KR102571459B1 - Smart research and development task management system - Google Patents

Abstract

The present invention relates to a smart research and development project management system, and more particularly, includes a user terminal, a SaaS-based cloud server, and an assignment storage server for storing project results, wherein the cloud server is a user terminal for accessing the user terminal. A connection unit, a task management setting unit that creates details and management procedures of created tasks and selects a task manager, an intermediate task judgment unit that evaluates the performance result of an intermediate task through input and analysis of intermediate task results, and input of final task results And it relates to a smart research and development task management system, characterized in that it consists of a final task judgment unit for evaluating the performance result of the final task and a task result storage unit for storing the task result in the task storage server.

Description

Smart research and development task management system {Smart research and development task management system}

The present invention relates to a smart R&D task management system, and more particularly, research journals, reports, and various research results generated during the R&D task are mutually shared between the research developer and the task manager, and the task is carried out. It relates to a smart research and development project management system equipped with means for automatically monitoring and verifying the overall schedule.

In general, the types and formats of R&D projects are not only made in various forms depending on the ordering organization, but also have a characteristic that the series of procedures from the project selection stage to the final evaluation stage are not clearly specified.

Figure 1 shows a series of procedures of a general R&D task, which consists of task proposal evaluation, task selection, task execution, task evaluation, and follow-up. Intermediate R&D results are being generated, and the success of R&D tasks is mostly determined at the intermediate stage of carrying out these tasks.

In the R&D project implementation phase, the project manager, who has to monitor the overall progress of the project from initiation to completion, relies on unilateral reporting, and issues that arise in the middle of a project that is carried out for a long period of at least one year are timely addressed. Problems that are difficult to actively deal with when not reported often occur.

In addition, in the case of production of products including hardware or software or production of process equipment in the task execution stage, clear verification and judgment may be necessary from the point of view of the task manager regarding the progress for a certain period of time.

Conventionally, there is no electronic reporting system for verification and evaluation of interim research results according to the task execution schedule, collaboration with related organizations, or information sharing, and it is difficult to prevent inadequacy of research results in advance.

The R&D tasks carried out by Korea Water Resources Corporation take various forms by technology, covering not only water resources, waterworks, energy, and waterside, but also the digital field. The performance management of such research tasks is divided into frequent confirmation and promotion reporting tasks according to the work stages of research task selection, interim report, and final report. In particular, in the middle of the task, the researcher must frequently report the progress of the project and the achievements of the intermediate project to the requesting agency according to the research plan report submitted when selecting the project. In most cases this is omitted.

Figure 2 shows the task management department, demand department, and related organizations that perform the task in carrying out the research task. Since the tasks and roles of partner organizations are different, the establishment of a system that integrates and operates them is becoming more important than anything else.

For example, in the case of building facilities on site, the site manager (site engineer) must check the site for each major process and record the results of the progress. that it is entrusted to

In addition, there is no management means for checking the progress of the task by analyzing the progress of the intermediate stage of the task in real time. In particular, it is a very difficult problem in itself to check the progress of intermediate execution depending on the nature of the task, that is, whether it is related to device development or software development, and a consistent automation tool is required.

Patent Document 1 includes a research and analysis module that classifies report data of R&D projects by institution, project, and project and stores them in a project/task DB, and an evaluation module that evaluates R&D projects based on predetermined evaluation indicators or past evaluation data. and a budget adjustment module for adjusting the budget for the R&D project. However, Patent Document 1 still has a problem in that it is not provided with means for sharing and evaluating intermediate results generated during task performance, and it is not possible to check whether the task is performed smoothly.

In Patent Document 2, ERP and groupware for research project management are connected, and a means for simply registering and managing project outputs is provided, but no means for determining and evaluating the progress of the project is disclosed.

Korean Patent Publication No. 2011-0043280 Korean Registered Patent Publication No. 10-2105700

In order to solve the above problems, the present invention monitors and verifies the performance of research and development tasks to check and share progress reports, inspections, and evaluations of overall research tasks in real time using a mobile user terminal in a digital manner. Its purpose is to provide a smart R&D task management system that

The smart research and development task management system according to the present invention for achieving the above object includes a user terminal 10, a cloud server 20, and an task storage server 30 for storing task results generated in the research and development process. Including, but the cloud server 20 is a user terminal connection unit 100 for connection with the user terminal 10, a task management setting unit for generating detailed details and management procedures of research and development tasks, and selecting a task manager ( 200), an intermediate task judging unit 300 that evaluates the performance result of the intermediate task through input and analysis of the intermediate task result, a final task judging unit 400 that finally evaluates the input of the final task result and the task performance result, and It is characterized in that it consists of an assignment result storage unit 500 for storing the assignment result in the assignment storage server 30.

In addition, in the smart R&D task management system according to the present invention, the task management unit 200 includes a task management setting unit 210 for registering basic information of the R&D task, a task execution schedule and a task budget, and a task management setting unit 210 for managing the R&D task. It is characterized in that it includes a task manager composition unit 220 that designates managers and management groups and a task document management unit 230 that manages the input, storage, or output of documents generated during the execution of research and development tasks.

In addition, in the smart research and development task management system according to the present invention, the task management setting unit 210 inputs the schedule management setting unit 211 that creates a schedule that occurs during the R&D task performance period, the R&D task budget items and the amount It is characterized in that it includes a budget details setting unit 212, a company information setting unit 213 for inputting company information performing research and development tasks, and a personal information setting unit 214 for inputting the history information of the task performer. .

In addition, in the smart R&D task management system according to the present invention, the task manager composition unit 220 includes an administrator group setting unit 221 that designates a task management group according to the type of R&D task and a manager to manage the R&D task. It is characterized in that it includes a manager setting unit 222 to designate and an approval procedure setting unit 223 to designate a procedure for confirming and approving the progress of the R&D task.

In addition, in the smart research and development task management system according to the present invention, the task document management unit 230 includes a task log management unit 231 for inputting, storing, and sharing the performance diary of the research and development task, Report management unit 232 that manages by inputting, storing, and sharing reports, meeting minutes management unit 233 that receives and manages meeting schedules and meeting minutes, and inputs, stores, and shares details of project cost execution according to R&D task execution It is characterized in that it includes a project fee management unit 234 that manages by

In addition, in the smart research and development task management system according to the present invention, the intermediate task determining unit 300 includes an intermediate product input unit 310 that receives an intermediate product of research and development by a task performer, and an intermediate product analysis that analyzes the intermediate product of the task. It is characterized in that it includes a unit 320 and an intermediate result evaluation unit 330 that evaluates the analyzed intermediate result.

In addition, in the smart research and development task management system according to the present invention, the intermediate result input unit 310 is an image input unit 311 that receives a video or video of an intermediate result generated during a research and development task, and a program generated in a research and development task. It is characterized by including a program code input unit 312 for receiving and storing codes, version management and backup, and a numerical input unit 313 for receiving and storing numerical results generated during R&D tasks.

In addition, in the smart research and development task management system according to the present invention, the intermediate result analysis unit 320 compares the degree of change of images periodically input to the image input unit 311 during task performance to automatically check progress. The analysis unit 321 analyzes the program code of the function block unit generated in the program development stage, compares it with the previously input program code, and creates and manages the added, deleted, or changed parts in the function block unit as a list. Characterized in that it includes a program code analysis unit 322.

In addition, in the smart R&D task management system according to the present invention, the image analysis unit 321 uses a convolutional neural network based on deep learning, and takes an input image of an intermediate result of a R&D task having a time difference between two as input. and outputting the degree of similarity between the two images.

In addition, in the smart R&D task management system according to the present invention, the intermediate result analysis unit 320 is a numerical analysis unit that analyzes the degree of improvement of numerical values representing the degree of improvement in performance or quality of a product that can be checked in the R&D task progress stage. (323) is characterized in that it further comprises.

In addition, in the smart research and development task management system according to the present invention, the intermediate result evaluation unit 330 is generated in the middle stage of performing the research and development task based on the schedule during the task execution period input from the schedule management setting unit 211 The progress evaluation unit 331 that checks the progress of the intermediate result, and the verification/approval of the results evaluated by the progress evaluation unit 331 cannot be evaluated by the verification/approval unit 332 and the progress evaluation unit 331. It is characterized in that it includes a complement instruction unit 333 instructing the task performer to supplement when a condition occurs or an additional complement item occurs in the verification/approval unit 332.

In addition, in the smart research and development task management system according to the present invention, the final task determination unit 400 includes a final result input unit 410 receiving a final task result performed by a task performer and a final result evaluation unit 420 , The final result evaluation unit 420 is the final evaluation unit 421 that approves and evaluates the final result of receiving the final task result performed by the task performer and the certification and evaluation of the result evaluated by the final evaluation unit 331. Approval or not is characterized by including an authentication/approval unit 422 .

In addition, in the smart research and development task management system according to the present invention, the cloud server 20 is a SaaS-based cloud server, a dualized server equipped with a load balancing unit, and between the user terminal 10 and the cloud server 20 is characterized in that an intrusion prevention system (IPS) and a web application firewall (WAF) are provided to prevent hacking in the task performance result.

As described above, according to the smart R&D task management system according to the present invention, the task management department and the demand department can electronically share and check the work log, report, intermediate result, and final result of the research subject in progress in advance. It has the advantage of being able to evaluate the progress of the task at any time in advance.

In addition, according to the smart research and development project management system according to the present invention, it is possible to prevent the insolvency of research results in advance and maximize the purpose of the research and development system by inducing excellent performance of the research project.

1 is a flowchart showing a series of procedures of research and development tasks according to the prior art.
2 is a diagram illustrating related institutions that perform research tasks.
Figure 3 is a block diagram showing the overall configuration of a smart research and development project management system according to a preferred embodiment of the present invention.
4 is a block diagram showing the functions of a task setting management unit according to a preferred embodiment of the present invention.
5 is a block diagram showing the functions of a task manager component according to a preferred embodiment of the present invention.
6 is a block diagram showing the functions of an assignment document management unit according to a preferred embodiment of the present invention.
7 is a block diagram showing the functions of an intermediate result input unit according to a preferred embodiment of the present invention.
8 is a block diagram showing the functions of an intermediate result analysis unit according to a preferred embodiment of the present invention.
9 is a diagram showing an artificial intelligence model based on a convolutional neural network (CNN) for calculating an image change rate according to a preferred embodiment of the present invention.
10 is a block diagram showing the functions of an intermediate result evaluation unit according to a preferred embodiment of the present invention.
11 is a block diagram showing the functions of a final result evaluation unit according to a preferred embodiment of the present invention.

Hereinafter, an embodiment in which a person skilled in the art can easily practice the present invention will be described in detail with reference to the accompanying drawings. However, in the detailed description of the operating principle of the preferred embodiment of the present invention, if it is determined that a detailed description of a related known function or configuration may unnecessarily obscure the subject matter of the present invention, the detailed description will be omitted.

In addition, the same reference numerals are used for parts having similar functions and actions throughout the drawings. Throughout the specification, when a part is said to be connected to another part, this includes not only the case where it is directly connected, but also the case where it is indirectly connected with another element interposed therebetween. In addition, including a certain component does not exclude other components unless otherwise stated, but means that other components may be further included.

Hereinafter, a smart research and development project management system according to the present invention will be described with reference to the accompanying drawings.

Figure 3 is a block diagram showing the overall configuration of a smart research and development project management system according to a preferred embodiment of the present invention.

As shown in FIG. 3, the smart research and development task management system according to the present invention includes a user terminal 10, a SaaS-based cloud server 20 that operates software, and various reports and It consists of an assignment storage server 30 that stores results and the like.

First, the user terminal 10 on which the client program is loaded is not limited as long as it is a general PC operating in a Windows environment or a terminal of various types, but may preferably be a mobile terminal having an app-based user interface. On the other hand, the user may be a developer or researcher belonging to the task management staff of the control management department and the demand department mentioned in FIG. 2, or a developer or researcher who actually performs R&D tasks belonging to a task performing institution or a cooperative institution.

The SaaS (Software as a Service)-based cloud server 20 is a kind of server that performs application services operated in a cloud environment. and a platform through virtualization, etc. may be provided.

Although not shown in FIG. 3, between the user terminal 10 and the cloud server 20, an intrusion prevention system (IPS: 　 Instruction Protection System) and a web application firewall (WAF: 　 Web Application Firewall) may be provided.

In addition, the task storage server 30 may store various documents, programs, and (moving) images generated during task performance, and may further include a separate media storage server for storing media-related videos.

Again, in FIG. 3, the task management means implemented as an application program in the cloud server 20 creates the user terminal connection unit 100 for connection with the user terminal 10, the details and management procedures of the created task, and the task manager A task management unit 200 that selects, an intermediate task decision unit 300 that evaluates the performance result of the intermediate task through input and analysis of the intermediate task result, and a final task that evaluates the input of the final task result and the performance result of the final task It consists of a determination unit 400 and an assignment result storage unit 500 that stores assignment results in the assignment storage server 30 .

The user terminal connection unit 100 provides an HTTP-based interface for connection with the user terminal 10 to deliver or share documents such as various reports and work diaries related to task execution, images and programs for task results, etc. provide means

In addition, the task management unit 200 includes a task management setting unit 210 for registering basic information of the task, an execution schedule and budget, a task manager composition unit 220 for designating a manager and management group for managing the task, and task execution. and a task document management unit 230 that manages the input, storage, or output of documents generated during the process.

The intermediate task determination unit 300 includes an intermediate result input unit 310 that receives an intermediate result of the task from a task performer, an intermediate result analyzer 320 that analyzes the intermediate result of the task, and an intermediate result evaluation unit that evaluates the analyzed intermediate result. (330).

In addition, the final task judging unit 400 comprehensively checks whether the final result input unit 410 receives the final result, evaluates the input final result, and submits the result to be submitted at the time of task planning, and evaluates the final result. includes section 420 .

The task result storage unit 500 converts the task result input through the intermediate result input unit 310 and the final result input unit 410 into a DB and stores it in the task storage server 30, and controls the access rights and security procedures of the task manager. It controls and provides and manages queries for search.

4 is a block diagram showing the functions of the task setting management unit 210 according to a preferred embodiment of the present invention, and FIG. 5 is a block diagram showing the functions of the task manager component 220 according to a preferred embodiment of the present invention. 6 is a block diagram showing the functions of the task document management unit 230 according to a preferred embodiment of the present invention.

Referring to FIG. 4 , the task setting management unit 210 includes a schedule management setting unit 211, a budget details setting unit 212, an institution information setting unit 213, and a personal information setting unit 214.

The schedule management setting unit 211 is a means of registering the overall schedule according to the task after the task is selected, and the start/end time of the task described in the task proposal, the time of submission of intermediate results according to the development schedule, the meeting/report schedule, etc. You can register the main schedule of In addition, according to the schedule registered in the schedule management setting unit 211, not only alarms are generated, but scheduled schedules are notified in advance, or notifications and warnings according to schedule delays are generated to notify the person in charge of performing the task or the person in charge of managing the task.

The budget details setting unit 212 registers the details of the project budget determined after the proposal and selection of the task, and can confirm in advance whether or not the cost executed during the task execution process is appropriately used and the cost execution rate.

The agency information setting unit 213 receives the registration of the financial status or external change factors of the project performing organization and partner organizations, checks the stable state of the organization from time to time, and can smoothly carry out the task. can be notified.

The personal information setting unit 214 pre-registers the personal information of the development researcher belonging to the task-performing organization and partner organization and performs the task, detects in advance when there is a disruption in task performance due to leave or resignation, and responds accordingly. enable action to be taken against it.

However, it is not limited to the above functional means provided in the task management setting unit 210, and various other factors that may affect task management can be easily added at the level of a skilled person.

Referring to FIG. 5 , the task manager configuration unit 220 includes an administrator group setting unit 221, an administrator setting unit 222, and an approval procedure setting unit 223.

The management form of the task management department for general R&D task management and the actual task demand department for future use of the task being performed may be different. In particular, the demand department may change the specifications as needed in the course of performing the task, or may be a group that makes practical qualitative judgments and approvals for the task results. In addition, it is necessary to establish a management system for these institutions in advance as it can be composed of a researcher performing the task, an intermediate manager, and a general task manager who oversees the task in the task performing organization or partner organization.

The management group setting unit 221 may set such a management group in advance according to the type of R&D task.

The manager setting unit 222 may pre-designate a person in charge for task management within the management group set by the manager group setting unit 221 and allocate data access rights and security levels to the designated manager.

The approval procedure setting unit 223 may systematically manage review and approval of overall task execution by setting a report, reference, or approval line for designated managers in advance.

Referring to FIG. 6 , the task document management unit 230 includes an assignment diary management unit 231, a report management unit 232, a meeting record management unit 233, and an assignment fee management unit 234.

The task log management unit 231 may systematically store and manage a task performer's task progress or review items periodically according to a certain period of time, reorganize a digitalized document, and manage it so that a manager can share it.

The report management unit 232 is a means of managing various reports according to task performance, and can systematically manage the receipt and registration of reports and the approval of the corresponding reports, and can notify the report reception status so that the manager can share. .

The meeting minutes management unit 233 receives meeting minutes generated by a business meeting and stores and manages them so that managers who do not attend the meeting can share them.

The task cost management unit 234 may provide a means for immediately receiving input of costs incurred in the task performance process, and monitor the task performance status based on this.

Figure 7 is a block diagram showing the function of the intermediate result input unit according to a preferred embodiment of the present invention, Figure 8 is a block diagram showing the function of the intermediate result analysis unit according to a preferred embodiment of the present invention, Figure 9 is the present invention It is a diagram showing an artificial intelligence model based on a convolutional neural network (CNN) that calculates an image change rate according to a preferred embodiment of the present invention, and FIG. 10 is a block diagram showing the functions of an intermediate result evaluation unit according to a preferred embodiment of the present invention. am.

As shown in FIG. 7 , the intermediate result input unit 310 includes an image input unit 311 , a program code input unit 312 and a numerical input unit 313 .

The image input unit 311 periodically receives information about the shooting time, the captured image, and the property of the image for the intermediate result generated in the course of performing the task, and transmits information to the task storage server 30 by the task result storage unit 500. Save. These captured images are very important intermediate results in determining the progress of a task at the construction site or prototype production stage, and can be usefully used when it is impossible to accurately determine the progress of a task only with reports and work diaries.

Similarly, the program code input unit 312 also receives and stores intermediate results generated in the process of developing program codes, and also can be usefully used as a backup in terms of version management through this.

The numerical input unit 313 may receive and store various numerical results generated during performance improvement or inspection during task performance, and determine the progress of the task through these numerical values.

Referring to FIG. 8 , the intermediate result analysis unit 320 includes an image analysis unit 321 , a program code analysis unit 322 and a numerical analysis unit 323 .

The image analyzer 321 compares the degree of change of the images periodically input to the image input unit 311 while performing the task, and provides a function of automatically checking progress. In particular, when a plurality of tasks are simultaneously progressing, it is possible to improve the fact that it is difficult for the task manager to directly check the progress of all tasks individually, and the task performer may also have the burden of faithfully performing the tasks.

9 is a basic structure of an artificial neural network based on a Convolution Neural Network (CNN), which is a kind of deep learning-based learning algorithm, and is a model for calculating the degree of change between two images having a parallax.

The basic model of a general convolutional neural network is in charge of a convolution layer that extracts local features by calculating various convolutions using a filter on an image and a downsampling function that reduces data size while maintaining spatial information. It is characterized in that it includes a multilayer neural network of Fully-Connected (FC) for a pooling layer (Pooling layer or subsampling layer) and final classification.

Since the structure of such a convolutional neural network is a known neural network model and can be easily implemented through various development tools such as TensorFlow or Pytorch, a detailed description thereof will be omitted.

As shown in FIG. 9, the convolutional neural network model 321 includes two feature extraction units composed of a convolutional layer for extracting features of an image and a pooling layer for reducing data size, and a final image change degree for determining the degree of change. It is composed of one full connection layer (FC). Here, the degree of change between the two images preferably means measuring the degree of similarity between the two images.

Each of the two input images to be compared is provided as an input to the feature extraction unit. Although the two-dimensional pixel information constituting the image may be input, values after image conversion such as Fourier transform and wavelet transform may be provided as input, , This is not particularly limited because it can be easily changed at the level of a person skilled in the art.

Again, in FIG. 8, the program code analyzer 322 analyzes the program code of the function block unit generated in the program development stage, and compares the previously input program code with the added, deleted, or changed part in the function block unit as one. It can be created and managed as a list, and used as an element to check progress.

In addition, the numerical analysis unit 323 may determine the degree of improvement by analyzing related measured numerical values when trying to confirm the level of performance or quality of a product that can be confirmed in the task progress stage in the middle stage of the task. For example, in the case of a research and development project managing water treatment based on artificial intelligence, the degree of water quality improvement can be expressed numerically in the learning stage and continuously monitored, and the progress of the task can be confirmed through this.

In this way, the intermediate product analysis unit 320 may be configured with analysis means in various forms according to the type and nature of the intermediate product, and since various modifications are possible at the level of a person skilled in the art, there is no particular limitation.

Referring to FIG. 10 , the intermediate result evaluation unit 330 includes a progress evaluation unit 331 , a verification/approval unit 332 and a supplementary instruction unit 333 .

The progress evaluation unit 331 performs a function of checking the progress of intermediate results generated in the middle stage of task execution based on the schedule during the task execution period input from the schedule management setting unit 211 . Mainly, depending on the nature and type of the task, it can be selectively determined through the image, program, or numerical value analyzed by the intermediate result analysis unit 320, and the degree of progress according to the analysis result can be evaluated.

Verification and approval of the evaluation results are performed by the verification/approval unit 332. If numerical determination cannot be clearly made, the task manager can directly evaluate and verify the intermediate results.

For example, the captured image for the intermediate result determines the degree of change from the previously captured image. When uploading the image, it is necessary to refer to the immediately preceding image and record the background or the shooting angle and distance to be similar, and the degree of change If is out of a certain threshold, the task manager may request re-photographing by comparing the two images.

The supplementary instruction unit 333 may instruct the task performer to supplement when a condition that cannot be evaluated by the progress evaluation unit 331 occurs or additional supplementary matters occur in the verification/approval unit 332 .

11 is a block diagram showing the functions of the final result evaluation unit 420 according to a preferred embodiment of the present invention.

Although not shown in FIG. 11, the final result input unit 410 has the same configuration as the image input unit 311 and the program code input unit 312 included in the intermediate result input unit 310, and an image corresponding to the final result according to the completion of the task. However, a comprehensive report according to the program code and final result can be input.

Referring to FIG. 11 , the final product evaluation unit 420 includes a final evaluation unit 421 and an authentication/approval unit 422 . The final evaluation unit 421 performs a function of confirming whether the final result planned at the time of the task proposal is submitted, performs a function of requesting additional results when there is an unsubmitted result, and sends the final result through the task result storage unit 500. can be requested to be saved.

In addition, the authentication/approval unit 422 may proceed with approval according to the payment procedure described in the approval procedure setting unit 223 .

So far, the present invention has been described with reference to specific examples. However, those skilled in the art to which the present invention pertains will be able to perform various applications and modifications within the scope of the present invention based on the above information.

10: user terminal
20: cloud server
30: assignment storage server
100: user terminal connection unit
200: assignment management department
210: task management setting unit
220: task manager component
230: assignment document management department
300: Intermediate assignment judging unit
310: intermediate result input unit
320: intermediate result analysis unit
330: intermediate result evaluation unit
400: final task judging unit
410: final result input unit
420: final result evaluation unit
500: assignment result storage unit

Claims (13)

user terminal;
cloud server; and
Including an assignment storage server that stores assignment results generated during the research and development process,
The cloud server includes a user terminal connection unit for accessing the user terminal;
A task management unit that creates details and management procedures of R&D tasks and selects task managers;
an intermediate task judging unit that evaluates the performance result of the intermediate task through input and analysis of the intermediate task result;
a final task judging unit that finally evaluates the input of the final task result and the task performance result; and
It consists of an assignment result storage unit for storing the assignment result in the assignment storage server,
The task management unit generates a schedule that occurs during the R&D task execution period, inputs R&D task budget items and amounts, inputs company information that performs the R&D task, and tasks management setting unit for entering the history information of the task performer;
A task manager composition unit that selects managers who manage R&D tasks and managers of task demand departments that use the tasks to be performed, designates a management group, and designates procedures for checking and approving the progress of R&D tasks; and
It includes an assignment document management unit that manages by inputting, storing, and sharing performance diaries, reports, assignment details, meeting schedules, and meeting contents that occur during R&D assignments,
The intermediate task judging unit includes an intermediate result input unit that receives numerical values representing the performance or quality of images, program codes, and products, which are one of the intermediate task results generated during the execution of the R&D task;
An image analysis unit that compares changes in the images to check whether the task is progressing, analyzes the program code, compares it with previously entered program codes, and creates a list of added, deleted, or changed parts in functional block units Intermediate product analysis unit including a code analysis unit to manage; and
An authenticity evaluation unit that evaluates the progress of the intermediate task results generated in the middle stage of task performance based on the schedule during the input task performance period. After verifying and approving the evaluated results, a condition that cannot be evaluated occurs. Including,
The change of the images is obtained by measuring the similarity between the two images by using the wavelet-transformed value of the two images with a parallax as an input of the deep learning-based convolutional neural network, and the supplementary indicator indicates that the similarity exceeds the threshold. In this case, further comprising means for comparing the two images and requesting re-photographing,
The program code is a smart research and development project management system, characterized in that used as a backup in terms of version management. delete delete delete delete delete delete delete delete delete delete According to claim 1,
The final task determining unit may include a final result input unit that receives the final task result performed by a task performer; and
Including the final result evaluation unit,
The final result evaluation unit final evaluation unit for approving and evaluating the final task result performed by the task performer; and
Smart research and development project management system, characterized in that it comprises an authentication / approval unit for authenticating and approving the results evaluated by the final evaluation unit. According to claim 1,
The cloud server is a SaaS-based cloud server, and is a redundant server equipped with a load balancing unit, and an intrusion prevention system and a web application firewall to prevent hacking of the task result are provided between the user terminal and the cloud server. A smart research and development project management system.