• Title/Summary/Keyword: Generation Process

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Research on Performance of Graph Algorithm using Deep Learning Technology (딥러닝 기술을 적용한 그래프 알고리즘 성능 연구)

  • Giseop Noh
    • The Journal of the Convergence on Culture Technology
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    • v.10 no.1
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    • pp.471-476
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    • 2024
  • With the spread of various smart devices and computing devices, big data generation is occurring widely. Machine learning is an algorithm that performs reasoning by learning data patterns. Among the various machine learning algorithms, the algorithm that attracts attention is deep learning based on neural networks. Deep learning is achieving rapid performance improvement with the release of various applications. Recently, among deep learning algorithms, attempts to analyze data using graph structures are increasing. In this study, we present a graph generation method for transferring to a deep learning network. This paper proposes a method of generalizing node properties and edge weights in the graph generation process and converting them into a structure for deep learning input by presenting a matricization We present a method of applying a linear transformation matrix that can preserve attribute and weight information in the graph generation process. Finally, we present a deep learning input structure of a general graph and present an approach for performance analysis.

Vital Area Identification for the Physical Protection of Nuclear Power Plants during Low Power and Shutdown Operation (원자력발전소 정지저출력 운전 기간의 물리적방호를 위한 핵심구역파악)

  • Kwak, Myung Woong;Jung, Woo Sik;Lee, Jeong-ho;Baek, Min
    • Journal of the Korean Society of Safety
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    • v.35 no.1
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    • pp.107-115
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    • 2020
  • This paper introduces the first vital area identification (VAI) process for the physical protection of nuclear power plants (NPPs) during low power and shutdown (LPSD) operation. This LPSD VAI is based on the 3rd generation VAI method which very efficiently utilizes probabilistic safety assessment (PSA) event trees (ETs). This LPSD VAI process was implemented to the virtual NPP during LPSD operation in this study. Korea Atomic Energy Research Institute (KAERI) had developed the 2nd generation full power VAI method that utilizes whole internal and external (fire and flooding) PSA results of NPPs during full power operation. In order to minimize the huge burden of the 2nd generation full power VAI method, the 3rd generation full power VAI method was developed, which utilizes ETs and minimal PSA fault trees instead of using the whole PSA fault tree. In the 3rd generation full power VAI method, (1) PSA ETs are analyzed, (2) minimal mitigation systems for avoiding core damage are selected from ETs by calculating system-level target sets and prevention sets, (3) relatively small sabotage fault tree that has the systems in the shortest system-level prevention set is composed, (4) room-level target sets and prevention sets are calculated from this small sabotage fault tree, and (5) the rooms in the shortest prevention set are defined as vital areas that should be protected. Currently, the 3rd generation full power VAI method is being employed for the VAI of Korean NPPs. This study is the first development and application of the 3rd generation VAI method to the LPSD VAI of NPP. For the LPSD VAI, (1) many LPSD ETs are classified into a few representative LPSD ETs based on the functional similarity of accident scenarios, (2) a few representative LPSD ETs are simplified with some VAI rules, and then (3) the 3rd generation VAI is performed as mentioned in the previous paragraph. It is well known that the shortest room-level prevention sets that are calculated by the 2nd and 3rd generation VAI methods are identical.

A Systems Engineering Approach to the Design of Steam Reforming H2 Generation System based on Natural Gas: Case of Iron and Steel making Plant (천연가스 기반 스팀 리포밍 수소 생산 시스템 설계를 위한 시스템엔지니어링 접근방법: 철강생산플랜트를 중심으로)

  • Kim, Joon-Young;Hong, Dae Geun;Suh, Suk-Hwan;Sur, Hwal Won
    • Journal of the Korean Society of Systems Engineering
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    • v.11 no.1
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    • pp.81-93
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    • 2015
  • Steam Reforming H2 Generation (SRH2G) System is a chemical process to produce hydrogen through steam reforming of hydrocarbon. Largely speaking, there are two types of materials for the SRH2G: 1) Oil and coal, and 2)Natural Gas such as shale gas. From the perspective of cost, quality (purity), and environmental burden (pollution), the latter is much more desirable than the former. For this reason, research on SRH2G using natural gas is actively carried out, and implemented and operated in the various industry. In this paper, we develop a natural gas based SRH2G system via systems engineering approach. Specifically, we first derived stakeholder requirements, followed by systems requirements and finally system architecture via a tailored SE process for plant (called Plant Systems Engineering (PSE) process) based on ISO/IEC 15288. The developed method was applied to iron and steel plant as a case study. Through the case study, by the SE approach, we were convinced that a successful system satisfying stakeholders' requirements within the given constraints can be developed, verified and validated.

The Design of Oxide Module for High Temperature Thermoelectric Power Generation (고온 발전용 산화물 열전모듈의 설계)

  • Park, Jong-Won;Yoon, Sun-Ho;Cha, Jeong-Eui;Choi, Seung-Chul
    • Journal of the Microelectronics and Packaging Society
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    • v.15 no.4
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    • pp.93-100
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    • 2008
  • The one and two pair of oxide modules for high temperature thermoelectric power generation were fabricated with $Ca_{2.7}Bi_{0.3}Co_4O_9$(p-type) and $Ca_{0.96}Bi_{0.04}Mn_{0.96}Nb_{0.04}O_3$(n-type) on $Al_2O_3$ substrate. For the optimizing of the design process, contact resistance was derived from the results of the one pair modules, and then the resistance of two pair modules were calculated to use the derived data. Those values were compared with the measured values for the optimizing of this design process. The resistance of calculated and measured two pairs modules was 0.956 $\Omega$ and 1.110 Q $\Omega$ $T_h$=833 K, respectively, the difference of resistance was about 0.15 $\Omega$. From the result, proposed design process is effective for high temperature thermoelectric oxide modules fabrication.

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A Study on the Fashion Value of Generation Y (Y세대(Y世代) 미국(美國) 청소년(靑少年)의 패션 가치관(價値觀) 연구(硏究))

  • Seo, Yoo-Lee;Cho, Kyu-Hwa
    • Journal of Fashion Business
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    • v.9 no.2
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    • pp.84-99
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    • 2005
  • This is a study about the fashion value of generation y, those who were junior and high school students between 1990 and 2004 in the U. S. This study was mainly based on the street culture and fashion of American teenagers the author observed in New York from 1997 to 2004, and referred to articles carried by major American journals, the result d Census 2000, statistical data reported by well-credited American research institutions. To overview the values generation y applies to their fashion, this study picked 8 principal values generation y pursues in their fashion and put them in four sets of contrasting pairs, as in conformity vs. Individuality, authenticity vs. trendiness, comfort vs. sexuality, rebelliousness vs. conservativeness. The results are as follow. First, when it comes to fashion, generation y desires to be noticed by others, but is afraid d being too different from their peers. Second, generation y stresses authenticity in their fashion. But, they are very much interested in mass fashion trend as well, and the pursuit of authenticity itself can be just a trend. Third, generation y wants their fashion to be "not only sexy and feminine, but also sporty and athletic" all at the same time. Forth, generation y uses fashion to visualize their rebelliousness. But their rebellious spirit is diluting amid the rise of neo-conservatism. As a conclusion, generation y's fashion has changed the way that compromises contrasting values, and in the process, were created unique new styles.

Development of Three-dimensional CAD System for Die Design for Automotive Body Panels (자동차 프레스 금형 설계를 위한 3차원 CAD 시스템의 개발)

  • Lee, Sang-Hwa;Ryu, Seung-Woo;Lee, Sang-Hun
    • Korean Journal of Computational Design and Engineering
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    • v.12 no.1
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    • pp.39-49
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    • 2007
  • Recently three-dimensional (3-D) die design and production process has been widely introduced into the tooling shops of automotive manufacturers to reduce time-to-production of brand-new automobiles. 3-D solid models created in CAD systems are used not only for various simulations for design verification, but also for NC tool path generation to machine dies and their Styrofoam patterns. However, a lot of time and cost will be required to build solid models for dies if designers use only the generalized modeling capabilities of commercial 3-D CAD systems. To solve this problem, it is necessary to customize 3-D CAD system for the specific die design and manufacturing process. This paper describes a dedicated 3-D CAD system based on Unigraphics for die design for automotive body panels. The system provides not only 3-D design capabilities, but also standard part libraries, to enhance design productivity. The design process modeling technology has been introduced to facilitate redesign of the die for the modified panel. By introducing this system, dies can be designed more rapidly in the 3-D space, and their solid data can be directly transferred to CAM tools for NC tool path generation and simulation tools for virtual manufacturing.

The Risk Assessment of Runway Reaction in the Process of Fridel-Crafts Acylation for Synthesis Reaction (화합물 합성반응 중 Fridel - Crafts Acylation 공정에서의 폭주반응 위험성평가)

  • Lee, Kwangho;Kim, Wonsung;Jun, Jinwoo;Joo, Youngjong;Park, Kyoshik
    • Journal of the Korean Society of Safety
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    • v.36 no.3
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    • pp.24-30
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    • 2021
  • Heat is generated during the synthesis and mixing process of chemical compounds due to a change in activation energy during the reaction. A runaway reaction occurs when sufficient heat is not removed during the heat control process within a reactor, rapidly increasing the temperature, reaction speed, and rate of heat generation inside the reactor. A risk assessment was executed using an RC-1 (Reaction Calorimeter) during Friedel-Crafts acylation. Friedel-Crafts acylation runs the risk of rapid heat generation during Active Pharmaceutical Ingredient (API) manufacturing; it was used to confirm the risk of a runaway reaction at each synthesis stage and during the mixing process. This study used experimental data to develop a safety efficiency improvement plan to control the risks of runaway and other exothermic reactions, which was implemented at the production site of a chemical plant.

Contact Element Generation Method for Casting Analysis by using Projection Method (Projection Method에 의한 주조 해석용 접촉 요소망 생성 기법)

  • Nam, Jeong-Ho;Kwak, Si-Young
    • Journal of Korea Foundry Society
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    • v.40 no.6
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    • pp.146-150
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    • 2020
  • In general, hot metal castings contract and molds expand during the cooling step of a casting process. Therefore, it is important to consider both the casting and mold at the same time in a casting process analysis. For a more accurate analysis that includes the contact characteristics, matching each node of the casting and mold in the contact area is recommended. However, it is very difficult to match the nodes of the casting and the mold when generating elements due to the geometric problem of CAD model data. The present study proposes a mesh generation technique that considers mechanical contact between the casting and the mold in a casting analysis (finite element analysis). The technique focuses on the fact that the mold surrounds the casting. After generating the 3D elements for the casting, the surface elements of the casting in contact with the mold are projected inside the mold to create contact elements that coincide with the contact surface of the casting. It was confirmed that high-quality contact element information and a 3D element net can be automatically generated by the method proposed in this study.

A Study on Application of Normal Oriented Path Generation Algorithm for Curved Surface Coating Process (곡면 코팅 공정을 위한 수직 지향 경로 생성 알고리즘 적용에 대한 연구)

  • Gun Ho Kim;Kihyun Kim;Jaehyun Park
    • Journal of the Semiconductor & Display Technology
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    • v.22 no.4
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    • pp.119-123
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    • 2023
  • This study is normal orientation technology of slit coating equipment to improve the quality of curved displays. Currently, the demand for curved displays is increasing significantly due to advantages such as screen immersion or design in various industries. Accordingly, changes in the display coating process are essential. In the curved display coating process, unlike the existing flat coating process, the nozzle must be rotated along the curvature of the curved surface to spray the coating solution. The coating solution must be applied while maintaining a uniform thickness. If the thickness of the coating liquid applied to the target surface is non-uniform, the quality of the product may be degraded such as image quality deterioration and light spreading. This paper presents technology and experimental results for keeping the nozzle of slit coating equipment perpendicular to the curved surface and is expected to contribute to the quality improvement of curved displays.

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An Automatic Business Process Model Generation Tool Using Business Process Family Models (비즈니스 프로세스 패밀리 모델을 이용한 비즈니스 프로세스 모델 자동 생성 도구)

  • Hong, Min-Woo;Moon, Mi-Kyeong;Yeom, Keun-Hyuk
    • Journal of KIISE:Software and Applications
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    • v.35 no.8
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    • pp.479-492
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    • 2008
  • Nowadays, lots of requirements are changed quickly and variously. So, we need the ability to support the change of business process which is the asset of a company. To support this ability, the core asset that supports analyzing and describing about changes of business process should be exist from generating phase of a business process model. And a business process model that is satisfied the changed requirements should be automatically generated using core assets. In this paper, we present a business process family model (BPFM) which represents the commonalities and the variabilities of a set of business processes, we propose the automated tool using variabilities of BPFM and decision-making information for generation of business process model that is satisfied the changed requirements.