• 제목/요약/키워드: Grid Support Structure

검색결과 45건 처리시간 0.023초

기계학습을 이용한 염화물 확산계수 예측모델 개발 (Development of Prediction Model of Chloride Diffusion Coefficient using Machine Learning)

  • 김현수
    • 한국공간구조학회논문집
    • /
    • 제23권3호
    • /
    • pp.87-94
    • /
    • 2023
  • Chloride is one of the most common threats to reinforced concrete (RC) durability. Alkaline environment of concrete makes a passive layer on the surface of reinforcement bars that prevents the bar from corrosion. However, when the chloride concentration amount at the reinforcement bar reaches a certain level, deterioration of the passive protection layer occurs, causing corrosion and ultimately reducing the structure's safety and durability. Therefore, understanding the chloride diffusion and its prediction are important to evaluate the safety and durability of RC structure. In this study, the chloride diffusion coefficient is predicted by machine learning techniques. Various machine learning techniques such as multiple linear regression, decision tree, random forest, support vector machine, artificial neural networks, extreme gradient boosting annd k-nearest neighbor were used and accuracy of there models were compared. In order to evaluate the accuracy, root mean square error (RMSE), mean square error (MSE), mean absolute error (MAE) and coefficient of determination (R2) were used as prediction performance indices. The k-fold cross-validation procedure was used to estimate the performance of machine learning models when making predictions on data not used during training. Grid search was applied to hyperparameter optimization. It has been shown from numerical simulation that ensemble learning methods such as random forest and extreme gradient boosting successfully predicted the chloride diffusion coefficient and artificial neural networks also provided accurate result.

격자형 지하공간에서 굴착 공정과 지보재를 고려한 굴착 단계별 구조 안정성 해석 연구 (Study on Structural Stability Analysis of Excavation Stage Considering Excavation Process and Supporting Materials in Room-and-Pillar Underground Space)

  • 최순욱;장수호;강태호;이철호
    • 한국지반신소재학회논문집
    • /
    • 제21권4호
    • /
    • pp.21-29
    • /
    • 2022
  • 주방식 공법(room-and-pillar method) 또는 격자형 지하공간은 굴착부를 일정한 간격으로 직교하도록 굴착하여 자연 암반을 구조체로 활용하여 공간을 형성해 나가는 공법을 말한다. 이러한 굴착은 굴착 방향과 순서에 따라 최대 변위가 발생하는 굴착 단계와 크기가 다르게 나타날 수 있다. 본 연구에서는 격자형 굴착공정의 최적 설계를 위하여 숏크리트 및 록볼트 등 지보재가 설치되는 것을 고려하여 특정 지반조건에서의 격자형 지하공간 설계 및 시공 시 안정성과 시공성을 해석적으로 검토하였다. 해석적 방법을 사용하여 지반조건을 설정하고 일정 상재하중 하에서 굴착단계와 시공 종류별로 암주 응력과 천단 변위를 확인하였다. 공간의 높이는 8m로 일반 사무실 크기보다 높게 설정하여 장비나 플랜트 시설을 감안하여 검토되었다. 또한, 숏크리트와 록볼트를 고려하여 지보재 설치에 따른 변위 제어의 정도를 검토하였다.

스마트그리드를 통한 전기자동차의 전력망 영향 관리 효과 (Analysis of the Impact of Smart Grids on Managing EVs' Electrical Loads)

  • 박찬국;최도영;김현제
    • 디지털융복합연구
    • /
    • 제11권11호
    • /
    • pp.767-774
    • /
    • 2013
  • 전기자동차 보급이 확대됨과 동시에 충전이 특정 시간대에 몰리거나 전력수요가 높은 시간대에 늘어나면 전력수급 균형이 불안해질 수 있다. 따라서 전기자동차 충전으로 인한 전력수요가 증가함과 동시에, 전기자동차의 전력수요를 분산시키고, 전기자동차 배터리의 여분의 전기를 활용할 수 있는 스마트그리드 구축이 중요해진다. 아직 국내에서 스마트그리드가 전기자동차의 전력망 영향 관리에 어느 정도 영향을 미치는지에 대해서는 정량적 연구가 미흡한 실정이다. 본 연구는 스마트그리드를 통한 전기자동차의 전력망 영향 관리 효과를 정량적으로 분석하고 정책적 시사점을 제시하였다. 결과적으로 스마트그리드는 전기자동차의 전력망 영향을 효과적으로 관리할 수 있었다. 전력시장 구조와 규제 프레임워크는 스마트그리드 기술의 실증과 상용화 촉진을 뒷받침할 수 있어야 할 것이다.

Monitoring Continuous k-Nearest Neighbor Queries, using c-MBR

  • Jung Ha-Rim;Kang Sang-Won;Song Moon-Bae;Im Seok-Jin;Kim Jong-Wan;Hwang Chong-Sun
    • 한국정보과학회:학술대회논문집
    • /
    • 한국정보과학회 2006년도 한국컴퓨터종합학술대회 논문집 Vol.33 No.1 (C)
    • /
    • pp.46-48
    • /
    • 2006
  • This paper addresses the problem of monitoring continuous k-nearest neighbor (k-NN) queries. Given a set of moving (or static) objects and a set of moving (or static) query points, monitoring continuous k-NN query retrieves and updates the closest k objects to a query point continually. In order to support location based services (LBSs) in highly dynamic environments, where objects and/or queries are frequently moving, monitoring continuous queries require real-time updated results when objects and/or queries change their locations. Thus, it is important to minimize time delay for maintaining up to date the results. In this paper, we present monitoring method to shorten time delay for updating continuous k-NN queries based on the notion of result region and the minimum bounding rectangle enclosing all objects in each cell, referred to as c-MBR, in the grid index structure. Simulations are conducted to show the efficiency of the proposed method.

  • PDF

간호학생의 임상실습스트레스에 관한 인지적 인과구조모형 (The Perceived Causal Structure Model on Stress Experienced by Nursing Students during Clinical Practice)

  • 박미영
    • 한국간호교육학회지
    • /
    • 제10권1호
    • /
    • pp.54-63
    • /
    • 2004
  • The purpose of this study is to identify the factors that influence stress experienced by nursing students and to provide a perceived causal structure model among these variables. The ultimate goal of this study is to develop efficient guidance to clinical nursing education in this population. This study intends to apply perceived causal structure: network analysis method which was developed by Kelly(1983), and has been applied in nursing research. This method is selected to show dynamic relationship of stressor using network method. Data was collected from convenient sample of 186 junior college nursing students who had the clinical practice experience during 10 weeks. Data collection and analysis was conducted in 2 steps from December, 9, 2002 to February, 8, 2003. Step 1.: Data was collected using literature review(10 articles) to identify the causes of stress. Nine causes of stress were extracted. Step 2.: As perceived casual structure network study, data was collected using questionnaires which included 9 extracted cause and stress. The questionnaire contained a 10 X 10 grid table with 10 causes and effects printed. In network analysis, 'Yes' was scored as 1, 'No' was scored as 0, and the mean(maximum 1, minimum 0) was calculated. Construction of the network under inductive eliminative analysis which stopped the construction of the network when the consensual agreement level dropped near 50% was proceeded by adding causes in order of the mean rating level. In this study, construction of the final network was stopped by consensual agreement level of 52% of the total subjects. The results are summarized as follows : Step 1: Investigation of the causes of stress ; The extracted causes of stress from quality data was identified 9 categories ; negative nurse, lack of clinical practice opportunity, ambiguous role, negative patient, lack of nursing knowledge and skill, difficult of personal relations, inefficient clinical practice guidance, gap of theory and practice, lack of support. Step 2 : Construction of the perceived causal structure model ; 1) The most central cause of stress is ambiguous role in the systems of causation. 2) The distal cause of stress is inefficient clinical practice guidance 3) The causes that have a number of outgoing link are negative nurse, ambiguous role. 4) The causes that have a number of incoming link are ambiguous role, gap of theory- practice, lack of clinical practice opportunity, lack of nursing knowledge- skill. 5) There is a mutual relationship between stress and difficult of personal relations, stress and ambiguous role, ambiguous role and negative nurse, ambiguous role and lack of clinical practice opportunity, ambiguous role and lack of nursing knowledge-skill, lack of nursing knowledge-skill and gap of theory- practice. In conclusion, the network suggests that the first centre cause is related on ambiguous role and the second on negative nurse, inefficient clinical practice guidance in the systems of causation

  • PDF

주방식 지하구조물의 발파 굴착공정 분석 연구 (A study on the excavation cycle by the drill-and-blast method for a room-and-pillar underground structure)

  • 이철호;현영환;황제돈;최순욱;강태호;장수호
    • 한국터널지하공간학회 논문집
    • /
    • 제18권6호
    • /
    • pp.511-524
    • /
    • 2016
  • 주방식 지하구조물은 룸과 암주로 이루어진 격자 형태의 지하구조물로 굴착순서에 따라 주방식 지하구조물의 시공성과 경제성이 좌우될 수 있다. 선행연구에서는 주방식 지하구조물의 굴착공정에서 중요하게 다뤄질 수 있는 발파굴착 공정을 장비 운영과 현행 발파 규정 및 건설공사 표준품셈에 근거하여 검토하였다. 굴착공법으로는 점보드릴을 이용한 발파공법을 가정하였으며, 기존 연구에서 제시한 가로 세로 병행시공방식으로 검토하였다. 연구에서 고려한 단면의 크기에 따라 필요한 착암 공정에 대한 천공시간을 산정하였으며 기존 도로터널 사례를 통해 버력처리 및 지보재 설치 공정의 소요시간을 산정하였다. 굴진면 운용 수를 고려하여 굴착 사이클을 산출하였으며 이를 통해 운영가능한 천공장비의 최대 대수와 최소 대수를 수식화하여 제시하였다.

Investigation of thermal hydraulic behavior of the High Temperature Test Facility's lower plenum via large eddy simulation

  • Hyeongi Moon ;Sujong Yoon;Mauricio Tano-Retamale ;Aaron Epiney ;Minseop Song;Jae-Ho Jeong
    • Nuclear Engineering and Technology
    • /
    • 제55권10호
    • /
    • pp.3874-3897
    • /
    • 2023
  • A high-fidelity computational fluid dynamics (CFD) analysis was performed using the Large Eddy Simulation (LES) model for the lower plenum of the High-Temperature Test Facility (HTTF), a ¼ scale test facility of the modular high temperature gas-cooled reactor (MHTGR) managed by Oregon State University. In most next-generation nuclear reactors, thermal stress due to thermal striping is one of the risks to be curiously considered. This is also true for HTGRs, especially since the exhaust helium gas temperature is high. In order to evaluate these risks and performance, organizations in the United States led by the OECD NEA are conducting a thermal hydraulic code benchmark for HTGR, and the test facility used for this benchmark is HTTF. HTTF can perform experiments in both normal and accident situations and provide high-quality experimental data. However, it is difficult to provide sufficient data for benchmarking through experiments, and there is a problem with the reliability of CFD analysis results based on Reynolds-averaged Navier-Stokes to analyze thermal hydraulic behavior without verification. To solve this problem, high-fidelity 3-D CFD analysis was performed using the LES model for HTTF. It was also verified that the LES model can properly simulate this jet mixing phenomenon via a unit cell test that provides experimental information. As a result of CFD analysis, the lower the dependency of the sub-grid scale model, the closer to the actual analysis result. In the case of unit cell test CFD analysis and HTTF CFD analysis, the volume-averaged sub-grid scale model dependency was calculated to be 13.0% and 9.16%, respectively. As a result of HTTF analysis, quantitative data of the fluid inside the HTTF lower plenum was provided in this paper. As a result of qualitative analysis, the temperature was highest at the center of the lower plenum, while the temperature fluctuation was highest near the edge of the lower plenum wall. The power spectral density of temperature was analyzed via fast Fourier transform (FFT) for specific points on the center and side of the lower plenum. FFT results did not reveal specific frequency-dominant temperature fluctuations in the center part. It was confirmed that the temperature power spectral density (PSD) at the top increased from the center to the wake. The vortex was visualized using the well-known scalar Q-criterion, and as a result, the closer to the outlet duct, the greater the influence of the mainstream, so that the inflow jet vortex was dissipated and mixed at the top of the lower plenum. Additionally, FFT analysis was performed on the support structure near the corner of the lower plenum with large temperature fluctuations, and as a result, it was confirmed that the temperature fluctuation of the flow did not have a significant effect near the corner wall. In addition, the vortices generated from the lower plenum to the outlet duct were identified in this paper. It is considered that the quantitative and qualitative results presented in this paper will serve as reference data for the benchmark.

위치기반 서비스에서 개인 정보 보호를 위한 K-anonymity 및 L-diversity를 지원하는 Cloaking 기법 (Cloaking Method supporting K-anonymity and L-diversity for Privacy Protection in Location-Based Services)

  • 김지희;이아름;김용기;엄정호;장재우
    • 한국공간정보시스템학회 논문지
    • /
    • 제10권4호
    • /
    • pp.1-10
    • /
    • 2008
  • 최근 무선 인터넷에서 사용자의 위치정보가 다양한 애플리케이션의 정보 요소로 활용되기 시작하였다. 이러한 애플리케이션의 하나로 위치기반 서비스(Location-Based Service)가 주목을 받고 있다. 그러나 위치기반 서비스에서는 서비스를 요청하는 사용자가 자신의 정확한 위치 정보를 데이터베이스 서버로 보내기 때문에 사용자의 개인 정보가 노출될 수 있는 취약성을 지니고 있다. 이에 모바일 사용자가 안전하고 편리하게 위치기반 서비스를 사용하기 위한 개인 정보 보호 방법이 요구된다. 이를 위해 본 논문에서는 K-anonymity 및 L-diversity를 고려한 cloaking 기법을 제안한다. 이 기법은 먼저 사용자가 요구하는 L개의 건물을 탐색하는 L-diversity를 수행한 뒤, K명의 사용자를 탐색하는 K-anonymity를 수행하여 최소한의 넓이는 가지는 cloaking 영역을 생성한다. 이를 위해, R*-트리 기반의 색인 구조를 사용하며, 특히 효율적인 cloaking 영역 생성을 위해 필터링 방법을 사용한다. 마지막으로 성능평가를 통해 본 논문에서 제안한 cloaking 기법이 기존의 그리드 기법보다 우수함을 보인다.

  • PDF

Standardization Roadmapping: Cases of ICT Systems Standards

  • Ho, Jae-Yun
    • STI Policy Review
    • /
    • 제5권1호
    • /
    • pp.1-33
    • /
    • 2014
  • Despite a commonly held belief that standards obstruct innovation, recent research shows that they can actually play critical roles in supporting various activities of technological innovation. Thus, providing an innovation-friendly environment through standardization has been gaining much attention in recent years; however, there is as yet limited understanding, due to complex dynamics and high uncertainties associated with innovation, as well as a variety of different types and functions of standards with various stakeholders involved. The problem becomes even more challenging for standardization in highly complex systems, such as Information and Communication Technology (ICT) systems, where a large number of domains and components are involved, along with various types of stakeholders. In order to deal with such complexity and variations, a systematic approach of standardization roadmapping has been used in many technology-leading countries as a strategic policy tool for supporting effective management of standardization. Despite its wide adoption, the current understanding of standardization roadmapping is somewhat limited, leaving significant challenges for policymakers and standards organizations in terms of how to structure and manage roadmapping exercises, and how the government should get involved. In this regard, the current research explores existing standardization roadmaps in various contexts related to ICT systems (ICT in Korea, Smart Grid in the US, and electromobility in Germany), as there is a particular need for systematic development of strategies for such complex systems of ICT. Focusing on various aspects of standardization roadmapping exercises such as their structures, processes, and participants, their common features and key characteristics are identified. Comparing these roadmaps also reveal distinct differences between standardization roadmapping approaches adopted by different countries in different contexts. Based on lessons learnt from existing practices, the study finally provides insight for the Korean ICT standards community on the ways in which their standardization roadmapping approach can be improved to support anticipatory management of standardization activities more effectively. It is expected that the current research can not only provide increased understanding of standardization roadmaps, but also help policymakers and standards organizations to develop more effective strategies for supporting innovation through the systematic management of standardization.

NCW환경의 보안 프레임워크 기술에서 암호통신 중계영향 분석 (The Analysis of Crypto Communication Relay Effect in the Security Framework Technique of Network Centric Warfare Environment)

  • 홍진근
    • 한국산학기술학회논문지
    • /
    • 제8권4호
    • /
    • pp.788-794
    • /
    • 2007
  • 미 국방성의 정책은 NCW 개념 구현으로 방향을 이동하고 있다. NCW는 일반적으로 4개의 즉, 지휘통제, 센서 시스템, 교전시스템, 네트워크와 같은 핵심적인 상호종속적인 요소들의 통합과 동기화로 설명할 수 있다. 그러므로 한국군의 군사정책은 적용 가능한 NCW 통신환경 및 암호통신 정책에 대한 접근과 연구가 필요하다. 본 연구에서는 미국을 중심으로 추진되는 네트워크 중심 전쟁에서 보안 프레임워크를 살펴보았다. 네트워크 중심전쟁에서 고려되는 핵심 기술을 소개하였으며 이 핵심 기술인 보안 요구조건, GIG, JTRS, NCES, TCS의 보안 특성과 같은 보안 프레임워크를 고찰하고 NCW 환경에서 노드간 암호통신 중계영향을 분석하였다. 본 결과는 NCW의 다양한 암호통신 연구분야에서 환경적인 영향 요소들을 고찰하는데 도움을 제공한다.

  • PDF