• Title/Summary/Keyword: 서비스 기반 아키텍처

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A Study of how LLM-based generative AI response data quality affects impact on job satisfaction (LLM 기반의 생성형 AI 응답 데이터 품질이 업무 활용 만족도에 미치는 영향에 관한 연구)

  • Lee Seung Hwan;Hyun Ji Eun;Gim Gwang Yong
    • Convergence Security Journal
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    • v.24 no.3
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    • pp.117-129
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    • 2024
  • With the announcement of Transformer, a new type of architecture, in 2017, there have been many changes in language models. In particular, the development of LLM (Large language model) has enabled generative AI services such as search and chatbot to be utilized in various business areas. However, security issues such as personal information leakage and reliability issues such as hallucination, which generates false information, have raised concerns about the effectiveness of these services. In this study, we aimed to analyze the factors that are increasing the frequency of using generative AI in the workplace despite these concerns. To this end, we derived eight factors that affect the quality of LLM-based generative AI response data and empirically analyzed the impact of these factors on job satisfaction using a valid sample of 195 respondents. The results showed that expertise, accessibility, diversity, and convenience had a significant impact on intention to continue using, security, stability, and reliability had a partially significant impact, and completeness had a negative impact. The purpose of this study is to academically investigate how customer perception of response data quality affects business utilization satisfaction and to provide meaningful practical implications for customer-centered services.

Space Reengineering and Amended UML Approach to Requirement Analysis for Ubiquitous Smart Space Development (유비쿼터스 지능 공간 요구분석을 위한 공간재설계법 및 수정된 UML 접근법)

  • Kwon, Oh-Byung;Lee, Nam-Yeon;Sim, Jae-Mun
    • The Journal of Society for e-Business Studies
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    • v.12 no.4
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    • pp.99-125
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    • 2007
  • Recently, as the development of Ubiquitous Smart Space (USS) such as U-City is proliferating, preparing a development methodology dedicated to USS characteristics has become one of the crucial issues to increase the productivity of the USS projects. However, since the legacy development methodologies such as traditional UML do not consider the critical components of ubiquitous computing space such as context-awareness, service oriented architecture and multi-agent communication, they are not optimized for USS analysis and design. Hence, the purpose of this paper is to propose a USS-sophisticated development methodology. To do so, a hybrid approach, BPR-USS for space reengineering and UML-USS by amending UML with corresponding toolkit based on StarUML has been implemented. To show the feasibility of the approach described in this paper, an illustrative example with an actual USS development project for a multiplex space in Seoul is shown.

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A Method of Test-bed Implementation for ASBU-Based Integrated Aeronautical Data Management Network (ASBU기반의 항공데이터 종합관리망 테스트베드 구축방안)

  • Kim, Jin-Wook;Yoon, In-Sup;Kim, Sang-Uk;Chung, Jae-Hak;Choi, Sang-Bang;Park, Hyo-Dal
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.17 no.11
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    • pp.2668-2676
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    • 2013
  • International Civil Aviation Organization adopted the program to improve performance of aviation-related data systems through the ASBU for 20 years from 2013. Research and development for integrated management network of aeronautical telecommunication data through SWIM(System Wide Information Management) technology which is part of program, are being progressed in the United States and European countries. Therefore, in this paper, we suggest a method of testbed implementation based on technology of aeronautical data services architecture applied the concept of SOA(Service Oriented Architecture), development of future data management model for integrated management of aeronautical data, and development of user-centric integrated aeronautical data management network through adapter technology for interoperating legacy aeronautical data system to develop even technology with development trends of advanced countries.

The Design of Automated System for Ubiquitous Healthcare Examination (유비쿼터스 기반의 건강진단 자동화 시스템의 설계)

  • Kung, Sang-Hwan
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.8 no.3
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    • pp.541-548
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    • 2007
  • The workflow, one of core features for modern business operation, models common elements and their relationships in business processes. The research is focused on how to adapt the workflow model to the healthcare examination which becomes popular these days. Especially, we intend to have fully automated process for healthcare examination by providing customers with PDA with RFTD chip. In order to realize this goal, this paper proposes the design of software architectures the class structures, and the definition of messages used for the system interactions. In other word, the paper shows the analysis of healthcare application in terms of service scenario and the design of workflow engine ant ubiquitous healthcare application under the Object-Oriented programming environment. the The result of the study may also enable the unmanned healthcare examination as well as ubiquitous based healcare examination sooner or later.

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A Study on File Sharing Mechanism for Network Energy Efficiency: Designing & Implementation Proxying System (네트워크 에너지 효율향상을 고려한 File Sharing 기술 연구)

  • Yun, Jung-Mee;Lee, Sang-Hak
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.4 no.2
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    • pp.135-140
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    • 2011
  • Currently, studies have show that the network related energy consumption are increasing. and part of overall energy consumption of our society are too. So, that is important to look for energy-efficient network applications and protocols. A most of network energy consumption are due to network edge devices. in this paper, in order to cut down the emissions of carbon dioxide from ICT business, which contributes 2% of the global energy consumption, it is necessary to understand energy consumption in peer-to-peer system. In this paper, in this paper we propose a architecture based on the introduction of a p2p proxy. The model is analyzed analytically and numerically to reveal how these factors influence the overall power consumption in both steady state and flash crowd information exchange scenarios. Specifically, our results show that the proxy-based solution can provide up to 50% reduction in the energy consumption and, at the same time, a significant reduction in the average file download time.

A Study on the e-Government Interoperability Framework Based on IT life cycle and EA (정보화 생명주기 및 전사적아키텍처(EA) 기반의 전자정부 상호운용성 프레임워크 연구)

  • Kang, Dong-Seok;Shin, Shin-Ae;Jung, Seung-Ho;Choi, Young-Jin
    • The KIPS Transactions:PartD
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    • v.16D no.2
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    • pp.257-264
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    • 2009
  • The purposes of e-Government are to connect government agencies without boundary, and to deliver better quality e-services to citizens. The frontier countries try to reach the e-Government goals using Government Interoperability Framework(GIF). Even though Korea also has interoperability regulations, that is obscure. So we have some limitations to take the e-Government interoperability advantages. This study analyzes the cases of advanced countries (EU, U.S., U.K., and Australia), and reviews Korea's regulations. After that, we suggest EA based Korean e-Government Interoperability Framework(K-GIF), that is to manage the interoperability from business to information technology over the whole IT life cycle.

Analysis of Data Isolation Methods for Secure Web Site Development in a Multi-Tenancy Environment (멀티테넌시 환경에서 안전한 웹 사이트 개발을 위한 데이터격리 방법 분석)

  • Jeom Goo Kim
    • Convergence Security Journal
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    • v.24 no.1
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    • pp.35-42
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    • 2024
  • Multi-tenancy architecture plays a crucial role in cloud-based services and applications, and data isolation within such environments has emerged as a significant security challenge. This paper investigates various data isolation methods including schema-based isolation, logical isolation, and physical isolation, and compares their respective advantages and disadvantages. It evaluates the practical application and effectiveness of these data isolation methods, proposing security considerations and selection criteria for data isolation in the development of multi-tenant websites. This paper offers important guidance for developers, architects, and system administrators aiming to enhance data security in multi-tenancy environments. It suggests a foundational framework for the design and implementation of efficient and secure multi-tenant websites. Additionally, it provides insights into how the choice of data isolation methods impacts system performance, scalability, maintenance ease, and overall security, exploring ways to improve the security and stability of multi-tenant systems.

Collaborative Filtered Enhanced Recommendation System Using BERT (BERT를 이용한 협업 필터링 강화 추천 시스템)

  • Jin-Bae Kim;Young-Gon Kim;Jung-Min Park
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.24 no.5
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    • pp.61-67
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    • 2024
  • In recent years, artificial intelligence and deep learning technologies have made significant advances, and the BERT model has been recognized for its excellent contextual understanding in natural language processing based on the transformer architecture. This performance has the potential to take traditional recommendation systems to the next level. In this study, we adopt an approach that combines a collaborative filtering approach with a deep learning model to improve the performance of recommendation systems. Specifically, we implemented a system that uses BERT to analyze the sentiment of user reviews and embed users based on these review sentiments to find and recommend users with similar tastes. In the process, we also utilized Elasticsearch, an open-source search engine, for quick search and retrieval of recommended results. The approach of analyzing users' textual data to increase the accuracy and personalization of recommendations will play an important role in improving the user experience on various online services in the future.

Spatial-Sensor Observation Service for Spatial Operation of GeoSensor (GeoSensor의 공간연산을 확장한 Spatial-Sensor Observation Service)

  • Lee, Hyuk;Lee, Yeon;Chung, Weon-Il;Bae, Hae-Young
    • Journal of the Korea Society of Computer and Information
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    • v.16 no.11
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    • pp.35-44
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    • 2011
  • Advances in science and technology have made a lot of changes in our life. Especially, sensors have used in various ways to monitor in real time and analyze the world effectively. Traditional sensor networks, however, have used their own protocols and architecture so it had to be paid a lot of additional cost. In the past 8 years, OGC and ISO have been formulating standards and protocols for the geospatial Sensor Web. Although the OGC SWE initiatives have deployed some components, attempts have been made to access sensor data. All spatial operations had to calculate on the client side because traditional SOS architecture did not consider spatial operation for GeoSensor. As a result, clients have to implement and run spatial operations, and it caused a lot of overload on them and decreased approachableness. In this paper we propose S-SOS for in-situ and moving GeoSensor that extends 52 North SOS and provides spatialFilter and spatialFinder operations. The proposed S-SOS provides an architecture that does not need to edit already deployed SOSs and can add spatial operations as occasion. Additionally we explain how to express the spatial queries and to be used effectively for various location based services.

A Study on Open Source Transition Strategy of Record System (기록시스템의 오픈소스화 전략 연구)

  • An, Dae-jin;Yim, Jin-hee
    • The Korean Journal of Archival Studies
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    • no.52
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    • pp.119-170
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    • 2017
  • This study aims to analyze the environment for the open-source records system and to identify the risk and requirements for the success of the strategy in Korea. For this, Chapter 2 presented a review of the strategic benefits of open source to public organizations, developers, and users. It also discussed the process of cooperatively developing and releasing the source code and the technology infrastructure supporting open source. In Chapter 3, six representative open-source projects in the field of records management were selected, and case studies were conducted. To derive comprehensive implications, we have divided the main development body of open-source projects into international organizations, international cooperation systems, national archives, and software development companies. We also analyzed the background and purpose of each project, the agents of development and funding, the governance model, the development period and cost, the business model and software architecture, the community composition, and the licensing strategy. Through this, we have derived four critical success factors. In terms of technology, a component-based design was required; therefore, we proposed a microservice architecture and a model-view-controller design pattern. Next, it was necessary to reestablish system requirements of records center and archives. Moreover, we also proposed a dual licensing strategy to allow developers to easily participate in open-source projects. Lastly, we emphasized a strong governance structure and an effective cooperation framework to create a sustainable community. For a record system to be open-source successfully in an organization-centered market, the roles of software developers and end users should be exercised more in the community. To achieve this, it is important to build various collaborative tools and development infrastructure from a planning stage to a centralized one.