• 제목/요약/키워드: DEFECT MAINTENANCE

검색결과 225건 처리시간 0.029초

전이학습 기반 콘크리트의 다양한 결함 분류에 관한 연구 (A study on the classification of various defects in concrete based on transfer learning)

  • 윤영근;오태근
    • 문화기술의 융합
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    • 제9권2호
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    • pp.569-574
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    • 2023
  • 콘크리트 구조물의 적절한 유지관리를 위해서 다양한 결함에 대해 사전에 파악하고 유지관리하는 것이 필요하다. 현재 방법으로는 규모가 큰 사회기반시설물의 점검 시 효율성, 안전성, 신뢰성에 문제가 있어 새로운 점검 방식의 도입이 필요하다. 최근에는 영상에 대한 딥러닝 기술이 발달함에 따라 콘크리트 결함 분류 연구가 활발히 진행되고 있다. 하지만, 균열 외에 오염과 박락 등에 대한 연구는 제한적이다. 본 연구에서는 사전에 학습된 딥러닝 모델에 대한 전이학습을 통한 다양한 콘크리트 결함 유형 분류 모델을 개발하고, 정확도를 저하시키는 요인을 도출 및 향후 발전 방향을 제시하였다. 이는 향후 콘크리트 유지관리 분야에서 활용도가 높을 것으로 예상된다.

주상복합건물의 유지관리 제도 개선방안 (A Study on the Maintenance System Improvement for Commercial Residential Buildings)

  • 김승진;백광섭;여종석
    • 한국건축시공학회:학술대회논문집
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    • 한국건축시공학회 2005년도 춘계 학술기술논문발표대회 논문집
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    • pp.191-196
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    • 2005
  • Unpreparedness of the maintenance regulations is regarded as the main reason for the short life span of the multi-owned commercial residential buildings. This study suggests that the followings should be prepared for the effective maintenance and life prolongation of the multi-owned commercial residential buildings : 1) Standard maintenance regulations for those buildings should be set up, 2) Building maintenance works should be performed by the specialists, like licensed building manager, mechanical and electrical engineers, etc., 3) Long-range repair expenses should be laid by on the monthly base according to the long-range repair plan, 4) Regulations concerning the defect repair should be provided properly.

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강교량의 용접불량에 따른 안전도 분석 (A Safety Assessment of Weld Defective Steel Bridges)

  • 박승범;방명석;김도겸
    • 한국구조물진단유지관리공학회 논문집
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    • 제1권2호
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    • pp.107-113
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    • 1997
  • Nondesructive test and structural analysis have been conducted to assess the safety of weld defective steel bridges in service. In the nondestructive test, using the radioactive ray and ultrasonic, the defective welding patterns in the steel bridges are identified. A major defective welding pattern is identified as the lack of welding area due to the insufficient welding penetration. By considering the welding defect in the above, structural analysis is conducted to evaluate the influence of welding defect on the safety of steel bridges. The results indicate that, due to the insufficient welding penetration, the stress obtained in the analysis is over the allowable fatigue stress level, and its influence on safety of the bridges is significant.

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강교 용접 결함부의 피로평가 (Fatigue Assessment of Butt Joint with Weld Defect in Steel Bridge)

  • 전귀현
    • 한국구조물진단유지관리공학회 논문집
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    • 제2권1호
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    • pp.98-107
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    • 1998
  • There are many weld defects such as surface crack, lack of fusion, and imcomplete penetration in the butt joint of the existing steel bridges. The crack-like defects may significantly reduce the fatigue life of the structure. This paper presents the procedure and the results of the fatigue assessment of the butt joints with weld defect in the existing steel girder bridge. The butt joints with imcomple penetration were instrumented with strain gages to determine the stress histogram under normal traffic. Based on the measured stress histogram the crack propagation analyses were performed for the fatigue assesment. By using the suggested procedure and methodology, one can decide the time of periodic inspection and the necessity of repair of the butt joints with serious weld defects in the existing steel bridge.

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공동주택 하자분류체계 기반 하자위험 평가 (Assessment of Defect Risks in Apartment Projects based on the Defect Classification Framework)

  • 장호면
    • 한국산학기술학회논문지
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    • 제19권3호
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    • pp.61-68
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    • 2018
  • 공동주택 하자는 유지보수에 막대한 비용이 들어가게 되며, 발주자, 시공자 그리고 입주자 등에게 심각한 피해를 입힌다. 이에 따라 하자분쟁을 최소화하고 철저한 품질관리를 통한 체계적이고 효율적인 하자관리를 위한 토대를 마련할 필요가 있다. 본 연구에서는 하자분쟁사례를 활용하여 공동주택의 공종/부위/현상에 따른 하자분류체계를 도출하고, 이를 기반으로 하자유형별 하자위험을 평가할 수 있는 방안을 제시하였다. 이를 위하여 본 논문에서는 경과년수 10년 이상 공동주택 하자분쟁사례 34건, 약 6000여개의 하자항목 자료를 토대로 분석을 실시하였다. 분석 결과를 정리하면, 하자분류체계는 하자 공종, 하자부위 및 하자현상으로 크게 분류한 후 세부적으로 총 157개 항목으로 세분화하였다. 하자분류체계를 토대로 하자 빈도, 하자비용 및 하자위험을 분석한 결과, RC공사 및 마감공사에 하자위험이 상당히 집중되어 있는 것으로 확인되었다. 이에 따라 이러한 하자위험에 대한 하자예방 활동이 우선적으로 고려되어야 할 것으로 판단된다. 본 연구를 토대로 하자위험을 관리할 수 있는 방안에 대한 추가적인 연구가 필요할 것으로 판단된다.

Cross-Project Pooling of Defects for Handling Class Imbalance

  • Catherine, J.M.;Djodilatchoumy, S
    • International Journal of Computer Science & Network Security
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    • 제22권10호
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    • pp.11-16
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    • 2022
  • Applying predictive analytics to predict software defects has improved the overall quality and decreased maintenance costs. Many supervised and unsupervised learning algorithms have been used for defect prediction on publicly available datasets. Most of these datasets suffer from an imbalance in the output classes. We study the impact of class imbalance in the defect datasets on the efficiency of the defect prediction model and propose a CPP method for handling imbalances in the dataset. The performance of the methods is evaluated using measures like Matthew's Correlation Coefficient (MCC), Recall, and Accuracy measures. The proposed sampling technique shows significant improvement in the efficiency of the classifier in predicting defects.

골 이식술에 의해 치료된 골연하 결손부의 방사선학적 변화 양상의 관찰 (Radiographic evaluation of infra-bony defects treated by bone graft procedures)

  • 류상호;박진우;서조영;이재목
    • Journal of Periodontal and Implant Science
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    • 제38권3호
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    • pp.437-444
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    • 2008
  • Purpose: A number of techniques and materials have been used for periodontal regeneration and bone graft procedures with guided tissue regeneration(GTR) have been suggested as alternatives to osseous surgery in the management of local infra-bony defects. However, the long-term stability and treatment outcome following bone graft procedure of infra-bony defects is poorly documented. The purpose of this study was to assess radiographic change in infra-bony defects over 2 years after bone graft procedures with various graft materials. Material and Methods: Patients attending the department of periodontics of Kyungpook National University Hospital were studied. Patients showed clinical and radiographic evidence of infra-bony defect(s). 44 sites of 34 patients aged 31 to 69 (mean age 48.3) were treated by bone graft procedure with a bone graft material. Baseline and 2-year follow-up radiographs were collected and evaluated for this study. Radiographic assessment includes a bone fill, bone crest change, defect resolution, and % of defect resolution. Pre- and post-treatment differences between variables (maxilla and mandible, defect depth, defect angle, bone graft materials) using the paired t-test were examined. Result: We observed $1.15{\pm}1.95\;mm$ of bone fill, $0.40{\pm}1.19\;mm$ of crestal resorption, $1.55{\pm}1.77\;mm$ of defect resolution, and $40{\pm}44%$ of percentage of defect resolution. Deeper initial defect depth, narrower initial defect angle showed significantly greater bone fill, defect resolution, and % of defect resolution. But no significant difference was observed in graft sites and graft materials. Conclusion: If good oral hygiene maintenance and periodic recall check of patients is assured, bone graft procedure using various graft materials is one of the appropriate treatment modality for regenerative therapy of infra-bony defects.

컴퓨터 비젼을 이용한 표면결함검사장치 개발 (Development of Automated Surface Inspection System using the Computer V)

  • 이종학;정진양
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1999년도 하계학술대회 논문집 B
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    • pp.668-670
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    • 1999
  • We have developed a automatic surface inspection system for cold Rolled strips in steel making process for several years. We have experienced the various kinds of surface inspection systems, including linear CCD camera type and the laser type inspection system which was installed in cold rolled strips production lines. But, we did not satisfied with these inspection systems owing to insufficient detection and classification rate, real time processing performance and limited line speed of real production lines. In order to increase detection and computing power, we have used the Dark Field illumination with Infra_Red LED, Bright Field illumination with Xenon Lamp, Parallel Computing Processor with Area typed CCD camera and full software based image processing technique for the ease up_grading and maintenance. In this paper, we introduced the automatic inspection system and real time image processing technique using the Object Detection, Defect Detection, Classification algorithms. As a result of experiment, under the situation of the high speed processed line(max 1000 meter per minute) defect detection is above 90% for all occurred defects in real line, defect name classification rate is about 80% for most frequently occurred 8 defect, and defect grade classification rate is 84% for name classified defect.

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장수명공동주택의 사용자 유지관리에 관한 연구 - 일반공동주택의 입주자 생활안내서 분석을 중심으로 - (Study on the Maintenance on Long-Life Housing for User - Focus on the Analysis of Housing Living Guide Book -)

  • 지장훈;김수암;정준수;윤상조
    • 한국주거학회:학술대회논문집
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    • 한국주거학회 2009년도 추계학술발표대회 논문집
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    • pp.284-287
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    • 2009
  • This study is aim to analyze out Living Guide Book for residents in Housing and to have application to Long Life Housing as a precedent study based on Maintenance Guideline to make residents inhabitate, in case of suppling Wet type Short Life Housing with S(Support) and I(Infill), and Long Life Housing with devised SI, durability, alterability, available Remodeling and maintenance effect. Housing with large scale complex and brand-name offers Living Guide Book for residents that contains maintenance contents. Maintenance contents for residents in Housing are complex guide, use method of the each part, guide for repair of defect, repair and change of built -in items ended up life or damaged items. Maintenance contents for residents in Long Life Housing are important because the Manager takes charge of public area and public equipment in S, but the user takes charge of private area and private equipment. Therefore this study analyzes out Living Guide Book for residents in Housing as a precedent study based on Maintenance Guideline of Long Life Housing users.

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항공기 배선 결함 식별을 위한 TDR(시간영역 반사계) 활용 적합성 (Validation on Usability of Time Domain Reflectometer for Identifying Defected Aircraft Wiring)

  • 김수웅;이장룡
    • 한국항행학회논문지
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    • 제24권3호
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    • pp.205-211
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    • 2020
  • 배선 결함은 안전한 항공기 운항에 커다란 영향을 미친다. 그러나 배선 결함의 고장탐구 과정은 광범위하고 복잡한 배선 시스템과 설치 위치 때문에 매우 어렵다. 최근 국내 항공사에 배선 결함 고장탐구를 효과적으로 할 수 있게 해주는 시간영역 반사계(TDR; time domain refelectometer) 장비가 소개되었다. 하지만 TDR의 효과와 유용성이 검증되지 않아 대부분의 항공사 정비 부서에서 TDR은 실질적으로 거의 사용되고 있지 않다. 본 연구는 TDR이 항공기 배선에서 결함의 위치 및 유형을 식별하여 문제 해결에 적용될 수 있는지 여부를 결정하기 위해 수행되었다. 실제 항공기에 적용되는 다양한 전선 및 연결부품을 이용한 여러 실험 계획을 수립하여 관찰된 실험 결과를 장비 운용 가이드에서 제공된 데이터와 비교하였다. 실험 결과, 양쪽의 데이터가 유사함을 볼 수 있었으며 TDR은 실제 항공기 배선 결함 고장탐구시 활용 적합성이 있음을 확인하였다.