• 제목/요약/키워드: Protection model

검색결과 2,212건 처리시간 0.031초

Dynamic characteristics monitoring of wind turbine blades based on improved YOLOv5 deep learning model

  • W.H. Zhao;W.R. Li;M.H. Yang;N. Hong;Y.F. Du
    • Smart Structures and Systems
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    • 제31권5호
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    • pp.469-483
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    • 2023
  • The dynamic characteristics of wind turbine blades are usually monitored by contact sensors with the disadvantages of high cost, difficult installation, easy damage to the structure, and difficult signal transmission. In view of the above problems, based on computer vision technology and the improved YOLOv5 (You Only Look Once v5) deep learning model, a non-contact dynamic characteristic monitoring method for wind turbine blade is proposed. First, the original YOLOv5l model of the CSP (Cross Stage Partial) structure is improved by introducing the CSP2_2 structure, which reduce the number of residual components to better the network training speed. On this basis, combined with the Deep sort algorithm, the accuracy of structural displacement monitoring is mended. Secondly, for the disadvantage that the deep learning sample dataset is difficult to collect, the blender software is used to model the wind turbine structure with conditions, illuminations and other practical engineering similar environments changed. In addition, incorporated with the image expansion technology, a modeling-based dataset augmentation method is proposed. Finally, the feasibility of the proposed algorithm is verified by experiments followed by the analytical procedure about the influence of YOLOv5 models, lighting conditions and angles on the recognition results. The results show that the improved YOLOv5 deep learning model not only perform well compared with many other YOLOv5 models, but also has high accuracy in vibration monitoring in different environments. The method can accurately identify the dynamic characteristics of wind turbine blades, and therefore can provide a reference for evaluating the condition of wind turbine blades.

리츠 법을 이용한 열방어 시스템 패널의 열 좌굴 특성 연구 (Thermal Buckling Characteristics for Thermal Protection System Panel Using Ritz Method)

  • 이희수;김용하;박정선
    • 항공우주시스템공학회지
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    • 제13권1호
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    • pp.18-28
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    • 2019
  • 초고속 비행체는 발사 및 재진입 시 공력 가열에 의해 높은 열 하중을 받는다. 초고속 비행체의 외피 구조물인 열방어 시스템 패널은 기계적으로 구속되어 있기 때문에 고온 가열 시 열 좌굴이 발생할 수도 있다. 이는 초고속 비행체의 유동장에 변화를 주어 공력특성을 불안정하게 한다. 따라서 열방어 시스템 패널은 초고속 비행에 의한 공력가열 시 비행안정성을 유지하기 위해 열 좌굴을 방지하도록 설계되어야 한다. 본 논문에서는 운용 시 안팎에 큰 온도차가 존재하는 열방어 시스템 패널에 대해 유한차분법을 사용하여 열전달 특성을 분석하였으며, 리츠 법을 사용하여 열 좌굴 특성에 대한 근사적 모델을 제안하였다. 또한 정의된 근사적 모델의 정확도를 검증하기 위해 유한요소 해석결과와 비교하였다. 마지막으로, 수립된 근사 기법을 바탕으로 열방어 시스템 패널의 좌굴 발생 온도에 대한 매개변수 분석을 수행하였다.

Nonlinear Buckling Analysis of H-Type Honeycombed Composite Column with Rectangular Concrete-Filled Steel Tube Flanges

  • Ji, Jing;Xu, Zhichao;Jiang, Liangqin;Yuan, Chaoqing;Zhang, Yunfeng;Zhou, Lijian;Zhang, Shilong
    • 국제강구조저널
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    • 제18권4호
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    • pp.1153-1166
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    • 2018
  • This paper was concerned with the nonlinear analysis on the overall stability of H-type honeycombed composite column with rectangular concrete-filled steel tube flanges (STHCC). The nonlinear analysis was performed using ABAQUS, a commercially available finite element (FE) program. Nonlinear buckling analysis was carried out by inducing the first buckling mode shape of the hinged column to the model as the initial imperfection with imperfection amplitude value of L/1000 and importing the simplified constitutive model of steel and nonlinear constitutive model of concrete considering hoop effect. Close agreement was shown between the experimental results of 17 concrete-filled steel tube (CFST) specimens and 4 I-beams with top flanges of rectangular concrete-filled steel tube (CFSFB) specimens conducted by former researchers and the predicted results, verifying the correctness of the method of FE analysis. Then, the FE models of 30 STHCC columns were established to investigate the influences of the concrete strength grade, the nominal slenderness ratio, the hoop coefficient and the flange width on the nonlinear stability capacity of SHTCC column. It was found that the hoop coefficient and the nominal slenderness ratio affected the nonlinear stability capacity more significantly. Based on the results of parameter analysis, a formula was proposed to predict the nonlinear stability capacity of STHCC column which laid the foundation of the application of STHCC column in practical engineering.

의료기관의 정보보호교육과 정보보안생활과의 관련성 (Relationship between Information Security Education and Information Protection Practice of Hospital)

  • 김종덕;홍화영;김재현
    • 한국병원경영학회지
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    • 제24권2호
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    • pp.56-66
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    • 2019
  • PURPOSE: To demonstrate that the training of information protection for members at medical institutions increases the information protection activities of employees. METHODS: We used the chi-square test and the logistic regression model to analyze the data of the "Healthcare Information and Communication Status Survey in 2017" (n = 2002) conducted by the Korea Health Industry Development Institute RESULTS: As a result of the analysis, the information protection activity increased when the education was received and the number of received more than the education was not received. Especially, when the management receives education, it affects the information protection activities of the employees. CONCLUSION: In order to protect medical information, medical institutions need to provide education on information protection for management and employees.

Highly Robust AHHVSCR-Based ESD Protection Circuit

  • Song, Bo Bae;Koo, Yong Seo
    • ETRI Journal
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    • 제38권2호
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    • pp.272-279
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    • 2016
  • In this paper, a new structure for an advanced high holding voltage silicon controlled rectifier (AHHVSCR) is proposed. The proposed new structure specifically for an AHHVSCR-based electrostatic discharge (ESD) protection circuit can protect integrated circuits from ESD stress. The new structure involves the insertion of a PMOS into an AHHVSCR so as to prevent a state of latch-up from occurring due to a low holding voltage. We use a TACD simulation to conduct a comparative analysis of three types of circuit - (i) an AHHVSCR-based ESD protection circuit having the proposed new structure (that is, a PMOS inserted into the AHHVSCR), (ii) a standard AHHVSCR-based ESD protection circuit, and (iii) a standard HHVSCR-based ESD protection circuit. A circuit having the proposed new structure is fabricated using $0.18{\mu}m$ Bipolar-CMOS-DMOS technology. The fabricated circuit is also evaluated using Transmission-Line Pulse measurements to confirm its electrical characteristics, and human-body model and machine model tests are used to confirm its robustness. The fabricated circuit has a holding voltage of 18.78 V and a second breakdown current of more than 8 A.

중·노년층의 온라인 개인정보보호 행동에 영향을 미치는 요인에 관한 연구; 한국과 중국 인터넷 사용자를 중심으로 (A Study on the Factors of Online Information Security Behavior Failure: Focused on the Elderly)

  • 전양;박민정;채상미
    • 한국정보시스템학회지:정보시스템연구
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    • 제29권1호
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    • pp.51-74
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    • 2020
  • Purpose Since the number of personal information breach incidents increased, many people have perceived the importance of personal information protection, in the recent. Especially, the number of personal information breach targeting middle-aged and elderly people rapidly increases. Therefore, the purpose of this study is to identify the factors which influence to fail of online information security behaviors among the elderly. Design/methodology/approach This study made a research model by adopting the factors deducted from the protection motivation theory. To analyze the research model, we conducted an online survey targeted on the elderly and middle ages users who have nations of Korean and Chinese respectively. Findings According to the empirical analysis result, we identified that only perceived severity and perceived vulnerability affected information security awareness. On contrast, it was also discovered that perceived barriers, self-efficacy, and response efficacy did not affect information security awareness. Additionally, the awareness of information security also did not affect information security behaviors. Middle-aged and elderly people with personal information protection education did more information security behaviors than people those who no education experiences. Korean middle-aged and elderly people with education significantly did more information protection behaviors than the people without the education.

사면에서 발생하는 낙석에너지와 낙석방지울타리 적용성에 관한 연구 (A Study on Rockfall Energy and Rockfall Protection Fence Applications on the Slope)

  • 김남호;신윤섭;박윤재;조종석
    • 한국지반공학회:학술대회논문집
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    • 한국지반공학회 2002년도 봄 학술발표회 논문집
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    • pp.523-530
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    • 2002
  • Recently, while rockfall occurs very frequently, a lot of researches on the rockfall protection fence Is in process. But the rockfall protection fence has been installed unrelated to slope characteristics, rockfall shape and rockfall height. Therefore, in this study we suggested the effective protection fence model considering about rockfall energy and energy absorbing capacity and we verified the model by field test. According to these results, it is more reasonable to evaluate rockfall energy based on the results of simulation program, which can be consider effects of energy decrease, than use the simplified method proposed by Japanese road association. And rockfall energy is affected by the size of supports and wire rope and the space of supports. As the results of comparing rockfall energy with energy absorbing capacity, type$\circled1$(the space of supports is changed to 3.0m)can be available for generally expected rockfall except the rock slope over 30m heights. But rockfall protection fence installed at the field, it should be partially reinforced after consideration of slope particularities and construction conditions.

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우물수원 보호구역의 범위 결정에 대한 지형정보시스템의 응용 (Geographic Information System Application to Wellhead Protection Area Delineation)

  • 김철
    • 한국수자원학회논문집
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    • 제31권1호
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    • pp.27-34
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    • 1998
  • 우물수원의 보호구역의 범위를 결정하기 위해서 GIS를 이용한 지하수 모의모형ㅇ과 Arc/Info의 Grid 함수를 이용하였다. GIS를 이용한 지하수 모형은 Arcview GIS를 사용하여 모형의 시간변화를 고려하고 자료의 입력 및 조작, 모의, 결과의 표시 등을 GIS내에 통합한 모형으로 개발하였다. 모형을 적용하기 위해 미국환경의 자료를 사용하였으며 적용시킨 결과 지하수 모형에서 계산된 수두 분포와 우물의 영향권을 계산한 값이 본 논문에서 계산한 값과 거의 비슷한 값을 나타내어 모형의 타당성을 검증하였다. 본 모형은 GIS내에서 모든 처리가 이루어지므로 우물수원의 보호구역의 범위를 설정하는데 효율적인 방법이 될수 있을 것이다.

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건강신념모델을 이용한 소셜네트워크서비스에서의 개인정보보호행위에 관한 연구 (Study on Personal Information Protection Behavior in Social Network Service Using Health Belief Model)

  • 신세미;김성준;권두순
    • 정보보호학회논문지
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    • 제26권6호
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    • pp.1619-1637
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    • 2016
  • 스마트폰의 보급과 모바일 네트워크 발달로 인해 소셜네트워크서비스(Social Network Service, SNS)는 급격한 성장세를 보이고 있다. 서로의 관심 분야를 공유함으로써 새로운 사회적 관계를 형성하고 소통의 장을 확대할 수 있다는 장점과 휴대의 용이성의 특징을 가진 스마트폰 보급과 맞물려 급격히 성장하고 있다. 본 연구는 국내 이용자들의 SNS영향요인들에 대해 파악하고 이들 요인이 자기효능감과 프라이버시 보호를 통해 개인정보행위에 영향을 미치는 요인들에 대한 인과관계를 실증 연구하고자 한다. 이를 위해 헬스커뮤니케이션 분야에서 개인의 질병을 인지하고 예방할 수 있는 행동을 예측하는 건강신념모델(HBM : Health Belief Model) 이론의 주요 변수들을 적용한 연구모형을 제시하였다. 본 연구의 연구모형을 실증적으로 검증하기 위해 SNS를 이용한 경험이 있는 충남 소재의 N대학과 지방소재 K대학의 대학생들을 대상으로 설문조사를 실시하였다. 설문조사를 통해 총 186부의 표본을 수집하였으며, 요인들 간의 관계를 분석하기 위해 경로분석을 실시하였다. 경로분석결과, 첫째, SNS상에서의 개인정보보호 행위의 주요 영향요인인 건강신념 모델의 모든 변인들 중 지각된 개연성, 지각된 심각성, 지각된 장애는 자기효능감과 부적인 관계를 보였고, 지각된 개연성, 지각된 이익, 지각된 장애는 프라이버시보호에 부적인 관계를 보이는 것으로 나타났다. 하지만, 지각된 심각성은 프라이버시보호와 정적인 관계를 보였고, 지각된 이익과 자기효능감 역시 정적인 관계를 보였다. 둘째, 매개변수인 자기효능감은 프라이버시보호와 정적인 관계를 보였지만 개인정보보호행위와는 부적인 관계를 보였다. 마지막으로 프라이버시보호는 개인정보보호행위와 정적인 관계를 보였다. 이러한 연구 결과를 통해 기존의 개인정보 위협 기술을 활용한 개인정보보호 연구와는 달리 예방에 대한 특성을 반영한 이론적 모델을 제시함으로써 향후 SNS상에서의 개인정보보호행위를 예측할 수 있는 설명을 제시할 수 있는 이론적 실무적 기반이 될 것이다.

디지털 원자로 보호시스템의 공통원인고장 분석에 관한 사례연구 (A Case Study of the Commom Cause Failure Analysis of Digital Reactor Protection System)

  • 공명복;이상용
    • 산업공학
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    • 제25권4호
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    • pp.382-392
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    • 2012
  • Reactor protection system to keep nuclear safety and operational economy of plants requires high reliability. Such a high reliability of the system can be achieved through the redundant design of components. However, common cause failures of components reduce the benefits of redundant design. Thus, the common cause failure analysis, to accurately calculate the reliability of the reactor protection system, is carried out using alpha-factor model. Analysis results to 24 operating months are that 1) the system reliability satisfies the reliability goal of EPRI-URD and 2) the common cause failure contributes 90% of the system unreliability. The uncertainty analysis using alpha factor parameters of 0.05 and 0.95 quantile values shows significantly large difference in the system unreliability.