of the disclosure provides a scientific research project progress monitoring strategy based on teaching centralized control management. The scientific research project progress monitoring strategy for the target to be configured based on the teaching centralized control management can comprise a description mining node and a scientific research project record processing node, wherein the scientific research project record processing node comprises: the system comprises a first sub-node used for carrying out target project theme positioning on the scientific research project record, a second sub-node used for carrying out content reduction operation on the scientific research project record according to the set content reduction instruction, and a mining node is described in association with the first sub-node and the second sub-node.
The scientific research project records can be loaded to a description mining node of a scientific research project progress monitoring strategy based on teaching centralized control management, the description mining node can mine the scientific research project record descriptions of the scientific research project records and load the mined scientific research project record descriptions to a first sub-node or a second sub-node; after receiving the scientific research project record description, the first sub-node can position a target project theme in the scientific research project record according to the scientific research project record description, and analyze the target project theme to obtain a distribution situation label and a semantic distinguishing label; after receiving the scientific research project record description, the second child node can perform content reduction operation on the scientific research project record according to the scientific research project record description and the set content reduction instruction, so as to obtain the scientific research project record with reduced content.
Based on the related content of the scientific research project progress monitoring strategy based on the teaching centralized control management, in an embodiment of the present disclosure, when the second progress monitoring condition is obtained in step 401, the first reference scientific research project record may be loaded to the scientific research project progress monitoring strategy based on the teaching centralized control management of the target to be configured, the description mining node is used to mine the scientific research project record description of the first reference scientific research project record, and the first child node is used to analyze the distribution condition tag and the semantic distinguishing tag of the target project topic in the first reference scientific research project record according to the mined scientific research project record description, so as to obtain the second progress monitoring condition.
Furthermore, the first reference scientific research project record can be loaded to a description mining node of a scientific research project progress monitoring strategy based on teaching centralized control management, the description mining node is used for mining the scientific research project record description of the first reference scientific research project record, and the mined scientific research project record description is loaded to the first sub-node; the first sub-node can position the target project theme in the scientific research project record according to the scientific research project record description, and the distribution condition label and the semantic distinguishing label of the target project theme are obtained through analysis, so that the second progress monitoring condition is obtained.
Correspondingly, when the third progress monitoring condition is obtained in step 403, the third reference scientific research project record may be loaded to a scientific research project progress monitoring strategy based on teaching centralized control management for a target to be configured, a scientific research project record description of the third reference scientific research project record is mined by the description mining node, and a content reduction operation is performed on the third reference scientific research project record according to the mined scientific research project record description and the set content reduction instruction by the second child node, so as to obtain the third progress monitoring condition.
Furthermore, a third reference scientific research project record can be loaded to a description mining node of a scientific research project progress monitoring strategy based on teaching centralized control management, a scientific research project record description of the third reference scientific research project record is mined by using the description mining node, and the mined scientific research project record description is loaded to a second child node; the second sub-node may perform content reduction operation on the scientific research project record according to the scientific research project record description and the set content reduction instruction to obtain a scientific research project record with reduced content, which is used as a third progress monitoring condition.
On the basis of the content of the scientific research project progress monitoring strategy of the target based on the teaching centralized control management, variable optimization can be performed on the description excavation node and the scientific research project record processing node of the target to be configured based on the scientific research project progress monitoring strategy of the teaching centralized control management based on the second expected deviation and the third expected deviation, the configuration of the scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management is realized, and the configured scientific research project progress monitoring strategy covering the description excavation node and the first sub-node based on the teaching centralized control management is obtained.
Furthermore, by utilizing the second expected deviation and the third expected deviation, the description mining node of the scientific research project progress monitoring strategy of the target based on the teaching centralized control management can be optimized, so that the description mining node after the variable optimization can mine the content data of the project theme in the scientific research project record, and then the semantic distinguishing label and the distribution condition label of the target project theme in the scientific research project record are tested by the first sub-node according to the mined content data.
The fifth scientific research project progress monitoring method based on teaching centralized control management provided by the embodiment of the disclosure may include the following steps 601 to 608.
Step 601, a first reference scientific research project record covering a target project theme in the scientific research project operation log is obtained.
Step 602, obtaining a third reference scientific research project record, and obtaining a scientific research project record after performing content reduction operation on the third reference scientific research project record according to the set content reduction instruction as a second reference scientific research project record.
Step 603, loading the first reference scientific research project record to a scientific research project progress monitoring strategy of a target to be configured based on teaching centralized control management, mining a scientific research project record description of the first reference scientific research project record by using a description mining node, and analyzing a distribution condition tag and a semantic distinguishing tag of a target project theme in the first reference scientific research project record by using a first child node according to the mined scientific research project record description to obtain a second progress monitoring condition.
Step 604, determining an expected deviation of the second progress monitoring condition from the significant keyword recorded in the first reference scientific research project as a second expected deviation.
And step 605, loading the third reference scientific research project record to a scientific research project progress monitoring strategy of a target to be configured based on teaching centralized control management, mining a scientific research project record description of the third reference scientific research project record by using the description mining node, and performing content reduction operation on the third reference scientific research project record according to the set content reduction instruction by using the second child node according to the mined scientific research project record description to obtain a third progress monitoring condition.
And 606, determining an expected deviation of the third progress monitoring condition relative to the second reference scientific research project record as a third expected deviation.
Step 607, determining the mathematical statistics of the second desired offset and the third desired offset as the target desired offset.
And 608, performing variable optimization on the description mining node and the scientific research project record processing node of the scientific research project progress monitoring strategy based on the teaching centralized control management on the target to be configured based on the target expected deviation, so as to realize the scientific research project progress monitoring strategy configuration based on the teaching centralized control management on the target to be configured, and obtain the configured scientific research project progress monitoring strategy based on the teaching centralized control management on the target covering the description mining node and the first sub-node.
In an embodiment of the disclosure, the first reference scientific research project record may include: and simplifying the records of the scientific research projects after the operation. Further, the first reference scientific research project record may include a part of the scientific research project record after the content reduction operation, and the scientific research project operation log of the first reference scientific research project record includes the target project topic, so the first reference scientific research project record may include a part of the scientific research project record after the content reduction operation and including the target project topic. Therefore, the accuracy of the first reference scientific research project record can be improved, and the readability of the scientific research project progress monitoring strategy of the target based on the teaching centralized control management obtained through configuration can be improved when the first reference scientific research project record is subsequently utilized to carry out scientific research project progress monitoring strategy configuration of the target based on the teaching centralized control management.
In an alternative embodiment of the disclosure, a fourth reference scientific research project record which does not cover the target project topic in the scientific research project operation log may also be obtained, and the significant keyword of the fourth reference scientific research project record is determined. Wherein the salient keywords of each set of fourth reference scientific research project records are used to characterize that the preprocessed scientific research project records do not cover the target project topic.
Further, the fourth reference scientific research project record may be a scientific research project record after content reduction operation, or may also be a scientific research project record without content reduction operation, and the scientific research project operation log recorded in the fourth reference scientific research project record does not cover the target project theme, and the fourth reference scientific research project record may be understood as: the negative example scientific research project record is used for configuring a scientific research project progress monitoring strategy of a target based on teaching centralized control management, and the scientific research project operation log of the fourth reference scientific research project record does not cover the target project theme, so that the significant keywords of the fourth reference scientific research project record can be determined as follows: the method is used for representing the information which does not cover the target project topic in the scientific research project operation log.
Therefore, when the scientific research project progress monitoring strategy configuration of the target based on the teaching centralized control management is carried out, the scientific research project progress monitoring strategy to be configured of the target based on the teaching centralized control management can be configured by utilizing the first reference scientific research project record, the significant keywords of the first reference scientific research project record, the second reference scientific research project record, the fourth reference scientific research project record and the significant keywords of the fourth reference scientific research project record.
Furthermore, the first reference scientific research project record, the second reference scientific research project record and the fourth reference scientific research project record can be used as reference scientific research project records for configuration and loaded into a scientific research project progress monitoring strategy of a target to be configured based on the centralized teaching control management, the scientific research project progress monitoring strategy of the target based on the centralized teaching control management can analyze the reference scientific research project records to obtain a progress monitoring condition, the expected deviation of the progress monitoring condition relative to the significant keywords can be determined subsequently, the scientific research project progress monitoring strategy of the target based on the centralized teaching control management is subjected to variable optimization by using the expected deviation, and the configuration of the scientific research project progress monitoring strategy of the target based on the centralized teaching control management is achieved. In the scheme, the negative example scientific research project record is introduced when the scientific research project progress monitoring strategy configuration based on the teaching centralized control management is carried out on the target, and the efficiency of the scientific research project progress monitoring strategy configuration based on the teaching centralized control management on the target is improved.
Furthermore, when the scientific research project progress monitoring strategy configuration of the target based on the teaching centralized control management is carried out, the description mining node of the scientific research project progress monitoring strategy of the target based on the teaching centralized control management can be optimized by utilizing the second expected deviation and the third expected deviation, so that the description mining node after the variable optimization can mine the content data of the project topic in the scientific research project record, and then the semantic distinguishing label and the distribution condition label of the target project topic in the scientific research project record are tested by the first sub-node according to the mined content data, so that the optimized project topic in the scientific research project record can be positioned based on the scientific research project progress monitoring strategy of the target based on the teaching centralized control management after the first reference scientific research project record, the second reference scientific research project record and the third reference scientific research project record are configured, and the accuracy of the positioning of the target project topic is improved.
On the basis, please refer to fig. 2 in combination, a scientific research project progress monitoring apparatus 200 based on teaching centralized control management is provided, and is applied to a scientific research project progress monitoring system based on teaching centralized control management, the apparatus includes:
the record determining module 210 is configured to obtain a first reference scientific research project record covering a target project topic in the scientific research project operation log; determining salient keywords for the first reference scientific research project records, wherein the salient keywords for each set of first reference scientific research project records comprise: the distribution condition labels and semantic distinguishing labels of the target project topics in the scientific research project records;
the policy configuration module 220 is configured to obtain a second reference scientific research project record after the content reduction operation; configuring a scientific research project progress monitoring strategy of a target to be configured based on teaching centralized control management through the first reference scientific research project record, the significant keywords of the first reference scientific research project record and the second reference scientific research project record; and the target is used for tracking project progress based on a scientific research project progress monitoring strategy of teaching centralized control management.
On the basis of the above, please refer to fig. 3, which shows a scientific research project progress monitoring system 300 based on teaching centralized control management, comprising a processor 310 and a memory 320, which are communicated with each other, wherein the processor 310 is configured to read a computer program from the memory 320 and execute the computer program to implement the above method.
On the basis of the above, there is also provided a computer-readable storage medium on which a computer program is stored, which when executed implements the above-described method.
In summary, based on the above scheme, first reference scientific research project records covering the target project topic in the scientific research project operation log are obtained. Salient keywords for the first reference scientific research project records are determined, wherein each set of salient keywords for the first reference scientific research project records. And acquiring a second reference scientific research project record after the content reduction operation. And then configuring the scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management through the first reference scientific research project record, the significant keywords of the first reference scientific research project record and the second reference scientific research project record. In this way, the scientific research project progress monitoring strategy of the target based on the teaching centralized control management can be configured by using the scientific research project records with the simplified contents, so that the scientific research project progress monitoring strategy of the target based on the teaching centralized control management is processed to locate the target project theme with the simplified contents in the scientific research project records. Therefore, a scientific research project progress monitoring strategy of the target based on the teaching centralized control management can be prepared, the completeness and the accuracy of the target project theme positioning are improved, and the project progress can be flexibly and accurately tracked and monitored by adopting the scientific research project progress monitoring strategy of the target based on the teaching centralized control management.
It should be appreciated that the system and its modules shown above may be implemented in a variety of ways. For example, in some embodiments, the system and its modules may be implemented in hardware, software, or a combination of software and hardware. Wherein the hardware portion may be implemented using dedicated logic; the software portions may be stored in a memory for execution by a suitable instruction execution system, such as a microprocessor or specially designed hardware. Those skilled in the art will appreciate that the methods and systems described above may be implemented using computer executable instructions and/or embodied in processor control code, such code being provided, for example, on a carrier medium such as a diskette, CD-or DVD-ROM, a programmable memory such as read-only memory (firmware), or a data carrier such as an optical or electronic signal carrier. The system and its modules of the present application may be implemented not only by hardware circuits such as very large scale integrated circuits or gate arrays, semiconductors such as logic chips, transistors, or programmable hardware devices such as field programmable gate arrays, programmable logic devices, etc., but also by software executed by various types of processors, for example, or by a combination of the above hardware circuits and software (e.g., firmware).
It is to be noted that different embodiments may produce different advantages, and in different embodiments, the advantages that may be produced may be any one or combination of the above, or any other advantages that may be obtained.
Having thus described the basic concept, it will be apparent to those skilled in the art that the foregoing detailed disclosure is to be considered as illustrative only and not limiting of the application. Various modifications, improvements and adaptations to the present application may occur to those skilled in the art, although not explicitly described herein. Such modifications, improvements and adaptations are proposed in the present application and thus fall within the spirit and scope of the exemplary embodiments of the present application.
Also, this application uses specific language to describe embodiments of the application. Reference throughout this specification to "one embodiment," "an embodiment," and/or "some embodiments" means that a particular feature, structure, or characteristic described in connection with at least one embodiment of the present application is included in at least one embodiment of the present application. Therefore, it is emphasized and should be appreciated that two or more references to "an embodiment" or "one embodiment" or "an alternative embodiment" in various places throughout this specification are not necessarily all referring to the same embodiment. Furthermore, some features, structures, or characteristics of one or more embodiments of the present application may be combined as appropriate.
Moreover, those skilled in the art will appreciate that aspects of the present application may be illustrated and described in terms of several patentable species or situations, including any new and useful combination of processes, machines, manufacture, or materials, or any new and useful improvement thereon. Accordingly, various aspects of the present application may be embodied entirely in hardware, entirely in software (including firmware, resident software, micro-code, etc.) or in a combination of hardware and software. The above hardware or software may be referred to as "data block," module, "" engine, "" unit, "" component, "or" system. Furthermore, aspects of the present application may be represented as a computer product, including computer readable program code, embodied in one or more computer readable media.
The computer storage medium may comprise a propagated data signal with the computer program code embodied therewith, for example, on baseband or as part of a carrier wave. The propagated signal may take any of a variety of forms, including electromagnetic, optical, etc., or any suitable combination. A computer storage medium may be any computer-readable medium that can communicate, propagate, or transport a program for use by or in connection with an instruction execution system, apparatus, or device. Program code located on a computer storage medium may be propagated over any suitable medium, including radio, cable, fiber optic cable, RF, or the like, or any combination of the preceding.
Computer program code required for the operation of various portions of the present application may be written in any one or more programming languages, including an object oriented programming language such as Java, scala, smalltalk, eiffel, JADE, emerald, C + +, C #, VB.NET, python, and the like, a conventional programming language such as C, visual Basic, fortran 2003, perl, COBOL 2002, PHP, ABAP, a dynamic programming language such as Python, ruby, and Groovy, or other programming languages, and the like. The program code may execute entirely on the user's computer, partly on the user's computer, as a stand-alone software package, partly on the user's computer and partly on a remote computer or entirely on the remote computer or server. In the latter scenario, the remote computer may be connected to the user's computer through any network format, such as a Local Area Network (LAN) or a Wide Area Network (WAN), or the connection may be made to an external computer (for example, through the Internet), or in a cloud computing environment, or as a service, such as a software as a service (SaaS).
Additionally, unless explicitly recited in the claims, the order of processing elements and sequences, use of numbers and letters, or use of other designations in this application is not intended to limit the order of the processes and methods in this application. While various presently contemplated embodiments of the invention have been discussed in the foregoing disclosure by way of example, it is to be understood that such detail is solely for that purpose and that the appended claims are not limited to the disclosed embodiments, but, on the contrary, are intended to cover all modifications and equivalent arrangements that are within the spirit and scope of the embodiments herein. For example, although the system components described above may be implemented by hardware devices, they may also be implemented by software-only solutions, such as installing the described system on an existing server or mobile device.
Similarly, it should be noted that in the preceding description of embodiments of the application, various features are sometimes grouped together in a single embodiment, figure, or description thereof for the purpose of streamlining the disclosure aiding in the understanding of one or more of the embodiments. This method of disclosure, however, is not intended to imply that more features are required than are expressly recited in the claims. Indeed, the embodiments may be characterized as having less than all of the features of a single embodiment disclosed above.
Numerals describing the number of components, attributes, etc. are used in some embodiments, it being understood that such numerals used in the description of the embodiments are modified in some instances by the use of the modifier "about", "approximately" or "substantially". Unless otherwise indicated, "about", "approximately" or "substantially" indicates that the numbers allow for adaptive variation. Accordingly, in some embodiments, the numerical parameters used in the specification and claims are approximations that may vary depending upon the desired properties of the individual embodiments. In some embodiments, the numerical parameter should take into account the specified significant digits and employ a general digit preserving approach. Notwithstanding that the numerical ranges and parameters setting forth the broad scope of the range are approximations, in the specific examples, such numerical values are set forth as precisely as possible within the scope of the application.
Each patent, patent application publication, and other material, such as articles, books, specifications, publications, documents, and the like, cited in this application is hereby incorporated by reference in its entirety. Except where the application is filed in a manner inconsistent or contrary to the present disclosure, and except where the claim is filed in its broadest scope (whether present or later appended to the application) as well. It is to be understood that the descriptions, definitions and/or uses of terms in the attached materials of this application shall control if they are inconsistent or inconsistent with the statements and/or uses of this application.
Finally, it should be understood that the embodiments described herein are merely illustrative of the principles of the embodiments of the present application. Other variations are also possible within the scope of the present application. Thus, by way of example, and not limitation, alternative configurations of the embodiments of the present application can be viewed as being consistent with the teachings of the present application. Accordingly, the embodiments of the present application are not limited to only those explicitly described and illustrated herein.
The above are merely examples of the present application and are not intended to limit the present application. Various modifications and changes may occur to those skilled in the art. Any modification, equivalent replacement, improvement, etc. made within the spirit and principle of the present application should be included in the scope of the claims of the present application.

Claims (10)

1. A scientific research project progress monitoring method based on teaching centralized control management is characterized in that the method is applied to a scientific research project progress monitoring system based on teaching centralized control management, and the method at least comprises the following steps:
acquiring a first reference scientific research project record covering a target project theme in a scientific research project operation log; determining salient keywords for the first reference scientific research project records, wherein the salient keywords for each set of first reference scientific research project records comprise: the distribution condition labels and semantic distinguishing labels of the target project topics in the scientific research project records;
acquiring a second reference scientific research project record after the content simplification operation; configuring a scientific research project progress monitoring strategy of a target to be configured based on teaching centralized control management through the first reference scientific research project record, the significant keywords of the first reference scientific research project record and the second reference scientific research project record; and the target is used for tracking project progress based on a scientific research project progress monitoring strategy of teaching centralized control management.
2. The method of claim 1, wherein the second reference scientific project record comprises: a second positive example scientific research project record covering the target project theme in the scientific research project operation log; the method further comprises the following steps: determining salient keywords for the second aggressive example scientific research project record, wherein the salient keywords for each set of second aggressive example scientific research project records comprise: the distribution condition labels and semantic distinguishing labels of the target project topics in the scientific research project records;
the configuring of the scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management through the first reference scientific research project record, the significant keywords of the first reference scientific research project record and the second reference scientific research project record comprises the following steps:
loading the first reference scientific research project record and the second positive example scientific research project record to a scientific research project progress monitoring strategy of a target to be configured based on teaching centralized control management to obtain a first progress monitoring condition;
determining a first expected deviation of the first progress monitoring condition relative to a significant keyword loaded to a scientific research project record of a scientific research project progress monitoring strategy based on teaching centralized control management;
and performing variable optimization on the scientific research project progress monitoring strategy of the target based on the teaching centralized control management according to the first expected deviation so as to complete the configuration of the scientific research project progress monitoring strategy of the target based on the teaching centralized control management.
3. The method of claim 2, wherein obtaining the second reference scientific project record after the content compaction operation comprises: extracting stage scientific research project records from the first reference scientific research project records, carrying out content reduction operation on the extracted scientific research project records, and taking the processed scientific research project records as second positive example scientific research project records;
loading the first reference scientific research project record and the second active example scientific research project record to a scientific research project progress monitoring strategy to be configured based on teaching centralized control management to obtain a first progress monitoring condition, wherein the method comprises the following steps: extracting scientific research project records to be configured from the first reference scientific research project record and the second positive example scientific research project record; and loading the extracted scientific research project record to be configured to a scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management to obtain a first progress monitoring condition.
4. The method of claim 2, wherein the second reference scientific project record comprises: a second negative example scientific research project record which does not cover the target project theme in the scientific research project operation log; the method further comprises the following steps: determining salient keywords for the second negative example scientific research project records, wherein the salient keywords for each set of second negative example scientific research project records are used to characterize: the preprocessed scientific research project records do not cover the target project theme;
the step of loading the first reference scientific research project record and the second positive example scientific research project record to a scientific research project progress monitoring strategy of a target to be configured based on teaching centralized control management to obtain a first progress monitoring condition comprises the following steps: and loading the first reference scientific research project record, the second positive type example scientific research project record and the second negative type example scientific research project record to a scientific research project progress monitoring strategy of a target to be configured based on teaching centralized control management to obtain a first progress monitoring condition.
5. The method of claim 2, wherein the second positive example scientific project record comprises: and carrying out anonymous processing on the scientific research project operation logs in the scientific research project records except the target project topic.
6. The method of claim 1, wherein obtaining a second reference scientific project record after the content compaction operation comprises: acquiring a third reference scientific research project record, and acquiring a scientific research project record after content reduction operation is carried out on the third reference scientific research project record according to a set content reduction instruction, wherein the scientific research project record is used as a second reference scientific research project record;
the scientific research project progress monitoring strategy for configuring the target to be configured based on the teaching centralized control management through the first reference scientific research project record, the significant keywords of the first reference scientific research project record and the second reference scientific research project record comprises the following steps:
loading the first reference scientific research project record to a scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management, and analyzing a distribution condition label and a semantic distinguishing label of a target project theme in the first reference scientific research project record through the scientific research project progress monitoring strategy of the target based on the teaching centralized control management to obtain a second progress monitoring condition;
determining an expected deviation of the second progress monitoring condition relative to the significant keywords recorded by the first reference scientific research project as a second expected deviation;
loading the third reference scientific research project record to the scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management, and performing content reduction operation on the third reference scientific research project record according to the set content reduction instruction through the scientific research project progress monitoring strategy of the target based on the teaching centralized control management to obtain a third progress monitoring condition;
determining an expected deviation of the third progress monitoring condition relative to the second reference scientific research project record as a third expected deviation;
and performing variable optimization on the scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management according to the second expected deviation and the third expected deviation so as to complete the scientific research project progress monitoring strategy configuration of the target to be configured based on the teaching centralized control management.
7. The method as claimed in claim 6, wherein the scientific research project progress monitoring strategy based on teaching centralized management of the target to be configured comprises a description mining node and a scientific research project record processing node, and the scientific research project record processing node comprises: the system comprises a first sub-node and a second sub-node, wherein the first sub-node is used for carrying out target project theme positioning on scientific research project records, the second sub-node is used for carrying out content reduction operation on the scientific research project records according to the set content reduction instruction, and the first sub-node and the second sub-node are associated with the description mining node;
loading the first reference scientific research project record to a scientific research project progress monitoring strategy of the target to be configured based on teaching centralized control management, and analyzing a distribution condition tag and a semantic distinguishing tag of a target project theme in the first reference scientific research project record through the scientific research project progress monitoring strategy of the target based on teaching centralized control management to obtain a second progress monitoring condition, wherein the method comprises the following steps:
loading the first reference scientific research project record to a scientific research project progress monitoring strategy of the target to be configured based on teaching centralized control management, mining a scientific research project record description of the first reference scientific research project record through the description mining node, and analyzing a distribution condition tag and a semantic distinguishing tag of a target project theme in the first reference scientific research project record through the first sub-node according to the mined scientific research project record description to obtain a second progress monitoring condition;
loading the third reference scientific research project record to the scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management, and performing content reduction operation on the third reference scientific research project record according to the set content reduction instruction through the scientific research project progress monitoring strategy of the target based on the teaching centralized control management to obtain a third progress monitoring condition, wherein the method comprises the following steps:
loading the third reference scientific research project record to a scientific research project progress monitoring strategy of the target to be configured based on teaching centralized control management, mining a scientific research project record description of the third reference scientific research project record through the description mining node, and performing content reduction operation on the third reference scientific research project record according to the mined scientific research project record description and the set content reduction instruction through the second child node to obtain a third progress monitoring condition;
and performing variable optimization on the scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management according to the second expected deviation and the third expected deviation so as to complete the configuration of the scientific research project progress monitoring strategy of the target to be configured based on the teaching centralized control management, and the method comprises the following steps:
and performing variable optimization on the description mining node and the scientific research project record processing node of the scientific research project progress monitoring strategy based on the teaching centralized control management of the target to be configured according to the second expected deviation and the third expected deviation so as to complete the configuration of the scientific research project progress monitoring strategy based on the teaching centralized control management of the target to be configured, and obtain the configured scientific research project progress monitoring strategy based on the teaching centralized control management of the target covering the description mining node and the first sub-node.
8. The method of claim 6, wherein the first reference scientific project record comprises: and simplifying the records of the scientific research projects after the operation.
9. The method of claim 1, wherein the method further comprises:
acquiring a fourth reference scientific research project record which does not cover the target project topic in the scientific research project operation log, and determining the significant keywords of the fourth reference scientific research project record, wherein the significant keywords of each group of the fourth reference scientific research project records are used for representing: the preprocessed scientific research project records do not cover the target project theme;
the scientific research project progress monitoring strategy for configuring the target to be configured based on the teaching centralized control management through the first reference scientific research project record, the significant keywords of the first reference scientific research project record and the second reference scientific research project record comprises the following steps:
configuring a scientific research project progress monitoring strategy of a target to be configured based on teaching centralized control management through the first reference scientific research project record, the significant keywords of the first reference scientific research project record, the second reference scientific research project record, the fourth reference scientific research project record and the significant keywords of the fourth reference scientific research project record;
wherein the first reference scientific research project record comprises: and carrying out anonymous processing on the scientific research project operation logs except the target project theme in the scientific research project records to obtain the scientific research project records.
10. A scientific research project progress monitoring system based on teaching centralized control management, which is characterized by comprising a processor and a memory which are communicated with each other, wherein the processor is used for reading a computer program from the memory and executing the computer program to realize the method of any one of claims 1 to 9.
CN202210685496.5A 2022-06-15 2022-06-15 Scientific research project progress monitoring method and system based on teaching centralized control management Pending CN115187191A (en)

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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN116739225A (en) * 2023-08-15 2023-09-12 华能信息技术有限公司 Project execution process monitoring method and system

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN116739225A (en) * 2023-08-15 2023-09-12 华能信息技术有限公司 Project execution process monitoring method and system
CN116739225B (en) * 2023-08-15 2024-01-12 华能信息技术有限公司 Project execution process monitoring method and system

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