• Title/Summary/Keyword: 엔지니어링 모델

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Prompt Engineering for Dark Web Ecosystem Analysis Based on Generative Artificial Intelligence (생성형 인공지능 기반의 다크웹 생태계 분석을 위한 프롬프트 엔지니어링)

  • Eun-Seon Ryu;Kyu-na Park;Seo-Yi Baik;Seongmin Kim
    • Proceedings of the Korea Information Processing Society Conference
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    • 2024.05a
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    • pp.646-647
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    • 2024
  • 사이버 범죄가 증가함에 따라 익명성을 보장하는 암시장인 다크웹 내 불법적인 활동에 대한 모니터링의 중요성이 커졌다. 최근 다양한 분야에서 ChatGPT 의 쓰임이 주목받고 있듯이 다크웹에서도 전용 GPT 가 등장하였으며, 다크웹 생태계를 분석하고 정보를 수집하는데 이러한 다크웹 전용 생성형 인공지능 모델을 활용할 수 있다. 본 연구에서는 다크웹 GPT 에서 불법 행위와 관련된 질의를 통해 정보를 수집하고 해당 정보가 표면웹과 다크웹 상에서 다르게 쓰이고 있음을 확인함으로써 수사를 위한 다크웹 전용 GPT 활용 가능성 및 프롬프트 엔지니어링의 필요성을 탐구한다.

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A Case Study on Work Breakdown Structure(WBS) in Constructing the integrated computing environment of the e-Government (전자정부의 통합전산환경 구축을 위한 작업분할구조(WBS)의 사례연구)

  • Park, Jae-Won;Kim, Don-Gyu;Choi, Jae-Hyun;Lee, Nam-Yong
    • The Journal of Society for e-Business Studies
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    • v.12 no.2
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    • pp.31-45
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    • 2007
  • Over the past decades, there have been numerous studies for approaches to build and operate electronic government systems. Among those studies, work breakdown structure(WBS) has been gained attention increasingly. As a general system engineering techniques. WBS is a kind of methods to engineer and manage electronic government systems effectively. WBS is to organizes tasks and data items for management and engineering for electronic government systems. In this paper, the authors proposed a conceptual WBS model for management and engineering electronic government systems. Also, the authors conducted a case study based on the conceptual WBS model. The results of this study provide useful insights and guidelines for applying the WBS to management and engineering for electronic government systems. The authors believed that the conceptual WBS models will be widely used to management and engineering an electronic government systems.

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Development of Plant Engineering Analysis Platform using Knowledge Base (지식베이스를 이용한 플랜트 엔지니어링 분석 플랫폼 개발)

  • Young-Dong Ko;Hyun-Soo Kim
    • The Journal of Bigdata
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    • v.7 no.2
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    • pp.139-152
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    • 2022
  • Engineering's work area for plants is a technical area that directly affects productivity, performance, and quality throughout the lifecycle from planning, design, construction, operation and disposal. Using the different types of data that occur to make decisions is important not only in the subsequent process but also in terms of cyclical cost reduction. However, there is a lack of systems to manage and analyze these integrated data. In this paper, we developed a knowledge base-based plant engineering analysis platform that can manage and utilize data. The platform provides a knowledge base that preprocesses previously collected engineering data, and provides analysis and visualization to use it as reference data in AI models. Users can perform data analysis through the use of prior technology and accumulated knowledge through the platform and use visualization in decision-support and systematically manage construction that relied only on experience.

Prompt-based Data Augmentation for Generating Personalized Conversation Using Past Counseling Dialogues (과거 상담대화를 활용한 개인화 대화생성을 위한 프롬프트 기반 데이터 증강)

  • Chae-Gyun Lim;Hye-Woo Lee;Kyeong-Jin Oh;Joo-Won Sung;Ho-Jin Choi
    • Annual Conference on Human and Language Technology
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    • 2023.10a
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    • pp.209-213
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    • 2023
  • 최근 자연어 이해 분야에서 대규모 언어모델 기반으로 프롬프트를 활용하여 모델과 상호작용하는 방법이 널리 연구되고 있으며, 특히 상담 분야에서 언어모델을 활용한다면 내담자와의 자연스러운 대화를 주도할 수 있는 대화생성 모델로 확장이 가능하다. 내담자의 상황에 따라 개인화된 상담대화를 진행하는 모델을 학습시키려면 동일한 내담자에 대한 과거 및 차기 상담대화가 필요하지만, 기존의 데이터셋은 대체로 단일 대화세션으로 구축되어 있다. 본 논문에서는 언어모델을 활용하여 단일 대화세션으로 구축된 기존 상담대화 데이터셋을 확장하여 연속된 대화세션 구성의 학습데이터를 확보할 수 있는 프롬프트 기반 데이터 증강 기법을 제안한다. 제안 기법은 기존 대화내용을 반영한 요약질문 생성단계와 대화맥락을 유지한 차기 상담대화 생성 단계로 구성되며, 프롬프트 엔지니어링을 통해 상담 분야의 데이터셋을 확장하고 사용자 평가를 통해 제안 기법의 데이터 증강이 품질에 미치는 영향을 확인한다.

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Model setup and optimization of the terminal rise velocity of microbubbles using polynomial regression analysis (다항식 회귀분석을 이용한 마이크로 버블의 종말상승속도 모델식 구축 및 운전조건 최적화)

  • Park, Gun-Il;Kim, Heung-Rae;Cho, Il Hyoung
    • Journal of the Korean Applied Science and Technology
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    • v.35 no.4
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    • pp.1393-1406
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    • 2018
  • In this study, three parameters (Pressure ($X_1$), Airflow rate ($X_2$), Operation time ($X_3$)) were experimentally designed and the predicted model and optimal conditions were established by using the terminal rise velocity of the microbubbles as the response value. The polynomial regression analysis showed that the optimum value for the terminal rise velocity at the Pressure ($X_1$) of 4.5 bar, Airflow rate ($X_2$) of 3.3 L/min and Operation time ($X_3$) of 2.2 min was 5.14 cm/min ($85.7{\mu}m/sec$). Also, the highest microbubble diameter size distribution in the range of 2 to $5{\mu}m$ and 25 to $50{\mu}m$ was confirmed by using a laser particle counting apparatus.

Interworking Model for MPLS Network Management and GSMP (MPLS 망 관리와 GSMP 연동 모델)

  • Yoon, Chang-Jong;Kim, Jin-Nyun;Kwon, Tae-Hyun;Kim, Choon-Hee;Cha, Young-Wook
    • Proceedings of the Korea Information Processing Society Conference
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    • 2001.10b
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    • pp.1291-1294
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    • 2001
  • MPLS는 계층 3과 계층 2 기술의 결합으로 고속의 패킷 전송 및 다양한 트래픽 엔지니어링을 가능하게 한다. GSMP는 마스터-슬래이브 관계를 형성하는 IETF의 개방형 인터페이스이다. 본 논문에서는 MPLS 네트워크의 망 관리와 GSMP의 연동 필요성 및 모델을 제안하며 제안된 연동 모델의 실현성을 확인하기 위하여 구현한 컨트롤러에 대하여 기술한다.

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The Numerical Analysis on In-cylinder Flow Fields of an Axisymmetric Engine Using $K-{\varepsilon}-{\tau}$ Turbulence Model ($K-{\varepsilon}-{\tau}$ 난류모델을 이용한 축대칭 엔진 실린더내 유동장의 수치해석)

  • 최재성
    • Journal of Advanced Marine Engineering and Technology
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    • v.23 no.5
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    • pp.711-718
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    • 1999
  • Current turbulence models including modified $K-{\varepsilon}-{\tau}$ turbulence model do not predict compression effect on turbulence accurately in an internal combustion engine. The $K-{\varepsilon}-{\tau}$ turbulence model was suggested to improve the predictability of compression effect by We et al. In this paper a numeri-cal study was performed to clarify the applicability of the $K-{\varepsilon}-{\tau}$ turbulenc model to the calculation of the in-cylinder flow of an axisymmetric engine. THe results using $K-{\varepsilon}-{\tau}$ turbulence model are compared to those from the modified $K-{\varepsilon}-{\tau}$ turbulence model and experimental data. The mean veloc-ity and rms velocity profiles using $K-{\varepsilon}-{\tau}$ turbulence model showed a better agreement with an experimental data than those of modifid $K-{\varepsilon}-e$ turbulence model.

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Flow Analysis with a Port/Valve Assembly and Cylinder Using a RNG k-$\varepsilon$ Model (RNG k-$\varepsilon$모델을 이용한 포트/밸브계 및 실린더내의 유동해석)

  • 양희천
    • Journal of Advanced Marine Engineering and Technology
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    • v.22 no.4
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    • pp.436-444
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    • 1998
  • Applicability of the RNG k-$\varepsilon$ model to the analysis of unsteady axisymmetric turbulent flow of a reciprocating engine including port/valve assembly is studied numerically. The governing equations based on non-orthogonal including port/valve assembly is studied numerically. The governing equations based on a non-orthogonal coordinate formulation with Cartesian velocity components are used and discretised by the finite volume method with non-staggered variable arrangements. The predicted results using the RNG k-$\varepsilon$ model of the unsteady axisymmetric turbulent flow within a cylinder of reciprocating model engine including port/valve assembly are compared to these from the modified k-$\varepsilon$ model and experimental data. Using the RNG k-$\varepsilon$ model seems the have some potential for the simulations of the unsteady turbulent flow within a port/valve-cylinder assembly over the modified k-$\varepsilon$model.

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Various Prompt Methods for Korean Natural Language Inference (한국어 자연어 추론을 위한 다양한 프롬프트 방법 )

  • Yohan Choi;Changki Lee;Kyungman Bae
    • Annual Conference on Human and Language Technology
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    • 2023.10a
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    • pp.419-422
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    • 2023
  • 자연어 추론은 전제 문장과 가설 문장의 관계를 함의, 중립, 모순으로 분류하는 자연어 처리 태스크이다. 최근 여러 자연어 처리 태스크에서 딥러닝 모델을 이용하는 방법이 우수한 성능을 보이고 있지만, 이는 미세 조정과정에 드는 비용이 많다는 점과 모델 출력의 근거, 과정을 사람이 이해하기 어려운 한계가 있다. 이러한 이유로 최근에는 소량의 입력, 출력 예시를 포함한 프롬프트를 이용한 방법론과 모델 출력에 대한 근거를 생성, 활용하는 방법에 관한 많은 연구가 진행되고 있다. 본 논문에서는 퓨샷 학습 환경의 한국어 자연어 추론 태스크를 위한 세 가지 프롬프트 방법과 이들을 조합하여 적용하는 방법을 제안한다. 이를 통해 '해석 가능성'과 자연어 추론 성능을 모두 향상시킬 수 있음을 보인다.

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Designing Digital Twin Concept Model for High-Speed Synchronization (고속 동기화를 위한 디지털트윈 개념 모델 설계)

  • Chae-Young Lim;Chae-Eun Yeo;Ho-jin Sung
    • The Journal of the Convergence on Culture Technology
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    • v.9 no.6
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    • pp.245-250
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    • 2023
  • Digital twin technology, which copies information from real space into virtual space, is being used in a variety of fields.Interest in digital twins is increasing, especially in advanced manufacturing fields such as Industry 4.0-based smart manufacturing. Operating a digital twin system generates a large amount of data, and the data generated has different characteristics depending on the technology field, so it is necessary to efficiently manage resources and use an optimized digital twin platform technology. Research on digital twin pipelines has continued, mainly in the advanced manufacturing field, but research on high-speed pipelines suitable for data in the plant field is still lacking. Therefore, in this paper, we propose a pipeline design method that is specialized for digital twin data in the plant field that is rapidly poured through Apache Kafka. The proposed model applies plant information on a Revit basis. and collect plant-specific data through Apache Kafka. Equipped with a lightweight CFD engine, it is possible to create a digital twin model that is more suitable for the plant field than existing digital twin technology for the manufacturing field.