• 제목/요약/키워드: Deep cavity

검색결과 122건 처리시간 0.025초

도심지 도로 지하공동 탐지를 위한 딥러닝 기반 GPR 자료 해석 기법 (Deep-learning-based GPR Data Interpretation Technique for Detecting Cavities in Urban Roads)

  • 최병훈;편석준;최우창;조철현;윤진성
    • 지구물리와물리탐사
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    • 제25권4호
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    • pp.189-200
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    • 2022
  • 도심지 도로에서의 지하공동 붕괴로 인한 지반침하 문제는 인명 및 재산 피해로 이어질 수 있기 때문에 이를 예방하기 위해서는 사전에 지하공동을 탐지하고 복구하는 과정이 필요하다. 지하공동 탐지는 주로 지표투과레이더(ground penetrating radar, GPR) 탐사를 통해 이루어지는데, 방대한 탐사 자료로 인해 해석에 많은 시간이 소모되고 전문가의 숙련도와 주관에 따라 해석 결과가 달라질 수 있다. 이러한 문제를 해결하기 위해 GPR 자료 해석 자동화 및 정량화 기법들이 연구되어 왔으며, 최근에는 딥러닝 기반의 해석 기법들이 많이 활용되고 있다. 이 연구에서는 딥러닝 기반의 GPR 자료해석 기법 중 쌍곡선(hyperbola) 신호를 탐지하는 과정에 대해 기존 연구에서 개발된 기법을 단계별로 실증 예제를 통해 설명하였다. 먼저, 쌍곡선 신호를 자동으로 탐지하기 위해서 딥러닝 기반 YOLOv3 객체탐지 기법을 적용했다. 다음으로는 column-connection clustering (C3) 알고리즘을 통해 쌍곡선 신호만을 추출하였고, 최종적으로 회귀분석을 통해 지하공동의 수평위치를 결정했다. YOLOv3 객체탐지 기법을 이용한 쌍곡선 신호 탐지 성능은 AP50 기준으로 정밀도 84%, 재현율 92%를 달성했다. 지하공동 수평위치 정확도는 4개 샘플에 대해 실제 위치와 약 0.12 ~ 0.36 m 정도의 차이를 보였다. 이를 통해 지하공동에 의해 나타나는 쌍곡선 신호에 대한 딥러닝 기반 탐지 기법의 적용성을 확인할 수 있었다.

Tissue Level Based Deep Learning Framework for Early Detection of Dysplasia in Oral Squamous Epithelium

  • Gupta, Rachit Kumar;Kaur, Mandeep;Manhas, Jatinder
    • Journal of Multimedia Information System
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    • 제6권2호
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    • pp.81-86
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    • 2019
  • Deep learning is emerging as one of the best tool in processing data related to medical imaging. In our research work, we have proposed a deep learning based framework CNN (Convolutional Neural Network) for the classification of dysplastic tissue images. The CNN has classified the given images into 4 different classes namely normal tissue, mild dysplastic tissue, moderate dysplastic tissue and severe dysplastic tissue. The dataset under taken for the study consists of 672 tissue images of epithelial squamous layer of oral cavity captured out of the biopsy samples of 52 patients. After applying the data pre-processing and augmentation on the given dataset, 2688 images were created. Further, these 2688 images were classified into 4 categories with the help of expert Oral Pathologist. The classified data was supplied to the convolutional neural network for training and testing of the proposed framework. It has been observed that training data shows 91.65% accuracy whereas the testing data achieves 89.3% accuracy. The results produced by our proposed framework are also tested and validated by comparing the manual results produced by the medical experts working in this area.

와동 형태에 따른 5급 글라스 아이오노머 시멘트 수복물의 변연누출 비교 (COMPARISON OF MARGINAL LEAKAGE OF CLASS 5 GIC RESTORATIONS ACCORDING TO CAVITY DESIGNS)

  • 이선화;허복;이희주
    • Restorative Dentistry and Endodontics
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    • 제23권1호
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    • pp.296-303
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    • 1998
  • The purpose of this study was to assess the effects of cavity designs on the marginal leakage of class 5 glass ionomer restorations. The five cavity designs were as follows ; notch shape(A group), notch shape with groove(B group), combined lesion(C group), combined lesion with groove and deep chamfer margin(D group) and combined lesion with groove and shoulder(E group), and each design had 10 cavities. After the cavities were restored with GIC, they were immersed in 0.5% basic fuchsin solution for 6 hours. The specimens were washed thoroughly and sectioned longitudinally in a buccolingual direction through the center of the restorations. The degree of marginal leakage was measured as the extent of dye penetration under the stereoscope. The results of this study were as follows 1. The enamel margins of all groups showed lesser leakage than dentin/cementum margins(p<0.05). 2. The combined lesion(C group) showed more leakage than notch shape(A group), but there was no siginificant difference(p>0.05). 3. In the notch shape, there was no influence on the marginal leakage by the groove preparation. 4. In the combined lesion, marginal leakage was decreased by the groove preparation and marginal modification.

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Wideband Flat Optical Frequency Comb Generated from a Semiconductor Based 10 GHz Mode-Locked Laser with Intra-cavity Fabry-Perot Etalon

  • Leaird, Daniel E.;Weiner, Andrew M.;Seo, Dongsun
    • 전기전자학회논문지
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    • 제18권1호
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    • pp.19-24
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    • 2014
  • We report stable, wideband, flat-topped, 10 GHz optical frequency comb generation from a semiconductor-based mode-locked ring laser with an intra-cavity high finesse Fabry-Perot etalon. We demonstrate a stable 10 GHz comb with greater than 200 lines within a spectral power variation below 1 dB, which is the largest value obtained from a similar mode-locked laser in our knowledge. Greater than 20 dB of the spectral peak to deep ratio at 0.02 nm resolution, ~92 femtosecond timing jitter over 1 kHz to 1 MHz range, and non-averaged time traces of pulses confirm very stable optical frequency comb lines.

SDB와 전기화학적 식각정지에 의한 블크 마이크로머신용 3차원 미세구조물 제작 (Fabrication of 3-dementional microstructures for bulk micromachining by SDB and electrochemical etch-stop)

  • 정연식;정귀상
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2001년도 하계학술대회 논문집 C
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    • pp.1890-1892
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    • 2001
  • This paper described on the fabrication of microstructures by DRIE(Deep Reactive Ion Etching). SOI(Si-on-insulator) electric devices with buried cavities are fabricated by SDB technology and electrochemical etch-stop. The cavity was fabricated the upper handling wafer by Si anisotropic etch technique. SDB process was performed to seal the fabricated cavity under vacuum condition at -750 mm Hg. In the SDB process, captured air and moisture inside of the cavities were removed by making channels towards outside. After annealing(1000$^{\circ}C$, 60 min.), the SDB SOI structure was thinned by electrochemical etch-stop. Finally, it was fabricated microstructures by DRIE as well as a accurate thickness control and a good flatness.

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Nd:YAG 레이저를 이용한 polyoxymethylene 표면의 마이크로 딤플가공 및 특성에 관한 연구 (Characteristics of micro-dimple formed on polyoxymethylene surface by Nd:YAG laser texturing technique)

  • 조민행;이재봉;이성혁;김주한
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2008년도 추계학술대회A
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    • pp.193-197
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    • 2008
  • Array of micro-dimple on polyoxymethylene (POM) surface was fabricated using Q-switched Nd:YAG laser and its characteristics were studied in terms of heat affected zone (HAZ), dimple geometry, and the effect of specimen surface roughness. Process parameters such as lamp current, process time, and the stream of air in order to minimize HAZ and flow of molten polymer into cavity were extensively studied in this work. Dimple geometry was further investigated by 3-D optical microscopy to provide deep insight into morphological analysis near the dimples. This paper also presents the applicapability of micro-dimples in polymeric tribological system, such as a thrust bearing. Micro-dimples were expected to provide low coefficient of friction and enhanced lubricity at the sliding interface.

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Effects of Cavity Configuration on Bond Strength and Microleakage of Composite Restoration.

  • Choi, S.M.;Choi, K.K.;Park, S.J.
    • 대한치과보존학회:학술대회논문집
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    • 대한치과보존학회 2001년도 추계학술대회(제116회) 및 13회 Workshop 제3회 한ㆍ일 치과보존학회 공동학술대회 초록집
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    • pp.584.1-584
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    • 2001
  • The purpose of this study was to evaluate the effects of various cavity configuration on bond strength and micro leakage of composite restoration. The specimens were prepared as followed; For control group(C=1), bovine teeth were wet-ground to expose flat dentin surface and in experimental groups, cylindrical cavities, same all2mm deep and 6mm in diameter(C=2.3), 4mm(C=3.0), and 3mm(C=3.7) were prepared.(omitted)

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성공적인 캐드캠 수복을 위한 치아형성과 구강스캔 (Tooth preparation and Intraoral scanning for successful CAD/CAM restorations)

  • 배진우;손성애
    • 대한치과의사협회지
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    • 제57권7호
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    • pp.380-391
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    • 2019
  • In recent years, with the introduction of various restorative materials, restorations using CAD/CAM equipment have been increasing in the esthetic dentistry. The critical steps in the fabrication of indirect restorations with CAD/CAM equipment are proper cavity preparation and making accurate impressions. The process of tooth preparation for CAD/CAM restoration should include a mechanical understanding of milling. In addition, during tooth preparation, the clinician should be familiar with additional equipment and techniques for obtaining the convenience. In order to obtain an accurate oral scan, the clinician should understand the limitations of the oral scan and be skilled at techniques for obtaining a successful image when making oral scans. This article focused clinical guidelines for the preparation of CAD/CAM restorations and introduced clinical methods for making successful impression of oral scans in narrow and deep tooth cavity areas.

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심부 지하광산 개발에서의 대규모 발파를 활용한 Underhand Closed Bench (UCB) 채광 혁신기술 (Innovation of the Underhand Closed Bench (UCB) Mining Method Utilizing Large-Scale Blasting in Deep Underground Mining)

  • 이서경;오세욱;조상호;박준혁
    • 화약ㆍ발파
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    • 제42권2호
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    • pp.29-41
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    • 2024
  • 세계 성장에 따른 금속 광물의 수요 증가와, 지속된 지표 부근의 광물 개발로 인해 고심도 광산에 존재하는 광석을 안전하고 효율적으로 채굴하는 방법이 필요하다. 고심도 광산에서는 공동 주변에 집중되는 응력이 증가하며, 이로 인해 촉발지진이나 록버스트와 같은 문제가 발생할 수 있다. 또한 심부에 위치한 단층에 발파로 인한 에너지가 전달되면 단층의 미끄러짐으로 인해 지진이 발생할 수 있으며 이와 같은 사고를 제어하는 것이 고심도 광산 채광법의 핵심이다. 본 기술보고에서는 고심도 광산에서 채광 시 발생 가능한 사고를 제어하고, 생산성을 높일 수 있는 UCB(Underhand Closed Bench) 채광법에 대해 소개하고자 한다.

Borehole radar for environment study

  • Sato Motoyuki
    • 한국지구물리탐사학회:학술대회논문집
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    • 한국지구물리탐사학회 2003년도 Proceedings of the international symposium on the fusion technology
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    • pp.299-304
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    • 2003
  • Borehole radar is one kind of GPR, but it can be used in deep boreholes, and it has many advantages compared with low frequency borehole EM tools, and surface GPR. We have developed various techniques on borehole radar for environment study. The hardware development includes broadband radar system with the functions of polarimetry and inteferometry. By using these systems, we tested the measurements to applications such as subsurface fracture characterization, subsurface cavity detections. In this paper, we will describe the advantages of the advanced radar technology for environment studies, and show some experiment results.

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