• 제목/요약/키워드: Structural maintenance

검색결과 3,473건 처리시간 0.026초

딥러닝 모델에서 포트홀 데이터셋의 성능 향상을 위한 전처리 방법 제안과 YOLO 모델을 통한 검증 (Proposed Pre-Processing Method for Improving Pothole Dataset Performance in Deep Learning Model and Verification by YOLO Model)

  • 이한진;양지웅;홍정희
    • 융합신호처리학회논문지
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    • 제23권4호
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    • pp.249-255
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    • 2022
  • 포트홀은 아스팔트 포장도로의 구조적 결함을 나타내는 중요한 단서임과 동시에 많은 인명 피해와 재산 피해를 일으킨다. 따라서 정확한 포트홀 탐지는 도로 표면의 유지보수에 있어서 중요한 과제이다. 포트홀 탐지를 위해 많은 머신러닝 기술이 도입되고 있으며 딥러닝 모델의 효율성을 높이기 위해 데이터 전처리가 필요하다. 본 논문에서는 포트홀 데이터셋에서 중요한 질감과 형태를 강조하는 전처리 방법을 제안한다. 제안된 전처리 방법은 Intensity transformation을 사용해 도로의 불필요한 요소를 줄이고 포트홀의 질감과 형태를 부각한다. 또한 Superpixel, Sobel edge detection을 사용해 포트홀의 특징을 검출한다. 제안된 전처리 방법과 기존의 전처리 방법의 성능 비교를 통해 포트홀 검출에서 제안된 전처리 방법이 기존 방법보다 더 효과적인 방법이라는 것을 보여준다.

노후 함정 강재의 기계적 특성 평가 (Mechanical Properties Assessment of Steels Obtained from an Aged Naval Ship)

  • 박상현;장영식;이수민;조상래;전상수;황주영;백남기
    • 대한조선학회논문집
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    • 제60권2호
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    • pp.65-75
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    • 2023
  • Ships operated at sea for a long time are subjected to various kinds of loads, which may cause various types of damage. Such damages will eventually reduce the strength of hull structures. Therefore, it is necessary to estimate and evaluate the residual strength and remaining fatigue life of aging ships in order to secure structural safety, establish a reasonable maintenance plan, and make a judgment of life extension. For this purpose, the corrosion damage and local denting damage should be measured, fatigue damage estimation should be performed, and material properties of aged steel should be identified. For this study, in order to investigate the mechanical properties of aged steel, steel plates were obtained from a naval ship that reached the end of her life span. The specimens were manufactured from the obtained steel plates, and static and dynamic tensile tests, fatigue tests, and metallographic tests were performed. The mechanical properties obtained from the aged steel plates were compared with those of new steel plates to quantify the aging effect on the mechanical properties of marine steel materials.

Response of two-way reinforced concrete voided slabs enhanced by steel fibers and GFRP sheets under monotonic loading

  • Adel A. Al-Azzawi;Shahad H. Mtashar
    • Structural Monitoring and Maintenance
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    • 제10권1호
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    • pp.1-23
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    • 2023
  • Various efforts have been made to reduce the weight of concrete slabs while preserving their flexural strength. This will result in reducing deflection and allows the utilization of longer spans. The top zone of the slab requires concrete to create the compression block for flexural strength, and the tension zone needs concrete to join with reinforcing for flexural strength. Also, the top and bottom slab faces must be linked to transmit stresses. Voided slab systems were and are still used to make long-span slab buildings lighter. Eight slab specimens of (1000*1000 (1000*1000 mm2) were cast and tested as two-way simply supported slabs in this research. The tested specimens consist of one solid slab and seven voided slabs with the following variables (type of slab solid and voided), thickness of slab (100 and 125 mm), presence of steel fibers (0% and 1%), and the number of GFRP layers). The voids in slabs were made using high-density polystyrene of dimensions (200*200*50 mm) with a central hole of dimensions (50*50*50 mm) at the ineffective concrete zones to give a reduction in weight by (34% to 38%). The slabs were tested as simply supported slabs under partial uniform loading. The results of specimens subjected to monotonic loading show that the combined strengthening by steel fibers and GFRP sheets of the concrete specimen (V-125-2GF-1%) shows the least deflection, deflection (4.6 mm), good ultimate loading capacity (192 MPa), large stiffness at cracking and at ultimate (57 and 41.74) respectively, more ductility (1.44), and high energy absorption (1344.83 kN.mm); so it's the best specimen that can be used as a voided slab under this type of loading.

모달시험기법을 이용한 자갈궤도의 침목지지조건평가 (Evaluation of Sleeper Supporting Condition for Railway Ballasted Track using Modal Test Technique)

  • 최정열;윤태정;정지승
    • 문화기술의 융합
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    • 제9권4호
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    • pp.537-542
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    • 2023
  • 최근 도심지 주변으로 집중되는 신축구조물 및 공동구 확장 등과 같은 인접굴착공사로 인해 운영중인 철도 구조물의 변형이 발생되고 있다. 그러나 대부분 구조물에 대한 구조검토 및 보수보강에 집중되고 있으며 궤도에 대한 검토는 부족한 실정이다. 특히 토공노반 상 자갈궤도의 경우 노반과 도상자갈이 강결된 구조가 아니므로, 미소한 수준의 변형으로도 도상자갈 이완현상이 발생할 수 있다. 이는 침목 지지조건이 불안정한 조건으로 유도될 수 있으므로 충분한 안전성을 확보해야한다. 또한 불안정한 지지조건으로 열차탈선의 위험이 매우 높은 궤도형식이다. 따라서 본 연구에서는 노반 변형에 따른 자갈궤도의 변형특성과 궤도지지성능의 상관관계를 실험 및 해석적으로 입증하고, 자갈궤도의 상태 및 궤도지지강성을 평가할 수 있는 평가기법을 제시하고자 한다.

READINESS OF NIGERIAN BUILDING DESIGN FIRMS TO ADOPT BUILDING INFORMATION MODELLING (BIM) TECHNOLOGIES

  • Mu'awiya Abubakar;Yahaya Makarfi Ibrahim;Kabir Bala
    • 국제학술발표논문집
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    • The 5th International Conference on Construction Engineering and Project Management
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    • pp.640-647
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    • 2013
  • Building Information Modelling (BIM) has become the new international benchmark for efficiency in design, construction and maintenance of buildings. It is the platform that brings about collaboration between project stakeholders and improvement of project outcomes. With all its potentials, not much of the impact of BIM technologies has been felt in the Nigerian construction industry. This research aimed at assessing the readiness of the Nigerian building design firms to adopt BIM technologies. The research was exploratory in nature. A field survey was conducted with the use of structured questionnaire, self administered to a sample of building design consultancy firms (architectural, structural, M&E, quantity surveying, and multi-disciplinary design firms) within Abuja and Kaduna. The questionnaire sought the perception of the responding firms on the factors affecting BIM adoption in the Nigerian construction industry, and their level of readiness to adopt BIM technologies in their practices based on the four categories of readiness-management, people, process and technology. 42.26% response rate was achieved and used for analysis. ANOVA and DUNCAN post-hoc tests were used to establish the differences between the responses of the groups of firms, while means and standard deviations were obtained to establish the important factors affecting BIM adoption in Nigeria. The survey revealed that all the groups of Nigerian design firms are appreciably ready for the adoption of BIM technologies in their practice, with slight variations in their respective levels of readiness. 'Lack of awareness of BIM technology among professionals' and clients and 'lack of knowledgeable and experienced partners' were identified as the most important barriers of BIM adoption in Nigeria; while the most significant drivers are 'availability of well trained professionals' and 'cooperation and commitment of professional bodies to the adoption'. Education and training of building design professionals and cooperation of all stakeholders in the design and construction supply chain were recommended as part of measures to ensure successful adoption of BIM in the Nigerian construction industry.

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소규모 공공시설 조사 시 소교량의 위험성 평가 방법 개선 (Improvement of the Risk Evaluation Methods for Small Bridges When Investigating the Small Public Facilities)

  • 신재성;전계원;노정수
    • 한국방재안전학회논문집
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    • 제16권2호
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    • pp.33-47
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    • 2023
  • 「소규모 공공시설 안전관리 등에 관한 법률(2015 제정)」에 따라 각 지자체에서는 소규모 공공시설을 선정하고, 매년 안전점검을 실시하고 있다. 소규모 공공시설 중 소교량은 세천과 더불어 재해위험성이 높고 마을주민의 공공이용성이 높은 시설이나, 그 개소수가 매우 많아 지자체의 한정된 인원으로 관리하기 어려운 시설에 해당한다. 따라서 지자체의 관리능력을 고려하여 합리적인 선정방법이 필요하며, 객관적 위험도 평가를 통한 위험시설의 선정 및 정비계획의 수립이 요구된다. 이에 본 연구에서는 지자체의 관리능력을 고려하여 소교량의 구조적, 기능적 분류를 통한 선정방법을 제시하고, 위험도 평가 10개 항목의 정량적 평가지표를 제시함으로써 객관적인 위험도 평가가 이루어질 수 있는 방안을 제시하였다.

군용항공기 내 비행 영상 및 데이터 녹화기 장착에 관한 안전성 검증 (Safety Verification of Mounting Flight Video and Data Recorder in the Military Aircraft)

  • 권정혁;김경남;황원화;이왕상
    • 항공우주시스템공학회지
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    • 제17권5호
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    • pp.42-57
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    • 2023
  • 본 논문에서는 운영 중인 군용항공기 내에 비행 임무 및 정비사항의 연구 능력 증대를 위해서 비행 영상 및 데이터 녹화기 추가 장착에 대한 운영환경에 맞는 요구도 검토 및 안전성 검증 방안을 연구하였다. 군용규격 및 운영환경에 따른 요구도에 맞도록 녹화기 장비 자체의 검증, 항공기체계에서의 구조 안전성, 전원 및 전기 안전성, 전자기 적합성과 감항 영향성 검토 및 검증과정을 기술하였다. 또한, 지상/비행 시험을 통해 비행 영상 및 데이터 녹화기와 타 계통 간의 간섭 영향성 및 요구도에 적합한 기능 동작 결과도 함께 기술하였다.

지능형 교량 안전성 예측 엣지 시스템 (Intelligent Bridge Safety Prediction Edge System)

  • 박진효;이태진;홍용근;윤주상
    • 정보처리학회논문지:컴퓨터 및 통신 시스템
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    • 제12권12호
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    • pp.357-362
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    • 2023
  • 교량은 중요한 교통 인프라지만 다양한 환경적 요인과 지속적인 교통 부하로 손상 및 균열을 겪게 되며, 이러한 요인들은 교량의 노후화를 가속화시킨다. 현재 건설한 지 오래된 교량이 많아지면서 안전성을 보장하고 노후화를 진단하기 위한 시스템의 필요성이 대두되고 있다. 이미 교량에서는 실시간 또는 주기적으로 교량의 상태를 모니터링하기 위해 구조물 건전도 모니터링(SHM) 기술이 활용되고 있다. 이 기술과 함께 인공지능과 사물인터넷 기술을 활용한 지능형 교량 모니터링 기술 개발이 진행 중이다. 본 논문에서는 노후화된 교량의 유지관리를 위해 고속 푸리에 변환과 차원 축소 알고리즘을 활용한 교량 안전성을 예측 엣지 시스템 기법을 연구한다. 특히, 기존 연구와는 다르게 실제 교량에서 수집된 센서 데이터를 이용하여 데이터셋을 형성하고 교량의 안전성을 확인할 수 있는지 알아본다.

Investigation of the behavior of an RC beam strengthened by external bonding of a porous P-FGM and E-FGM plate in terms of interface stresses

  • Zahira Sadoun;Riadh Bennai;Mokhtar Nebab;Mouloud Dahmane;Hassen Ait Atmane
    • Structural Monitoring and Maintenance
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    • 제10권4호
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    • pp.315-337
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    • 2023
  • During the design phase, it is crucial to determine the interface stresses between the reinforcing plate and the concrete base in order to predict plate end separation failures. In this work, a simple theoretical study of interface shear stresses in beams reinforced with P-FGM and E-FGM plates subjected to an arbitrarily positioned point load, or two symmetrical point loads, was presented using the linear elastic theory. The presence of pores in the reinforcing plate distributed in several forms was also taken into account. For this purpose, we analyze the effects of porosity and its distribution shape on the interracial normal and shear stresses of an FGM beam reinforced with an FRP plate under different types of load. Comparisons of the proposed model with existing analytical solutions in the literature confirm the feasibility and accuracy of this new approach. The influence of different parameters on the interfacial behavior of reinforced concrete beams reinforced with functionally graded porous plates is further examined in this parametric study using the proposed model. From the results obtained in this study, we can say that interface stress is significantly affected by several factors, including the pores present in the reinforcing plate and their distribution shape. Additionally, we can conclude from this study that reinforcement systems with composite plates are very effective in improving the flexural response of reinforced RC beams.

Comparison of regression model and LSTM-RNN model in predicting deterioration of prestressed concrete box girder bridges

  • Gao Jing;Lin Ruiying;Zhang Yao
    • Structural Engineering and Mechanics
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    • 제91권1호
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    • pp.39-47
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    • 2024
  • Bridge deterioration shows the change of bridge condition during its operation, and predicting bridge deterioration is important for implementing predictive protection and planning future maintenance. However, in practical application, the raw inspection data of bridges are not continuous, which has a greater impact on the accuracy of the prediction results. Therefore, two kinds of bridge deterioration models are established in this paper: one is based on the traditional regression theory, combined with the distribution fitting theory to preprocess the data, which solves the problem of irregular distribution and incomplete quantity of raw data. Secondly, based on the theory of Long Short-Term Memory (LSTM) Recurrent Neural Network (RNN), the network is trained using the raw inspection data, which can realize the prediction of the future deterioration of bridges through the historical data. And the inspection data of 60 prestressed concrete box girder bridges in Xiamen, China are used as an example for validation and comparative analysis, and the results show that both deterioration models can predict the deterioration of prestressed concrete box girder bridges. The regression model shows that the bridge deteriorates gradually, while the LSTM-RNN model shows that the bridge keeps great condition during the first 5 years and degrades rapidly from 5 years to 15 years. Based on the current inspection database, the LSTM-RNN model performs better than the regression model because it has smaller prediction error. With the continuous improvement of the database, the results of this study can be extended to other bridge types or other degradation factors can be introduced to improve the accuracy and usefulness of the deterioration model.