KR-20260062804-A - Server implementing AI agent-based aerospace certification data quality and user experience analytics

Abstract

The present invention relates to a server that implements AI agent-based aerospace authentication data quality and user experience analysis. Furthermore, the present invention relates to an operating server and method for a solution providing detailed certification information for the aerospace sector, and more specifically, to an operating server and method for a solution providing detailed certification information for the aerospace sector that provides detailed certification details for products and solutions according to the characteristics of the aerospace industry.

Inventors

• 김재범
• 노재현
• 최호준

Assignees

• 주식회사 준스엔지니어링
• 한국생산기술연구원

Dates

Publication Date

20260507

Application Date

20250625

Claims (1)

1. At least one processor; and The above includes a memory that stores instructions instructing at least one processor to perform at least one step, and The above at least one step is, Step of receiving aerospace certification data information from an external server; A step of receiving user experience information from an external server; Calculate an authentication data collection information score from the weighted sum of an authentication data source coverage ratio normalized to 0 to 1 by dividing the amount of collected authentication data among the received aerospace authentication data information by the total possible amount of authentication data, a data collection automation rate representing the proportion of automated systems in the data collection process, and a data normalization rate representing the proportion of data in different formats converted into a standardized format. An authentication data analysis information score is calculated from the weighted sum of search and response time, which is the time taken to provide information requested by a user; real-time authentication status tracking reflection speed, which is the time taken to reflect changes in authentication status in real time; and authentication standard change detection rate, which is the rate of detecting changed aerospace authentication data. A step of calculating an aerospace certification data information score from the weighted sum of the calculated certification data collection information score and the certification data analysis information score; Among the received user experience information, a user interface response information score is calculated from the weighted sum of the UI loading time, calculated as the time it takes for the screen to load when the user first accesses the solution; the interface response time, calculated as the time it takes for the system to respond when the user makes a specific input; and the user error rate, calculated as the frequency of errors experienced by the user. Calculate a certification personalization information score from the weighted sum of the customized certification report generation time, calculated as the time required to generate a certification report according to user requirements; the information provision cycle, calculated as the frequency of providing aerospace certification information to users; and the user revisit rate, calculated as the frequency of users repeatedly using the platform. A step of calculating a user experience information score from the weighted sum of the calculated user interface response information score and the authentication personalization information score; A step of calculating an authentication information optimization score from the weighted sum of the calculated aerospace authentication data information score and the user experience information score; and Update cycle adjustment weight, which is a predetermined weight value between 1 and 2, to adjust the sensitivity of change of the update cycle adjustment factor to the calculated certification information optimization score. By multiplying by, the above update cycle adjustment coefficient is calculated, and The method includes the step of calculating an adjusted aerospace certification data update cycle by dividing the aerospace certification data update cycle, which is the data update verification cycle for maintaining the aerospace certification data in an up-to-date state, by the calculated update cycle adjustment coefficient, by checking whether the aerospace certification data is updated. The method further comprises the step of calculating the operating cost of the predicted solution from the product of the calculated adjustment aerospace certification data update cycle and the unit update average cost, which is the average cost of the total sum of costs required to update aerospace certification data over a predetermined period, the product of the daily average data throughput and the system complexity coefficient, and the product of the value calculated by dividing the number of active users by the number of maximum users. The above aerospace certification data information score and the above user experience information score are, A server characterized by being produced through an artificial intelligence learning model including supervised learning, unsupervised learning, reinforcement learning, CNNs (Convolutional Neural Networks), RNNs (Recurrent Neural Networks), LSTMs (Long Short-Term Memory Networks), Natural Language Processing (NLP), Decision Support Systems (DSS), and predictive analytics.

Description

Server implementing AI agent-based aerospace certification data quality and user experience analytics The present invention relates to a server that implements AI agent-based aerospace authentication data quality and user experience analysis. Furthermore, the present invention relates to an operating server and method for a solution providing detailed certification information for the aerospace sector, and more specifically, to an operating server and method for a solution providing detailed certification information for the aerospace sector that provides detailed certification details for products and solutions according to the characteristics of the aerospace industry. The aerospace industry is a field that demands a high level of safety and reliability, requiring rigorous certification procedures for various aircraft and related equipment. In particular, the aerospace sector must comply with numerous regulations, standards, and guidelines; violations can result in severe legal and economic sanctions and difficulties in commercialization. For this reason, it is necessary to accurately and promptly secure and provide detailed information regarding certification during the development, manufacturing, and operation phases of aerospace products. Conventional methods for providing certification information rely primarily on manual and fragmentary data management, and they suffer from limitations such as data compatibility issues across various systems, difficulties in real-time information updates, and a lack of efficient analysis and provision regarding vast certification requirements. Furthermore, due to the nature of the industry, relying on expert experience to verify limited sources of certification information and follow procedures has frequently led to encounters with unexpected regulatory hurdles. Consequently, these limitations may result in certification-related information not being provided in a timely manner, or delays in the certification process caused by inaccurate data. Furthermore, in the aerospace sector, the complexity of certification-related information management is increasing as certification for various components, materials, and processes is highly complex and it is often mandatory to meet the regulations of multiple national and international certification bodies. In addition, conventionally, companies intending to develop, produce, and sell products and components in the aerospace sector had to use existing general-purpose search sites to search for certifications related to the product, identify certification documents provided by the FAA, EASA, KCAA, etc. from the search results, and if necessary, purchase paid documents to search and analyze the contents of the certification documents in order to understand the product development and certification acquisition process. This process was inconvenient as it was mainly performed directly by specialized personnel. Next, once the development of products and components was completed, it was necessary to individually search for testing institutions capable of conducting certification tests according to individual certification requirements and to inquire whether the required tests could be performed. Nevertheless, although some information regarding the availability of tests is disclosed, there are cases where certain institutions do not provide the tests for specific reasons. In fact, due to the shortage of aviation-related certification testing facilities domestically, there has been the inconvenience of having to proceed with testing procedures by indirectly contacting overseas certification testing institutions through aviation-related government agencies or by contacting the relevant overseas testing institutions directly. Accordingly, since certification information plays an important role in the maintenance and lifecycle management of aircraft and related systems, there is a need for research on solutions that can systematically manage and quickly access related information. Other aspects, features, and benefits of specific preferred embodiments of the present invention, as described above, will become more apparent from the following description in conjunction with the accompanying drawings. FIG. 1 is an exemplary diagram showing the operating environment of an aerospace sector certification detailed information provision solution operation server according to one embodiment of the present invention. Figure 2 is an example diagram illustrating an example of an operating server for a solution providing detailed certification information for the aerospace sector. Figure 3 is an example diagram illustrating the operation of a solution for providing detailed certification information for the aerospace sector. Figure 4 is a hardware configuration diagram for the operation server of the aerospace sector certification detailed information provision solution according to Figure 1. It should be noted that in the drawings above, similar re