Scientific research project quality management method and system, electronic equipment and storage medium

Abstract

The invention provides a scientific research project quality management method and system, electronic equipment and a storage medium, and the method comprises the steps: obtaining a mapping relation between a quality activity in a scientific research project planning book and a chapter specified by a quality management system file, and determining a plan time schedule of the project quality activity; on the basis of the project quality activity completion sequence progress, the mapping relation and the comparable completion sequence progress of the similar project quality activities subjected to question completion, the plan sequence progress table is corrected, and a corrected sequence progress table of the project quality activities is obtained; and in response to the operation of inputting the project development cycle proportion and the stage project quality activity completion progress target value in the sequence correction progress table, obtaining the development quantity target value of each quality activity stage of the project, thereby accurately predicting the scientific research project quality activity rule, timely adjusting the quality plan according to the actual working condition, and improving the project development efficiency. And the scientific research project quality management efficiency is improved.

Description

Technical Field

[0001] The present invention relates to the technical field of scientific research project management, and in particular to a scientific research project quality management method, system, electronic equipment and storage medium. Background Art

[0002] The existing quality management system generally proposes quality plans for scientific research projects on an annual basis. The quality plans for short-term or phased projects need to be determined through human judgment of the information recorded in the quality management system. It is difficult to make timely adjustments to the quality plans based on actual work conditions, which affects the quality of scientific research project completion.

[0003] In order to improve the efficiency of scientific research project quality management, it is of great engineering significance and application value to develop a scientific research project quality management system that can correctly describe the quality activities of scientific research projects, accurately predict the laws of scientific research project quality activities, and timely propose phased plans for scientific research project funding quality activities. Summary of the invention

[0004] The present invention provides a scientific research project quality management method, system, electronic equipment and storage medium, which are used to solve the defects of the existing scientific research project quality management system in the prior art that it is difficult to accurately predict the laws of scientific research project quality activities and cannot timely propose phased quality activity plans for scientific research projects, so as to achieve the purpose of improving the efficiency of scientific research project quality management.

[0005] The present invention provides a scientific research project quality management method, comprising the following steps: Obtain the mapping relationship between the quality activities in the scientific research project plan and the chapters and clauses specified in the quality management system documents, and determine the planned time schedule for the project quality activities; Based on the chronological progress of the project quality activities, the mapping relationship and the comparable chronological progress of the completed quality activities of similar projects, the planned chronological schedule is revised to obtain a revised chronological schedule of the project quality activities; In response to the operation of inputting the project development cycle ratio and the target value of the completion progress of the stage project quality activities in the revised sequential schedule, the target value of the number of stages of the project quality activities is obtained.

[0006] According to a scientific research project quality management method provided by the present invention, the mapping relationship between the quality activities in the scientific research project plan and the chapters and clauses specified in the quality management system document is obtained, including: The quality activity mapping rules are obtained, and based on the quality activity mapping rules, the quality activities in the scientific research project plan are reclassified with the chapters and clauses specified in the quality management system documents as target behaviors to obtain the mapping relationship.

[0007] According to a scientific research project quality management method provided by the present invention, the step of obtaining the planned time schedule includes: Read all the quality system process data of the unit in the quality management system software; Based on the entire quality system process data of the unit, the time taken for the quality activities of each scientific research project of the unit from the initiation of activity application to the completion of the activity is fitted to obtain a real-time mapping relationship between the completion cycle of the quality activities of each scientific research project of the unit and the type of quality activity, and based on the real-time mapping relationship, the planned timing schedule is determined.

[0008] According to a scientific research project quality management method provided by the present invention, based on the overall quality system process data of the unit, the time taken for the quality activities of each scientific research project of the unit from initiating the activity application to completing the activity is fitted to obtain a real-time mapping relationship between the completion cycle of the quality activities of each scientific research project of the unit and the quality activity type, including: Based on all the quality system process data of the unit, the time taken for the quality activities of each scientific research project of the unit from initiating the activity application to the completion of the activity is fitted using the least squares method to obtain the real-time mapping relationship.

[0009] According to a scientific research project quality management method provided by the present invention, the planned chronological schedule is revised based on the chronological progress of the project quality activities, the mapping relationship and the comparable chronological progress of the quality activities of similar completed projects, to obtain a revised chronological schedule of the project quality activities, including: The project quality activity completion chronological schedule, the planned chronological schedule, the mapping relationship and the comparable completion chronological schedule of similar completed project quality activities are input into a four-parameter Prophet model to obtain the revised chronological schedule output by the four-parameter Prophet model.

[0010] According to a scientific research project quality management method provided by the present invention, the comparable completion schedule of quality activities of completed similar projects is the ratio of the cumulative completed number of quality activities corresponding to completed similar projects in the current development cycle to the total number of project quality activities.

[0011] The present invention also provides a scientific research project quality management system, comprising the following units: The acquisition unit is used to obtain the mapping relationship between the quality activities in the scientific research project plan and the chapters and clauses specified in the quality management system documents, and to determine the planned time schedule of the project quality activities; A correction unit, configured to correct the planned chronological schedule based on the chronological progress of the project quality activities, the mapping relationship and the comparable chronological progress of similar completed project quality activities, so as to obtain a corrected chronological schedule of the project quality activities; The input unit is used to respond to the operation of inputting the project development cycle ratio and the stage project quality activity completion progress target value in the revised sequential schedule, and obtain the target value of the number of quality activities carried out in each stage of the project.

[0012] The present invention also provides an electronic device, comprising a memory, a processor, and a computer program stored in the memory and executable on the processor, wherein when the processor executes the program, a scientific research project quality management method as described above is implemented.

[0013] The present invention also provides a non-transitory computer-readable storage medium on which a computer program is stored. When the computer program is executed by a processor, it implements any of the scientific research project quality management methods described above.

[0014] The present invention also provides a computer program product, including a computer program, which, when executed by a processor, implements any of the above-mentioned scientific research project quality management methods.

[0015] The scientific research project quality management method, system, electronic device and storage medium provided by the present invention can intelligently correct the planned chronological schedule of project quality activities to obtain a corrected chronological schedule of project quality activities. When the project development cycle ratio and the stage project quality activity completion progress target values ​​are certain, the scientific research project quality management system can automatically output the stage implementation plan of each quality activity of the project, so as to accurately predict the laws of scientific research project quality activities and make timely adjustments to the quality plan according to actual working conditions, thereby improving the efficiency of scientific research project quality management. BRIEF DESCRIPTION OF THE DRAWINGS

[0016] In order to more clearly illustrate the technical solutions in the present invention or the prior art, the following briefly introduces the drawings required for use in the embodiments or the description of the prior art. Obviously, the drawings described below are some embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on these drawings without paying creative work.

[0017] Figure 1 It is a flow chart of the scientific research project quality management method provided by the present invention.

[0018] Figure 2 It is a structural diagram of the scientific research project quality management system provided by the present invention.

[0019] Figure 3 It is a structural schematic diagram of the electronic device provided by the present invention. DETAILED DESCRIPTION

[0020] In order to make the purpose, technical solution and advantages of the present invention clearer, the technical solution of the present invention will be clearly and completely described below in conjunction with the drawings of the present invention. Obviously, the described embodiments are part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.

[0021] In the existing technology, strengthening the comprehensive management and control of quality data and reliability information during the execution of scientific research projects is an important link in achieving process quality control of scientific research projects, and is also an important means of scientific research project quality assurance and self-improvement of the quality system.

[0022] The current quality control of scientific research projects is still based on traditional methods, and management work is still at the stage of relying on experience management, manual communication and paper document management. The existing information system only starts from various business levels, and there are information islands between systems. The links that quality management focuses on are not controlled by information means, and the entire quality business process of the entire life cycle of the product has not been opened up, which makes quality informationization relatively lagging and even affects the progress of other work. Information systems can be summarized into three categories: management informationization, R&D informationization and manufacturing informationization. The quality management system will be an important part of management informationization to standardize and supervise the quality process of product R&D and production.

[0023] Many units have established and built information quality management systems in accordance with GJB9001B and GJB5000A standards based on the characteristics of scientific research activities such as design, manufacturing, procurement, and testing in scientific research projects, integrating the standards, systems, and specifications in the quality system into system construction, realizing cross-departmental and cross-model collaborative management of quality management work, and completing the collection, processing, and closed-loop of quality information and quality issues.

[0024] However, the existing quality management system generally proposes quality plans for scientific research projects on an annual basis. The quality plans for short-term or phased projects need to be determined through human judgment of the information recorded in the quality management system. It is difficult to make timely adjustments to the quality plans based on actual work conditions, which affects the quality of scientific research project completion.

[0025] Based on the above problems, the present invention provides a scientific research project quality management method. Figure 1 It is a flow chart of the scientific research project quality management method provided by the present invention, such as Figure 1 As shown, the method includes step 110 , step 120 and step 130 .

[0026] Step 110, obtaining the mapping relationship between the quality activities in the scientific research project plan and the chapters and clauses specified in the quality management system documents, and determining the planned time schedule for the project quality activities.

[0027] Specifically, the mapping relationship between the quality activities in the scientific research project plan and the chapters and clauses specified in the quality management system documents can be obtained, as well as the planned time schedule for the project quality activities can be determined.

[0028] Among them, the quality activities in the scientific research project plan usually include project quality goal setting, quality control plan, quality assurance measures and quality improvement plan. These activities are aimed at ensuring that the scientific research project can meet the expected quality standards during implementation and continuously improve the overall quality level of the project. The quality management system document is a set of documents that describe and stipulate the quality management system, which usually includes quality manuals, procedure documents, work instructions, etc. These documents provide specific guidance and basis for the quality activities in the scientific research project plan.

[0029] Here, the planned time schedule is determined based on the unit's entire quality system process data in the quality management system software. It can be understood that the unit's entire quality system process data covers the unit's various scientific research projects, such as the quality activity completion cycle and quality activity type.

[0030] Accordingly, the planned chronological schedule covers the correspondence information between the completion cycle of the quality activities of each scientific research project of the unit and the type of quality activities.

[0031] Project quality activities refer to a series of planning, control and evaluation activities implemented during the project management process to ensure that the results of project delivery meet the expected quality standards. These activities cover all aspects of project quality management, including progress inspection, customer communication, quality plan formulation, quality control, quality assurance and quality improvement.

[0032] Step 120, based on the chronological progress of the project quality activities, the mapping relationship and the comparable chronological progress of similar completed project quality activities, the planned chronological schedule is revised to obtain a revised chronological schedule of the project quality activities.

[0033] Specifically, the data in the quality management system software is read to obtain the chronological progress of completion of project quality activities and the comparable chronological progress of quality activities of similar completed projects.

[0034] After obtaining the chronological progress of project quality activities and the comparable chronological progress of similar completed project quality activities, the planned chronological schedule can be revised based on the chronological progress of project quality activities, the mapping relationship and the comparable chronological progress of similar completed project quality activities to obtain a revised chronological schedule for project quality activities.

[0035] Among them, the revised plan chronological schedule covers the correspondence information between the completion cycle of quality activities of each scientific research project of the unit and the type of quality activities.

[0036] Here, the comparable completion schedule of quality activities of completed similar projects is the ratio of the cumulative number of quality activities completed corresponding to the current development cycle proportion of completed similar projects to the total number of project quality activities.

[0037] Here, based on the chronological progress of project quality activities, mapping relationships, and comparable chronological progress of similar completed project quality activities, the planned chronological schedule is revised to obtain a revised chronological schedule for project quality activities. A four-parameter Prophet model may be used, or an ARIMA (Autoregressive Integrated Moving Average Model), or an LSTM (Long Short-Term Memory) may be used, and this is not specifically limited in the embodiments of the present invention.

[0038] The Prophet model is a time series forecasting model that uses a flexible framework to achieve accurate forecasts of different time series through simple parameter adjustments. The Prophet model decomposes the time series into four main components: trend, seasonality, holiday effect, and noise. Among them, the trend represents the long-term trend of the time series, seasonality represents the pattern of periodic changes, the holiday effect refers to the impact on special dates or time periods, and noise is a random change that cannot be predicted.

[0039] Step 130, in response to the operation of inputting the project development cycle ratio and the stage project quality activity completion progress target value in the revised sequential schedule, obtain the target value of the number of quality activities carried out at each stage of the project.

[0040] Specifically, since the revised planned chronological schedule covers the corresponding relationship information between the completion cycle of the quality activities of each scientific research project of the unit and the quality activity type, after revising the planned chronological schedule and obtaining the revised chronological schedule of the project quality activities, the quantitative target values ​​of each stage of the project quality activities can be obtained in response to the operation of inputting the project development cycle ratio and the stage project quality activity completion progress target value in the revised chronological schedule.

[0041] It is understandable that when the project development cycle ratio and the stage project quality activity completion progress target value are certain, the scientific research project quality management system can automatically output the stage implementation plan of each quality activity of the project. It is used to solve the problem that the existing scientific research project quality management system is difficult to accurately predict the law of scientific research project quality activities and cannot timely propose the stage quality activity plan of scientific research projects, so as to achieve the purpose of improving the efficiency of scientific research project quality management.

[0042] The method provided by the embodiment of the present invention obtains the mapping relationship between the quality activities in the scientific research project plan and the chapters and clauses specified in the quality management system document, and determines the planned chronological schedule of the project quality activities, and then modifies the planned chronological schedule based on the completion chronological progress of the project quality activities, the mapping relationship and the comparable completion chronological progress of similar completed projects, to obtain a modified chronological schedule of the project quality activities, and finally, in response to the operation of inputting the project development cycle ratio and the stage project quality activity completion progress target value in the modified chronological schedule, obtains the target value of the quantity of each stage of the project quality activities. This process intelligently modifies the planned chronological schedule of the project quality activities to obtain a modified chronological schedule of the project quality activities. When the project development cycle ratio and the stage project quality activity completion progress target value are certain, the scientific research project quality management system can automatically output the stage development plan of each quality activity of the project, so as to correctly describe the scientific research project quality activities, accurately predict the scientific research project quality activities, and timely adjust the quality plan according to the actual work situation, thereby improving the efficiency of scientific research project quality management.

[0043] Based on the above embodiment, the step 110 of obtaining the mapping relationship between the quality activities in the scientific research project plan and the chapters and clauses specified in the quality management system document includes: Step 111, obtaining quality activity mapping rules, and based on the quality activity mapping rules, reclassifying the quality activities in the scientific research project plan with the clauses specified in the quality management system document as target behaviors to obtain the mapping relationship.

[0044] Specifically, obtain the quality activity mapping rules, which should clarify how the quality activities in the scientific research project plan correspond to the chapters and clauses specified in the quality management system documents.

[0045] The quality activity mapping rules may include: quality objectives correspond to quality policies and objectives; quality control measures correspond to process control and inspection requirements; quality assurance activities correspond to resource management and organizational structure requirements; quality improvement activities correspond to continuous improvement and corrective and preventive measures, etc. The embodiments of the present invention do not make specific limitations on this.

[0046] Therefore, based on the quality activity mapping rules, the quality activities in the scientific research project plan are reclassified with the chapters and clauses specified in the quality management system documents as the target behaviors to obtain the mapping relationship.

[0047] Based on the above embodiment, the step of obtaining the planned time schedule includes: Step 210, reading all the quality system process data of the unit in the quality management system software; Step 220, based on all the quality system process data of the unit, fit the time taken for the quality activities of each scientific research project of the unit from initiating the activity application to the completion of the activity, obtain the real-time mapping relationship between the completion cycle of the quality activities of each scientific research project of the unit and the type of quality activity, and determine the planned timing schedule based on the real-time mapping relationship.

[0048] Specifically, first, read all the quality system process data of the unit in the quality management system software. It can be understood that all the quality system process data of the unit covers data such as the completion cycle of quality activities and the types of quality activities of each scientific research project of the unit.

[0049] Therefore, based on the entire quality system process data of the unit, the time taken for the quality activities of each scientific research project of the unit from initiating the activity application to the completion of the activity can be fitted, and the real-time mapping relationship between the completion cycle of the quality activities of each scientific research project of the unit and the quality activity type can be obtained.

[0050] Here, based on the entire quality system process data of the unit, the least squares method is used to fit the time taken for the quality activities of each scientific research project of the unit from initiating the activity application to the completion of the activity to obtain a real-time mapping relationship.

[0051] Here, the least squares method is a classic method for data fitting and parameter estimation, and is often used to find an optimal curve or straight line so that the sum of the squares of the distances from the points on the curve or straight line to the actual data points is minimized.

[0052] For example, the quality activity types may be coded, such as progress check = 1, customer communication = 2, design review = 3 (reviewing design documents, drawings or prototypes to ensure that quality requirements are met), process audit = 4 (checking whether the production process complies with established procedures and standards), corrective action = 5 (formulating and implementing corrective measures for quality problems that have been discovered), preventive action = 6 (preventing potential quality problems from occurring through data analysis, risk assessment, etc.), etc. The embodiments of the present invention do not specifically limit this.

[0053] The specific fitting process can be to construct a linear regression model based on the unit's entire quality system process data and then use the least squares method to solve the regression coefficient, or to construct a polynomial regression model based on the unit's entire quality system process data and then use the least squares method to solve the regression coefficient, or to construct a logarithmic regression model based on the unit's entire quality system process data and then use the least squares method to solve the regression coefficient, etc. The selection is made according to the specific actual scenario, and the embodiments of the present invention do not make specific limitations on this.

[0054] Then, the obtained regression coefficients are used to calculate the model's fitting results for the data, i.e., the predicted completion cycle.

[0055] In addition, statistical indicators such as R-squared and mean squared error (MSE) can be used to evaluate the model fitting effect, and residual analysis can be performed to check whether there are obvious deviations or outliers in the model.

[0056] It is understandable that after fitting, the real-time mapping relationship between the completion cycle of the quality activities of each scientific research project of the unit and the quality activity type will be obtained, and based on the real-time mapping relationship, the planned time schedule of the project quality activities will be determined. That is, the planned time schedule of the project quality activities covers the information of the real-time mapping relationship between the completion cycle of the quality activities and the quality activity type.

[0057] Here, spline interpolation, multi-layer perceptron, convolutional neural network and other methods may also be used to fit the time taken for the quality activities of each scientific research project of the unit from initiating the activity application to completing the activity. The embodiment of the present invention does not make specific limitations on this.

[0058] Based on the above embodiment, step 120 includes: Step 121, input the project quality activity completion chronological schedule, the planned chronological schedule, the mapping relationship and the comparable completion chronological schedule of similar completed project quality activities into a four-parameter Prophet model to obtain the revised chronological schedule output by the four-parameter Prophet model.

[0059] Specifically, in order to better intelligently correct the planned chronological schedule, the planned chronological schedule can be corrected with the help of a model. The project quality activity completion chronological schedule, the planned chronological schedule, the mapping relationship and the comparable completion chronological schedule of similar completed projects can be input into the four-parameter Prophet model to obtain the corrected chronological schedule output by the four-parameter Prophet model.

[0060] That is, the revised time schedule = p (parameter 1, parameter 2, parameter 3, parameter 4)

[0061] Among them, parameter 1, parameter 2, parameter 3, and parameter 4 respectively represent the chronological progress of project quality activities, the planned chronological schedule, the mapping relationship, and the comparable chronological progress of quality activities of similar completed projects, and p represents the four-parameter Prophet model.

[0062] Among them, the project quality activity completion schedule records the actual completion time nodes of each quality activity of the current project.

[0063] The planned chronological schedule records the planned completion time nodes of each quality activity set at the beginning of the project.

[0064] The comparable completion schedule of quality activities of similar completed projects collects the completion time nodes of the same or similar quality activities in similar projects (completed) to provide a comparable benchmark.

[0065] After the above parameters are input into the four-parameter Prophet model, the model will output a revised sequential schedule. This schedule takes into account the actual situation, historical experience and potential risks of the project, and is therefore more accurate and reliable.

[0066] Using the four-parameter Prophet model to intelligently revise the planned time schedule is an effective method. It combines the actual situation of the project, historical experience and potential risks, and improves the accuracy of the schedule forecast. By implementing this method, the scientific research project team can better grasp the quality progress of the project, discover and solve problems in a timely manner, and ensure that the project is completed on time and with quality.

[0067] The scientific research project quality management device provided by the present invention is described below. The scientific research project quality management device described below and the scientific research project quality management method described above can be referenced to each other.

[0068] Based on any of the above embodiments, the present invention provides a scientific research project quality management system. Figure 2 It is a structural diagram of the scientific research project quality management system provided by the present invention, such as Figure 2 As shown, the system includes: An acquisition unit 210 is used to acquire a mapping relationship between quality activities in a scientific research project plan and the clauses and sections specified in a quality management system document, and to determine a planned time schedule for project quality activities; A correction unit 220, configured to correct the planned chronological schedule based on the chronological progress of the project quality activities, the mapping relationship and the comparable chronological progress of similar completed project quality activities, to obtain a corrected chronological schedule of the project quality activities; The input unit 230 is used to obtain the target value of the number of quality activities carried out at each stage of the project in response to the operation of inputting the project development cycle ratio and the target value of the completion progress of the stage project quality activities in the revised sequential schedule.

[0069] The system provided by the embodiment of the present invention obtains the mapping relationship between the quality activities in the scientific research project plan and the chapters and clauses specified in the quality management system documents, and determines the planned chronological schedule of the project quality activities, and then modifies the planned chronological schedule based on the completion chronological progress of the project quality activities, the mapping relationship and the comparable completion chronological progress of similar completed projects, to obtain a modified chronological schedule of the project quality activities, and finally, in response to the operation of inputting the project development cycle ratio and the stage project quality activity completion progress target value in the modified chronological schedule, obtains the target value of the quantity of each stage of the project quality activities. This process intelligently modifies the planned chronological schedule of the project quality activities to obtain a modified chronological schedule of the project quality activities. When the project development cycle ratio and the stage project quality activity completion progress target value are certain, the scientific research project quality management system can automatically output the stage development plan of each quality activity of the project, so that the law of the scientific research project quality activities can be accurately predicted, and the quality plan can be adjusted in time according to the actual working situation, thereby improving the efficiency of scientific research project quality management.

[0070] Based on any of the above embodiments, the acquisition unit 210 is specifically configured to: The quality activity mapping rules are obtained, and based on the quality activity mapping rules, the quality activities in the scientific research project plan are reclassified with the chapters and clauses specified in the quality management system documents as target behaviors to obtain the mapping relationship.

[0071] Based on any of the above embodiments, it further includes a unit for obtaining a planned time schedule, and the unit for obtaining a planned time schedule is specifically used to: The reading unit is used to read all the quality system process data of the unit in the quality management system software; The fitting unit is used to fit the time taken for the quality activities of each scientific research project of the unit from the initiation of activity application to the completion of the activity based on the entire quality system process data of the unit, obtain the real-time mapping relationship between the completion cycle of the quality activities of each scientific research project of the unit and the type of quality activity, and determine the planned timing schedule based on the real-time mapping relationship.

[0072] Based on any of the above embodiments, the fitting unit is specifically used for: Based on all the quality system process data of the unit, the time taken for the quality activities of each scientific research project of the unit from initiating the activity application to the completion of the activity is fitted using the least squares method to obtain the real-time mapping relationship.

[0073] Based on any of the above embodiments, the correction unit 220 is specifically configured to: The project quality activity completion chronological schedule, the planned chronological schedule, the mapping relationship and the comparable completion chronological schedule of similar completed project quality activities are input into a four-parameter Prophet model to obtain the revised chronological schedule output by the four-parameter Prophet model.

[0074] Based on any of the above embodiments, the comparable completion schedule of quality activities of completed similar projects is the ratio of the cumulative number of completed quality activities corresponding to completed similar projects in the current development cycle to the total number of project quality activities.

[0075] Figure 3 is a schematic diagram of the structure of the electronic device provided by the present invention, such as Figure 3 As shown, the electronic device may include: a processor 310, a communication interface 320, a memory 330 and a communication bus 340, wherein the processor 310, the communication interface 320 and the memory 330 communicate with each other through the communication bus 340. The processor 310 may call the logic instructions in the memory 330 to execute the scientific research project quality management method, the method comprising: obtaining the mapping relationship between the quality activities in the scientific research project plan and the chapters and clauses specified in the quality management system document, and determining the planned chronological schedule of the project quality activities; based on the chronological progress of the completion of the project quality activities, the mapping relationship and the comparable chronological progress of the quality activities of the completed similar projects, the planned chronological schedule is revised to obtain the revised chronological schedule of the project quality activities; in response to the operation of inputting the project development cycle ratio and the target value of the completion progress of the stage project quality activities in the revised chronological schedule, the target value of the number of quality activities carried out in each stage of the project is obtained.

[0076] In addition, the logic instructions in the above-mentioned memory 330 can be implemented in the form of a software functional unit and can be stored in a computer-readable storage medium when it is sold or used as an independent product. Based on such an understanding, the technical solution of the present invention, in essence, or the part that contributes to the prior art or the part of the technical solution, can be embodied in the form of a software product, and the computer software product is stored in a storage medium, including a number of instructions for a computer device (which can be a personal computer, a server, or a network device, etc.) to perform all or part of the steps of the method described in each embodiment of the present invention. The aforementioned storage medium includes: U disk, mobile hard disk, read-only memory (ROM, Read-Only Memory), random access memory (RAM, Random Access Memory), disk or optical disk, etc. Various media that can store program codes.

[0077] On the other hand, the present invention also provides a computer program product, which includes a computer program, which can be stored on a non-transitory computer-readable storage medium. When the computer program is executed by a processor, the computer can execute the scientific research project quality management method provided by the above-mentioned methods, which includes: obtaining the mapping relationship between the quality activities in the scientific research project plan and the chapters and clauses specified in the quality management system documents, and determining the planned chronological schedule of the project quality activities; based on the chronological progress of the completion of the project quality activities, the mapping relationship and the comparable chronological progress of the quality activities of similar completed projects, the planned chronological schedule is revised to obtain a revised chronological schedule of the project quality activities; in response to the operation of inputting the project development cycle ratio and the stage project quality activity completion progress target value in the revised chronological schedule, the quantitative target value of each stage of the project quality activities is obtained.

[0078] On the other hand, the present invention also provides a non-transitory computer-readable storage medium having a computer program stored thereon, which, when executed by a processor, is implemented to execute the scientific research project quality management method provided by the above-mentioned methods, the method comprising: obtaining a mapping relationship between quality activities in a scientific research project plan and clauses specified in quality management system documents, and determining a planned chronological schedule for project quality activities; based on the chronological progress of completion of project quality activities, the mapping relationship and comparable chronological progress of completion of similar completed projects, revising the planned chronological schedule to obtain a revised chronological schedule for project quality activities; in response to inputting the project development cycle ratio and the target value of completion progress of stage project quality activities in the revised chronological schedule, obtaining the target value of the number of quality activities to be carried out at each stage of the project.

[0079] The device embodiments described above are merely illustrative, wherein the units described as separate components may or may not be physically separated, and the components displayed as units may or may not be physical units, that is, they may be located in one place, or they may be distributed on multiple network units. Some or all of the modules may be selected according to actual needs to achieve the purpose of the scheme of this embodiment. Ordinary technicians in this field can understand and implement it without paying creative labor.

[0080] Through the description of the above implementation methods, those skilled in the art can clearly understand that each implementation method can be implemented by means of software plus a necessary general hardware platform, and of course, can also be implemented by hardware. Based on this understanding, the above technical solution is essentially or the part that contributes to the prior art can be embodied in the form of a software product, and the computer software product can be stored in a computer-readable storage medium, such as ROM / RAM, a disk, an optical disk, etc., including a number of instructions for a computer device (which can be a personal computer, a server, or a network device, etc.) to execute the methods described in each embodiment or some parts of the embodiments.

[0081] Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention, rather than to limit it. Although the present invention has been described in detail with reference to the aforementioned embodiments, those skilled in the art should understand that they can still modify the technical solutions described in the aforementioned embodiments, or make equivalent replacements for some of the technical features therein. However, these modifications or replacements do not deviate the essence of the corresponding technical solutions from the spirit and scope of the technical solutions of the embodiments of the present invention.

Claims

1. A scientific research project quality management method, characterized in that: include: Obtain the mapping relationship between the quality activities in the scientific research project plan and the chapters and clauses specified in the quality management system documents, and determine the planned time schedule for the project quality activities; Based on the chronological progress of the project quality activities, the mapping relationship and the comparable chronological progress of the completed quality activities of similar projects, the planned chronological schedule is revised to obtain a revised chronological schedule of the project quality activities; In response to the operation of inputting the project development cycle ratio and the target value of the completion progress of the stage project quality activities in the revised sequential schedule, the target value of the number of quality activities carried out at each stage of the project is obtained.

2. The scientific research project quality management method according to claim 1, characterized in that: The mapping relationship between the quality activities in the scientific research project plan and the chapters and clauses specified in the quality management system documents includes: The quality activity mapping rules are obtained, and based on the quality activity mapping rules, the quality activities in the scientific research project plan are reclassified with the chapters and clauses specified in the quality management system documents as target behaviors to obtain the mapping relationship.

3. The scientific research project quality management method according to claim 1, characterized in that: The steps of obtaining the planned time schedule include: Read all the quality system process data of the unit in the quality management system software; Based on the entire quality system process data of the unit, the time taken for the quality activities of each scientific research project of the unit from the initiation of activity application to the completion of the activity is fitted to obtain a real-time mapping relationship between the completion cycle of the quality activities of each scientific research project of the unit and the type of quality activity, and based on the real-time mapping relationship, the planned timing schedule is determined.

4. The scientific research project quality management method according to claim 3 is characterized in that: Based on the overall quality system process data of the unit, the time taken for the quality activities of each scientific research project of the unit from initiating the activity application to completing the activity is fitted to obtain a real-time mapping relationship between the completion cycle of the quality activities of each scientific research project of the unit and the quality activity type, including: Based on all the quality system process data of the unit, the time taken for the quality activities of each scientific research project of the unit from initiating the activity application to the completion of the activity is fitted using the least squares method to obtain the real-time mapping relationship.

5. The scientific research project quality management method according to any one of claims 1 to 4, characterized in that: The method of revising the planned chronological schedule based on the chronological progress of the project quality activities, the mapping relationship and the comparable chronological progress of similar completed project quality activities to obtain a revised chronological schedule of the project quality activities includes: The project quality activity completion chronological schedule, the planned chronological schedule, the mapping relationship and the comparable completion chronological schedule of similar completed project quality activities are input into a four-parameter Prophet model to obtain the revised chronological schedule output by the four-parameter Prophet model.

6. The scientific research project quality management method according to any one of claims 1 to 4, characterized in that: The comparable completion schedule of quality activities of completed similar projects is the ratio of the cumulative number of completed quality activities corresponding to the current development cycle proportion of completed similar projects to the total number of project quality activities.

7. A scientific research project quality management system, characterized in that: include: The acquisition unit is used to obtain the mapping relationship between the quality activities in the scientific research project plan and the chapters and clauses specified in the quality management system documents, and to determine the planned time schedule of the project quality activities; A correction unit, configured to correct the planned chronological schedule based on the chronological progress of the project quality activities, the mapping relationship and the comparable chronological progress of similar completed project quality activities, so as to obtain a corrected chronological schedule of the project quality activities; The input unit is used to respond to the operation of inputting the project development cycle ratio and the stage project quality activity completion progress target value in the revised sequential schedule, and obtain the target value of the number of quality activities carried out in each stage of the project.

8. An electronic device comprising a memory, a processor, and a computer program stored in the memory and executable on the processor, wherein: When the processor executes the computer program, the scientific research project quality management method as described in any one of claims 1 to 6 is implemented.

9. A non-transitory computer-readable storage medium having a computer program stored thereon, characterized in that: When the computer program is executed by a processor, it implements the scientific research project quality management method as described in any one of claims 1 to 6.

10. A computer program product, comprising a computer program, characterized in that When the computer program is executed by a processor, it implements the scientific research project quality management method as described in any one of claims 1 to 6.

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