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

Abstract

The application provides a scientific research project quality management method, system, electronic equipment and storage medium, wherein the method comprises the following steps: acquiring a mapping relationship between quality activities in a scientific research project proposal and chapters and sections in quality management system file regulations, and determining a planned time schedule of the project quality activities; correcting the planned time schedule based on the completion time schedule of the project quality activities, the mapping relationship and the comparable completion time schedule of the quality activities of a completed project of the same type, to obtain a corrected time schedule of the project quality activities; and in response to an operation of inputting a project development cycle proportion and a stage project quality activity completion progress target value in the corrected time schedule, obtaining a quantity target value of each quality activity stage of the project, so that the quality activity law of the scientific research project can be accurately predicted, and the quality plan can be timely adjusted according to the actual working condition, and the efficiency of the scientific research project quality management is improved.

Description

Technical Field

[0001] This invention relates to the field of scientific research project management technology, and in particular to a scientific research project quality management method, system, electronic device and storage medium. Background Technology

[0002] Existing quality management systems typically develop quality plans for research projects on an annual basis. However, quality plans for short-term or phased projects require manual judgment based on information recorded in the quality management system, making it difficult to adjust the quality plans in a timely manner according to the actual work situation, which affects the quality of research project completion.

[0003] To improve the efficiency of scientific research project quality management, developing a scientific research project quality management system that can accurately describe the status of scientific research project quality activities, accurately predict the patterns of scientific research project quality activities, and promptly propose phased plans for scientific research project funding quality activities has significant engineering and application value. Summary of the Invention

[0004] This invention provides a method, system, electronic device, and storage medium for scientific research project quality management, which addresses the shortcomings of existing scientific research project quality management systems that are unable to accurately predict the patterns of scientific research project quality activities and cannot promptly propose phased quality activity plans for scientific research projects, thereby improving the efficiency of scientific research project quality management.

[0005] This invention provides a method for quality management of scientific research projects, comprising the following steps:

[0006] Obtain the mapping relationship between the quality activities in the research project proposal and the chapters and clauses stipulated in the quality management system documents, and determine the planned schedule for the project's quality activities;

[0007] Based on the project quality activity completion schedule, the mapping relationship, and the comparable completion schedule of similar completed projects, the planned schedule is revised to obtain the revised project quality activity schedule.

[0008] In response to the operation of inputting the project development cycle ratio and the target value of the completion progress of the phase project quality activities in the revised schedule, the target value of the quantity of each quality activity phase of the project is obtained.

[0009] According to a scientific research project quality management method provided by the present invention, the step of obtaining the mapping relationship between the quality activities in the scientific research project proposal and the chapters and clauses stipulated in the quality management system documents includes:

[0010] Obtain quality activity mapping rules, and based on the quality activity mapping rules, reclassify the quality activities in the research project plan with the chapters and clauses specified in the quality management system documents as the target behaviors to obtain the mapping relationship.

[0011] According to a scientific research project quality management method provided by the present invention, the step of obtaining the planned schedule includes:

[0012] Read all quality system process data of the unit from the quality management system software;

[0013] Based on all the quality system process data of the unit, the time taken from the initiation of activity application to the completion of each scientific research project quality activity of the unit is fitted to obtain the real-time mapping relationship between the completion cycle of each scientific research project quality activity and the quality activity type. Based on the real-time mapping relationship, the planned time schedule is determined.

[0014] According to a scientific research project quality management method provided by the present invention, the step of fitting the time taken from the initiation of activity application to the completion of each scientific research project quality activity in the unit based on the complete quality system process data of the unit, and obtaining a real-time mapping relationship between the completion cycle of each scientific research project quality activity and the type of quality activity, includes:

[0015] Based on all the quality system process data of the unit, the time taken for each scientific research project quality activity from the initiation of activity application to the completion of activity is fitted using the least squares method to obtain the real-time mapping relationship.

[0016] According to a scientific research project quality management method provided by the present invention, the revised project quality activity schedule is obtained by revising the planned schedule based on the project quality activity completion schedule, the mapping relationship, and the comparable completion schedules of similar completed projects, including:

[0017] The project quality activity completion schedule, the planned schedule, the mapping relationship, and the comparable completion schedule of similar completed project quality activities are input into the four-parameter Prophet model to obtain the revised schedule output by the four-parameter Prophet model.

[0018] 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 number of completed quality activities of completed similar projects at the current research and development cycle ratio to the total number of project quality activities.

[0019] This invention also provides a scientific research project quality management system, comprising the following units:

[0020] The acquisition unit is used to obtain the mapping relationship between the quality activities in the research project proposal and the chapters and clauses stipulated in the quality management system documents, as well as to determine the planned schedule of the project's quality activities;

[0021] The correction unit is used to correct the planned schedule based on the project quality activity completion schedule, the mapping relationship, and the comparable completion schedule of similar completed projects, to obtain a corrected schedule for the project quality activities.

[0022] The input unit is used to respond to the operation of inputting the project development cycle ratio and the target value of the completion progress of the phase project quality activities in the revised schedule table, and to obtain the target value of the quantity of each quality activity phase of the project.

[0023] The present invention also provides an electronic device, including a memory, a processor, and a computer program stored in the memory and executable on the processor, wherein the processor executes the program to implement the scientific research project quality management method as described above.

[0024] The present invention also provides a non-transitory computer-readable storage medium having a computer program stored thereon, which, when executed by a processor, implements the scientific research project quality management method as described above.

[0025] The present invention also provides a computer program product, including a computer program that, when executed by a processor, implements the scientific research project quality management method as described above.

[0026] The scientific research project quality management method, system, electronic device, and storage medium provided by this invention 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 target value for the completion progress of phase project quality activities are fixed, the scientific research project quality management system can automatically output the phase implementation plan of each quality activity of the project, thereby accurately predicting the pattern of scientific research project quality activities and adjusting the quality plan in a timely manner according to the actual work situation, thus improving the efficiency of scientific research project quality management. Attached Figure Description

[0027] To more clearly illustrate the technical solutions in this invention or the prior art, the drawings used in the description of the embodiments or the prior art will be briefly introduced below. Obviously, the drawings described below are some embodiments of this invention. For those skilled in the art, other drawings can be obtained from these drawings without creative effort.

[0028] Figure 1 This is a flowchart illustrating the scientific research project quality management method provided by the present invention.

[0029] Figure 2 This is a schematic diagram of the structure of the scientific research project quality management system provided by the present invention.

[0030] Figure 3 This is a schematic diagram of the structure of the electronic device provided by the present invention. Detailed Implementation

[0031] To make the objectives, technical solutions, and advantages of this invention clearer, the technical solutions of this invention will be clearly and completely described below with reference to the accompanying drawings. Obviously, the described embodiments are only some, not all, of the embodiments of this invention. All other embodiments obtained by those skilled in the art based on the embodiments of this invention without creative effort are within the scope of protection of this invention.

[0032] In existing technologies, 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, as well as an important means of quality assurance and self-improvement of the quality system.

[0033] Currently, quality control in scientific research projects still relies on traditional methods, with management largely dependent on experience, manual communication, and paper-based documentation. Existing information systems only address individual business levels, resulting in information silos between systems. Furthermore, key aspects of quality management are not effectively controlled through information technology, failing to integrate quality management across the entire product lifecycle. This leads to relatively lagging quality information technology implementation, even impacting other aspects of work. Information systems can be categorized into three main types: management information systems, R&D information systems, and manufacturing information systems. The quality management system will serve as a crucial component of management information systems, standardizing and monitoring the quality processes of product R&D and manufacturing.

[0034] Many organizations have established information-based quality management systems based on the characteristics of research activities such as design, manufacturing, procurement, and testing in scientific research projects, in accordance with the GJB9001B and GJB5000A standards. These systems integrate the standards, regulations, and norms of the quality system into the system construction, enabling cross-departmental and cross-model collaborative management of quality management work, and completing the collection, processing, and closed-loop management of quality information and quality issues.

[0035] However, existing quality management systems generally propose quality plans for research projects on an annual basis. Short-term or phased project quality plans need to be determined by human judgment based on the information recorded in the quality management system, making it difficult to adjust the quality plans in a timely manner according to the actual work situation, which affects the quality of research project completion.

[0036] To address the aforementioned problems, this invention provides a method for quality management of scientific research projects. Figure 1This is a flowchart illustrating the scientific research project quality management method provided by the present invention, as shown below. Figure 1 As shown, the method includes steps 110, 120 and 130.

[0037] Step 110: Obtain the mapping relationship between the quality activities in the research project proposal and the chapters and clauses stipulated in the quality management system documents, and determine the planned schedule for the project's quality activities.

[0038] Specifically, it can obtain the mapping relationship between the quality activities in the research project proposal and the chapters and clauses stipulated in the quality management system documents, as well as determine the planned schedule of the project's quality activities.

[0039] The quality activities outlined in a research project proposal typically include setting project quality objectives, a quality control plan, quality assurance measures, and quality improvement schemes. These activities aim to ensure that the research project meets the expected quality standards during implementation and continuously improves its overall quality level. The quality management system documentation is a complete set of documents describing and defining the quality management system; it typically includes a quality manual, procedure documents, and work instructions. These documents provide specific guidance and a basis for the quality activities outlined in the research project proposal.

[0040] Here, the planned schedule is determined based on the organization's complete quality system process data in the quality management system software. It is understood that the organization's complete quality system process data encompasses data such as the completion cycle and type of quality activities for each research project within the organization.

[0041] Accordingly, the project schedule includes information on the correspondence between the completion cycle and the type of quality activity for each research project in the organization.

[0042] Project quality activities refer to a series of planning, control, and evaluation activities implemented during project management to ensure that project deliverables meet expected quality standards. These activities cover all aspects of project quality management, including schedule monitoring, customer communication, quality planning, quality control, quality assurance, and quality improvement.

[0043] Step 120: Based on the project quality activity completion schedule, the mapping relationship, and the comparable completion schedule of similar completed projects, revise the planned schedule to obtain the revised schedule of project quality activities.

[0044] Specifically, data is read from the quality management system software to obtain the project quality activity completion schedule and the comparable completion schedule of similar completed projects.

[0045] After obtaining the project quality activity completion schedule and the comparable completion schedule of similar completed projects, the planned schedule can be revised based on the project quality activity completion schedule, mapping relationship, and comparable completion schedule of similar completed projects, resulting in a revised project quality activity schedule.

[0046] The revised schedule includes information on the correspondence between the completion cycle and the type of quality activities for each research project within the organization.

[0047] Here, the comparable completion schedule of quality activities for completed similar projects is the ratio of the cumulative number of completed quality activities for completed similar projects at the current development cycle ratio to the total number of quality activities for the project.

[0048] Here, based on the project quality activity completion schedule, mapping relationship, and comparable completion schedule of similar completed projects, the planned schedule is revised to obtain the revised schedule of project quality activities. The four-parameter Prophet model, ARIMA (Autoregressive Integrated Moving Average Model), or LSTM (Long Short-Term Memory) network can be used, etc., and this embodiment of the invention does not specifically limit the specific use of these methods.

[0049] The Prophet model is a time series forecasting model that employs a flexible framework, enabling accurate predictions of various time series through simple parameter adjustments. The Prophet model decomposes time series data into four main components: trend, seasonality, holiday effect, and noise. The trend represents the long-term changing pattern of the time series, seasonality represents the cyclical pattern of change, the holiday effect refers to the impact on specific dates or time periods, and noise is unpredictable random variation.

[0050] Step 130: In response to the operation of inputting the project development cycle ratio and the target value of the completion progress of the phase project quality activities in the revised schedule table, the target value of the quantity of each quality activity phase of the project is obtained.

[0051] Specifically, since the revised project schedule includes information on the correspondence between the completion cycle and the type of quality activities for each research project within the organization, after revising the project schedule to obtain the revised project quality activity schedule, the target values ​​for the quantity of each quality activity phase can be obtained by inputting the project development cycle ratio and the phase project quality activity completion progress target values ​​into the revised schedule.

[0052] Understandably, when the project development cycle ratio and the target completion time of each phase of project quality activities are fixed, the scientific research project quality management system can automatically output the phased implementation plan for each quality activity of the project. This addresses the problem that existing scientific research project quality management systems struggle to accurately predict the patterns of scientific research project quality activities and cannot promptly propose phased quality activity plans, thereby improving the efficiency of scientific research project quality management.

[0053] The method provided in this invention obtains the mapping relationship between quality activities in the research project proposal and the chapters and clauses stipulated in the quality management system documents, and determines the planned schedule of project quality activities. Then, based on the project quality activity completion schedule, the mapping relationship, and comparable completion schedules of similar completed projects, the planned schedule is revised to obtain a revised schedule of project quality activities. Finally, in response to the input of the project development cycle ratio and the target values ​​for the completion progress of phased project quality activities into the revised schedule, the target values ​​for the quantity of each quality activity phase are obtained. This process intelligently corrects the planned schedule of project quality activities, resulting in a revised schedule. When the project development cycle ratio and the target values ​​for the completion progress of phased project quality activities are constant, the research project quality management system can automatically output the phased implementation plans for each quality activity of the project. This allows for accurate description of the research project quality activities, accurate prediction of the patterns of research project quality activities, and timely adjustment of the quality plan based on actual work conditions, thereby improving the efficiency of research project quality management.

[0054] Based on the above embodiments, step 110, which involves obtaining the mapping relationship between the quality activities in the research project proposal and the chapters and clauses stipulated in the quality management system documents, includes:

[0055] Step 111: Obtain the quality activity mapping rules, and based on the quality activity mapping rules, reclassify the quality activities in the research project plan with the chapters and clauses specified in the quality management system documents as the target behaviors to obtain the mapping relationship.

[0056] Specifically, obtain quality activity mapping rules that clearly define how the quality activities in the research project proposal correspond to the clauses and provisions of the quality management system documents.

[0057] The mapping rules for quality activities may include: quality objectives corresponding to quality policies and goals; quality control measures corresponding to process control and inspection requirements; quality assurance activities corresponding to resource management and organizational structure requirements; and quality improvement activities corresponding to continuous improvement and corrective and preventive measures, etc. The embodiments of the present invention do not specifically limit these.

[0058] Therefore, based on the quality activity mapping rules, the quality activities in the research project proposal are reclassified with the chapters and clauses stipulated in the quality management system documents as the target behaviors, and the mapping relationship is obtained.

[0059] Based on the above embodiments, the step of obtaining the planned schedule includes:

[0060] Step 210: Read all quality system process data of the unit from the quality management system software;

[0061] Step 220: Based on all the quality system process data of the unit, fit the time taken from the initiation of activity application to the completion of each scientific research project quality activity of the unit to obtain the real-time mapping relationship between the completion cycle of each scientific research project quality activity and the quality activity type, and determine the planned schedule based on the real-time mapping relationship.

[0062] Specifically, firstly, read all the quality system process data of the organization in the quality management system software. It can be understood that the organization's total quality system process data includes data such as the completion cycle and type of quality activities for each of the organization's scientific research projects.

[0063] Therefore, based on the entire quality system process data of the organization, the time taken from the initiation of activity application to the completion of quality activities of each scientific research project in the organization can be fitted to obtain the real-time mapping relationship between the completion cycle of quality activities of each scientific research project in the organization and the type of quality activity.

[0064] Here, based on the unit's entire quality system process data, the least squares method is used to fit the time taken for each scientific research project's quality activities from the initiation of the activity application to the completion of the activity, and a real-time mapping relationship is obtained.

[0065] Here, the least squares method is a classic method used for data fitting and parameter estimation. It is often used to find an optimal curve or straight line that minimizes the sum of the squared distances from points on the curve or straight line to the actual data points.

[0066] For example, quality activity types can be coded, such as progress check = 1, customer communication = 2, design review = 3 (reviewing design documents, drawings or prototypes to ensure they meet quality requirements), process audit = 4 (checking whether the production process conforms to established procedures and standards), corrective action = 5 (developing and implementing corrective actions for identified quality problems), preventive action = 6 (preventing potential quality problems from occurring through data analysis, risk assessment, etc.), etc. This embodiment of the invention does not specifically limit these.

[0067] The specific fitting process can be based on the total quality system process data of the unit to build a linear regression model and then use the least squares method to solve the regression coefficients, or it can be based on the total quality system process data of the unit to build a multinomial regression model and then use the least squares method to solve the regression coefficients, or it can be based on the total quality system process data of the unit to build a logarithmic regression model and then use the least squares method to solve the regression coefficients, etc., depending on the specific actual scenario. This embodiment of the invention does not make specific limitations on this.

[0068] Then, using the obtained regression coefficients, the model's fit to the data is calculated, i.e., the prediction completion period.

[0069] In addition, statistical indicators such as R-squared and mean squared error (MSE) can be used to evaluate the model's fit and residual analysis can be performed to check for obvious biases or outliers in the model.

[0070] Understandably, the fitting process will yield a real-time mapping relationship between the completion cycle and the type of quality activities for each research project within the organization. Based on this real-time mapping relationship, a planned schedule for project quality activities will be determined. In other words, the planned schedule for project quality activities will include information on the real-time mapping relationship between the completion cycle and the type of quality activities.

[0071] Here, spline interpolation, multilayer perceptron, convolutional neural network and other methods can also be used to fit the time taken from the initiation of activity application to the completion of each scientific research project quality activity in the unit. The embodiments of the present invention do not make specific limitations on this.

[0072] Based on the above embodiments, step 120 includes:

[0073] Step 121: Input the project quality activity completion schedule, the planned schedule, the mapping relationship, and the comparable completion schedule of similar completed project quality activities into the four-parameter Prophet model to obtain the corrected schedule output by the four-parameter Prophet model.

[0074] Specifically, in order to better and more intelligently correct the planned schedule, a model can be used to correct the planned schedule. The project quality activity completion schedule, the planned schedule, the mapping relationship, and the comparable completion schedule of similar completed projects can be input into the four-parameter Prophet model to obtain the corrected schedule output by the four-parameter Prophet model.

[0075] That is, the modified time schedule = p(parameter1, parameter2, parameter3, parameter4)

[0076] Wherein, parameter 1, parameter 2, parameter 3, and parameter 4 represent the project quality activity completion schedule, the planned schedule, the mapping relationship, and the comparable completion schedule of similar completed project quality activities, respectively, and p represents the four-parameter Prophet model.

[0077] The project quality activity completion timeline records the actual completion time of each quality activity in the current project.

[0078] The project schedule records the planned completion dates for each quality activity established at the project's inception.

[0079] The completion time nodes of the same or similar quality activities in similar projects (already completed) are collected from the comparable completion schedule of quality activities of similar projects to provide a comparable benchmark.

[0080] After inputting the above parameters into the four-parameter Prophet model, the model will output a revised timeline. This timeline takes into account the project's actual situation, historical experience, and potential risks, making it more accurate and reliable.

[0081] Using a four-parameter Prophet model for intelligent adjustment of project schedules is an effective method. It combines the project's actual situation, historical experience, and potential risks to improve the accuracy of schedule predictions. By implementing this method, research project teams can better monitor project progress and quality, promptly identify and resolve problems, and ensure projects are completed on time and to the required standard.

[0082] The scientific research project quality management device provided by the present invention is described below. The scientific research project quality management device described below can be referred to in correspondence with the scientific research project quality management method described above.

[0083] Based on any of the above embodiments, the present invention provides a scientific research project quality management system. Figure 2 This is a schematic diagram of the structure of the scientific research project quality management system provided by the present invention, as shown below. Figure 2 As shown, the system includes:

[0084] The acquisition unit 210 is used to acquire the mapping relationship between the quality activities in the research project proposal and the chapters and clauses stipulated in the quality management system documents, as well as to determine the planned schedule of the project quality activities;

[0085] The correction unit 220 is used to correct the planned schedule based on the project quality activity completion schedule, the mapping relationship, and the comparable completion schedule of similar completed projects, to obtain a corrected schedule for the project quality activities.

[0086] Input unit 230 is used to respond to the operation of inputting the project development cycle ratio and the target value of the completion progress of the phase project quality activities in the modified schedule table, and to obtain the target value of the quantity of each quality activity phase of the project.

[0087] The system provided in this invention obtains the mapping relationship between quality activities in the research project proposal and the chapters and clauses stipulated in the quality management system documents, and determines the planned schedule of project quality activities. Then, based on the project quality activity completion schedule, the mapping relationship, and comparable completion schedules of similar completed projects, the system modifies the planned schedule to obtain a revised schedule. Finally, in response to the input of the project development cycle ratio and the target values ​​for the completion progress of phased project quality activities into the revised schedule, the system obtains the target values ​​for the quantity of each quality activity phase. This process intelligently modifies the planned schedule of project quality activities, resulting in a revised schedule. When the project development cycle ratio and the target values ​​for the completion progress of phased project quality activities are constant, the research project quality management system can automatically output the phased implementation plans for each quality activity, thereby accurately predicting the patterns of research project quality activities and allowing for timely adjustments to the quality plan based on actual work conditions, thus improving the efficiency of research project quality management.

[0088] Based on any of the above embodiments, the acquisition unit 210 is specifically used for:

[0089] Obtain quality activity mapping rules, and based on the quality activity mapping rules, reclassify the quality activities in the research project plan with the chapters and clauses specified in the quality management system documents as the target behaviors to obtain the mapping relationship.

[0090] Based on any of the above embodiments, a unit for obtaining a planned schedule is further included, wherein the unit for obtaining a planned schedule is specifically used for:

[0091] The reading unit is used to read all quality system process data of the unit in the quality management system software.

[0092] The fitting unit is used to fit the time taken from the initiation of activity application to the completion of each scientific research project quality activity in the unit based on all quality system process data of the unit, to obtain the real-time mapping relationship between the completion cycle and the quality activity type of each scientific research project quality activity in the unit, and to determine the planned schedule based on the real-time mapping relationship.

[0093] Based on any of the above embodiments, the fitting unit is specifically used for:

[0094] Based on all the quality system process data of the unit, the time taken for each scientific research project quality activity from the initiation of activity application to the completion of activity is fitted using the least squares method to obtain the real-time mapping relationship.

[0095] Based on any of the above embodiments, the correction unit 220 is specifically used for:

[0096] The project quality activity completion schedule, the planned schedule, the mapping relationship, and the comparable completion schedule of similar completed project quality activities are input into the four-parameter Prophet model to obtain the revised schedule output by the four-parameter Prophet model.

[0097] Based on any of the above embodiments, the comparable completion schedule of quality activities for completed similar projects is the ratio of the cumulative number of completed quality activities for completed similar projects at the current development cycle ratio to the total number of project quality activities.

[0098] Figure 3 This 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 communications interface 320, a memory 330, and a communication bus 340, wherein the processor 310, communications interface 320, and memory 330 communicate with each other through the communication bus 340. The processor 310 can call logical instructions in the memory 330 to execute a scientific research project quality management method. This method includes: obtaining the mapping relationship between quality activities in the scientific research project proposal and the chapters and clauses specified in the quality management system document, and determining the planned schedule of project quality activities; based on the project quality activity completion schedule, the mapping relationship, and the comparable completion schedule of similar completed projects, revising the planned schedule to obtain a revised schedule of project quality activities; and responding to the input of the project development cycle ratio and the target value of the completion schedule of phase project quality activities in the revised schedule to obtain the target value of the quantity of each quality activity phase of the project.

[0099] Furthermore, the logical instructions in the aforementioned memory 330 can be implemented as software functional units and, when sold or used as independent products, can be stored in a computer-readable storage medium. Based on this understanding, the technical solution of the present invention, essentially, or the part that contributes to the prior art, or a part of the technical solution, can be embodied in the form of a software product. This computer software product is stored in a storage medium and includes several instructions to cause a computer device (which may be a personal computer, server, or network device, etc.) to execute all or part of the steps of the methods described in the various embodiments of the present invention. The aforementioned storage medium includes various media capable of storing program code, such as USB flash drives, portable hard drives, read-only memory (ROM), random access memory (RAM), magnetic disks, or optical disks.

[0100] On the other hand, the present invention also provides a computer program product, which includes a computer program that 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 methods. The method 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 document, and determining the planned schedule of project quality activities; revising the planned schedule based on the project quality activity completion schedule, the mapping relationship, and the comparable completion schedule of quality activities in similar completed projects, to obtain a revised schedule of project quality activities; and obtaining the target values ​​for the quantity of each quality activity stage carried out in response to the operation of inputting the project development cycle ratio and the target value of the completion schedule of the phase project quality activities in the revised schedule.

[0101] In another aspect, the present invention also provides a non-transitory computer-readable storage medium storing a computer program thereon, which, when executed by a processor, implements the scientific research project quality management method provided by the above methods. This method includes: obtaining the mapping relationship between quality activities in the scientific research project proposal and the chapters and clauses specified in the quality management system document, and determining a planned schedule for project quality activities; revising the planned schedule based on the project quality activity completion schedule, the mapping relationship, and comparable completion schedules of similar completed projects, to obtain a revised schedule for project quality activities; and obtaining the target values ​​for the quantity of each quality activity stage carried out in response to inputting the project development cycle ratio and the target value for the completion schedule of stage project quality activities into the revised schedule.

[0102] The device embodiments described above are merely illustrative. The units described as separate components may or may not be physically separate. The components shown as units may or may not be physical units; that is, they may be located in one place or distributed across multiple network units. Some or all of the modules can be selected to achieve the purpose of this embodiment according to actual needs. Those skilled in the art can understand and implement this without any creative effort.

[0103] Through the above description of the embodiments, those skilled in the art can clearly understand that each embodiment can be implemented by means of software plus necessary general-purpose hardware platforms, and of course, it can also be implemented by hardware. Based on this understanding, the above technical solutions, in essence or the part that contributes to the prior art, can be embodied in the form of a software product. This computer software product can be stored in a computer-readable storage medium, such as ROM / RAM, magnetic disk, optical disk, etc., and includes several instructions to cause a computer device (which may be a personal computer, server, or network device, etc.) to execute the methods described in the various embodiments or some parts of the embodiments.

[0104] Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention, and not to limit them; although the present invention has been described in detail with reference to the foregoing embodiments, those skilled in the art should understand that modifications can still be made to the technical solutions described in the foregoing embodiments, or equivalent substitutions can be made to some of the technical features; and these modifications or substitutions do not cause the essence of the corresponding technical solutions to deviate from the spirit and scope of the technical solutions of the embodiments of the present invention.

Claims

1. A method for quality management of scientific research projects, characterized in that, include: Obtain the mapping relationship between the quality activities in the research project proposal and the chapters and clauses stipulated in the quality management system documents, and determine the planned schedule of project quality activities; the planned schedule covers the correspondence information between the completion cycle and the type of quality activities for each research project in the unit; Based on the project quality activity completion schedule, the mapping relationship, and the comparable completion schedule of similar completed projects, the planned schedule is revised to obtain the revised project quality activity schedule; the comparable completion schedule of similar completed projects is the ratio of the cumulative number of quality activities completed for similar completed projects at the current development cycle ratio to the total number of 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 phase project quality activities in the revised schedule, the target value of the quantity of each quality activity phase of the project is obtained. The revised project quality activity schedule is obtained by modifying the planned schedule based on the project quality activity completion timeline, the mapping relationship, and the comparable completion timelines of similar completed projects, including: The project quality activity completion schedule, the planned schedule, the mapping relationship, and the comparable completion schedule of similar completed project quality activities are input into the four-parameter Prophet model to obtain the revised schedule output by the four-parameter Prophet model.

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

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

4. The scientific research project quality management method according to claim 3, characterized in that, Based on the unit's complete quality system process data, the time taken from the initiation of activity application to the completion of each research project's quality activities is fitted to obtain a real-time mapping relationship between the completion cycle and the type of quality activity for each research project, including: Based on all the quality system process data of the unit, the time taken for each scientific research project quality activity from the initiation of activity application to the completion of 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 comparable completion schedule of quality activities for similar completed projects is the ratio of the cumulative number of quality activities completed for similar completed projects at the current development cycle ratio to the total number of quality activities for the project.

6. A scientific research project quality management system, characterized in that, include: The acquisition unit is used to acquire the mapping relationship between the quality activities in the research project proposal and the chapters and clauses stipulated in the quality management system documents, and to determine the planned schedule of the project quality activities; the planned schedule covers the correspondence information between the completion cycle and the type of quality activities of each research project in the unit. The correction unit is used to correct the planned schedule based on the project quality activity completion schedule, the mapping relationship, and the comparable completion schedule of quality activities of similar completed projects, to obtain a corrected schedule of project quality activities; the comparable completion schedule of quality activities of similar completed projects is the ratio of the cumulative number of quality activities completed for similar completed projects at the current development cycle ratio to the total number of project quality activities. The input unit is used to respond to the operation of inputting the project development cycle ratio and the phase project quality activity completion progress target value in the revised schedule table to obtain the quantity target value of each quality activity phase of the project. The correction unit is specifically used for: The project quality activity completion schedule, the planned schedule, the mapping relationship, and the comparable completion schedule of similar completed project quality activities are input into the four-parameter Prophet model to obtain the revised schedule output by the four-parameter Prophet model.

7. An electronic device comprising a memory, a processor, and a computer program stored in the memory and executable on the processor, characterized in that, When the processor executes the computer program, it implements the scientific research project quality management method as described in any one of claims 1 to 5.

8. A non-transitory computer-readable storage medium having a computer program stored thereon, characterized in that, When the computer program is executed by the processor, it implements the scientific research project quality management method as described in any one of claims 1 to 5.

9. A computer program product, comprising a computer program, characterized in that, When the computer program is executed by the processor, it implements the scientific research project quality management method as described in any one of claims 1 to 5.

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