• 제목/요약/키워드: Classification of Difficulty

검색결과 247건 처리시간 0.026초

디지털 마모그램 반자동 종괴검출 방법 (Semi-automatic System for Mass Detection in Digital Mammogram)

  • 조선일;권주원;노용만
    • 대한의용생체공학회:의공학회지
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    • 제30권2호
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    • pp.153-161
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    • 2009
  • Mammogram is one of the important techniques for mass detection, which is the early diagnosis stage of a breast cancer. Especially, the CAD(Computer Aided Diagnosis) using mammogram improves the working performance of radiologists as it offers an effective mass detection. There are two types of CAD systems using mammogram; automatic and semi-automatic CAD systems. However, the automatic segmentation is limited in performance due to the difficulty of obtaining an accurate segmentation since mass occurs in the dense areas of the breast tissue and has smoother boundaries. Semi-automatic CAD systems overcome these limitations, however, they also have problems including high FP (False Positive) rate and a large amount of training data required for training a classifier. The proposed system which overcomes the aforementioned problems to detect mass is composed of the suspected area selection, the level set segmentation and SVM (Support Vector Machine) classification. To assess the efficacy of the system, 60 test images from the FFDM (Full-Field Digital Mammography) are analyzed and compared with the previous semi-automatic system, which uses the ANN classifier. The experimental results of the proposed system indicate higher accuracy of detecting mass in comparison to the previous systems.

일부 원거리 통학 여대생의 체격지수와 영양섭취 실태조사 -섭취열량과 소모열량과의 균형을 중심으로- (A Study on Nutritional Status of College Women Commuting along Distance and Physicque Classification -A Daily Energy Balance between Intake and Expenditure-)

  • 김사름;박혜련;하애화
    • 한국식품영양과학회지
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    • 제26권3호
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    • pp.521-527
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    • 1997
  • This study was aimed to investigate the nutriational status of Korean female college students who are attending school at a longdistance. Physique calssification by anthropomethic indexes, Body mass index(BMI) & Brocas' index and the body fat distrubition were investigated. The energy balance was also examined comparing caloric intake with caloric expenditure. The result of this study are followings; (1) Average height and weight were 158±17.8 cm, 51.7±7.8 kg. This results were not quite different from '84 Korean Adult Standard of 159.5cm, 52.5kg. (2) By Broca's index, 25.89% of subjects was underweight 67.0% was normal weight and 7.06 was overweight. By BMI, 40% of subjects was underweight, 58.8% was normal weight and 1.2% was overweight. (3) According to % fat measured. By BIA, 7% in subjects was underweight, 64.2% was normal weight, 22% was overweight and 6.1% was obesity. This result differed from BMI's result. It may be measurement error due to the difficulty of removing metal sticking to underwear and tooth correction. (4) The intakes of the nutrients except protein, P, vitamin B₁ complexes, were lower than the intakes indicated by Korean Recommended Allowances. 95) Average caloric intake a day was 1545±394.4 kcal, which was much lower than the RDA. The caloric expenditure was much more than caloric intake, which showed negative energy balance in the subjects of this study.

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해양지리정보 피쳐 카탈로그 표준에 관한 연구 (A study of feature catalogue standard of marine GIS)

  • 박종민;조영포;서상현
    • 한국항해항만학회지
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    • 제28권1호
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    • pp.91-96
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    • 2004
  • 해양지리정보의 가장 핵심 단위인 피쳐가 근본적으로 동일함에도 불구하고 각 응용분야별로 그 피쳐의 의미와 내용을 분류하고 기술하는 방식이 서로 다르기 때문에 사용자 측면에서 매우 불합리하다. 이에 현재 세계적으로 생산자 및 이용자가 공통적으로 사용할 수 있게 피쳐들을 표준화된 방식으로 분류하고 명명, 정의하는 피쳐카탈로그화가 활발하게 진행되고 있는 추세이며, 본 논문에서는 해양지리정보의 활성화를 위해 "ISO 19110 - Methodology for Feature Cataloguing" 표준문서를 분석하여 피쳐에 대한 구성요소와 정의방식을 연구하였고, 도출된 방법을 통해 해양지리정보 피쳐카탈로그를 작성하는 표준안과 그 예를 제시하였다.

대입열 EH36-TM강의 Tandem EGW 용접부 미세조직 및 기계적 성질 (Mechanical Properties and Microstructures of High Heat Input Welded Tandem EGW Joint in EH36-TM Steel)

  • 정홍철;박영환;안영호;이종봉
    • Journal of Welding and Joining
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    • 제25권1호
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    • pp.57-62
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    • 2007
  • In the coarse grained HAZ of conventional TiN steel, most TiN particles are dissolved and austenite grain growth easily occurrs during high heat input welding. To avoid this difficulty, thermal stability of TiN particles is improved by increasing nitrogen content in EH36-TM steel. Increased thermal stability of TiN particle is helpful for preventing austenite grain growth by the pinning effect. In this study, the mechanical properties and microstructures of high heat input welded Tandem EGW joint in EH36-TM steel with high nitrogen content were investigated. The austenite grain size in simulated HAZ of the steel at $1400^{\circ}C$ was much smaller than that of conventional TiN steel. Even for high heat input welding, the microstructure of coarse grained HAZ consisted of fine ferrite and pearlite and the mechanical properties of the joint were sufficient to meet all the requirements specified in classification rule.

연구용원자로 해체비용 산정을 위한 단위비용인자 산출 (Calculating the Unit Cost Factors for Decommissioning Cost Estimation of the Nuclear Research Reactor)

  • 정관성;이동규;정종헌;이근우
    • 방사성폐기물학회지
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    • 제4권4호
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    • pp.385-391
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    • 2006
  • 연구용원자로 해체비용은 해체대상물에 대한 특성 및 제원에 맞게 해체작업을 분류하고 구성요소를 설정하여 단위비용인자를 바탕으로 한 공학적 비용 산정 방법으로 해체비용을 산정한다. 연구용원자로에 대한 해체비용은 크게 인건비, 장비 및 재료비로 구성이 되는데 해체작업에 소요되는 인건비는 해체대상물에 소요되는 작업시간을 바탕으로 계산을 한다. 본 논문에서는 연구용원자로 해체비용 산정 시 인건비 계산에 필요한 단위비용인자 및 작업 난이도 인자를 산출하였다.

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안와관골 복합체 골절에서 술전 평가로서 눈깜박반사 검사의 유용성 (Usefulness of the Blink Reflex Study as a Preoperative Evaluation in the Orbitozygomatic Complex Fracture)

  • 강대일;박상우;최재훈
    • Archives of Plastic Surgery
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    • 제37권6호
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    • pp.779-782
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    • 2010
  • Purpose: As the evaluation of the preoperative sensibility in the orbitozygomatic complex fracture, used by most surgeons, depends on the patient's subjective judgements, it is difficult to make generalization and to use it as an objective evaluation method. We used the blink reflex study to objectively evaluate injury to the infraorbital nerve. Methods: From December 2008 to November 2009, a total of 16 patients underwent the patient's subjective report on sensory symptoms and the blink reflex study preoperatively. Among patients having orbitozygomatic complex fracture of type III or more according to Henderson's classification and simultaneously suspected as being injured along the infraorbital nerve pathway, patients who had difficulty in checking preoperative sensibility and said 'normal sensibility' were selected as candidates. Results: Fifteen patients showed abnormal R1 on the fracture side. These results suggested that most of patients had injury to the infraorbital nerve. Conclusion: Contrary to the existing tests, the blink reflex study is a useful diagnostic tool in reflecting injury to the infraorbital nerve objectively.

Research on diagnosis method of centrifugal pump rotor faults based on IPSO-VMD and RVM

  • Liang Dong ;Zeyu Chen;Runan Hua;Siyuan Hu ;Chuanhan Fan ;xingxin Xiao
    • Nuclear Engineering and Technology
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    • 제55권3호
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    • pp.827-838
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    • 2023
  • Centrifugal pump is a key part of nuclear power plant systems, and its health status is critical to the safety and reliability of nuclear power plants. Therefore, fault diagnosis is required for centrifugal pump. Traditional fault diagnosis methods have difficulty extracting fault features from nonlinear and non-stationary signals, resulting in low diagnostic accuracy. In this paper, a new fault diagnosis method is proposed based on the improved particle swarm optimization (IPSO) algorithm-based variational modal decomposition (VMD) and relevance vector machine (RVM). Firstly, a simulation test bench for rotor faults is built, in which vibration displacement signals of the rotor are also collected by eddy current sensors. Then, the improved particle swarm algorithm is used to optimize the VMD to achieve adaptive decomposition of vibration displacement signals. Meanwhile, a screening criterion based on the minimum Kullback-Leibler (K-L) divergence value is established to extract the primary intrinsic modal function (IMF) component. Eventually, the factors are obtained from the primary IMF component to form a fault feature vector, and fault patterns are recognized using the RVM model. The results show that the extraction of the fault information and fault diagnosis classification have been improved, and the average accuracy could reach 97.87%.

오토인코더를 활용한 MCT 이상탐지 알고리즘 개발 (Autoencoder-based MCT Anomaly Detection Algorithm)

  • 김민희;진교홍
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2021년도 추계학술대회
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    • pp.89-92
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    • 2021
  • 제조 현장에서 설비의 이상이나 고장은 곧 제품의 결함을 발생시키는 요인이 된다. 최근 스마트팩토리 서비스의 확산에 따라 고장을 예측 및 방지를 위한 인공지능 기반의 애플리케이션에 대한 연구가 활발히 이어지고 있으나, 일반적으로 설비의 이상이나 고장 데이터는 정상에 비해 그 개수가 현저히 적어 분류 모델 개발에 큰 어려움이 있다. 본 논문에서는 오토인코더 모델의 입력과 출력 간 차이를 이용한 제조 현장의 MCT 이상탐지 알고리즘을 제안하고 성능을 분석하였다. 해당 알고리즘은 비정상 데이터가 존재하지 않는 MCT 제조 데이터에서 정상 데이터에 대한 특징만을 이용하여 비정상을 탐지한다.

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플랜트 유틸리티 시공에서 리스크 관리에 관한 연구 (On the Analysis of Risk Management for a Utility Construction Work in Plant Projects)

  • 한기돈;허진혁;문승재;유호선
    • 플랜트 저널
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    • 제6권1호
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    • pp.64-70
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    • 2010
  • From 2000, the world plant market, especially plant developing business related to oil and gas, has been increasing. Domestic construction companies advance to overseas plant construction market actively, and proportioning to this, an importance of utility construction is increasing. However, the project becomes large and high-tech, and many companies experience difficulty of project management due to relatively high risk of overseas construction. In this study, we built the standard process with which domestic company can evaluate the risk of overseas plant utility construction. Primary factors for risk evaluation is derived, classification system is made out, primary factor is analyzed, and counter plan is suggested. And thorough management of risk is performed by risk management organization that manages the risks, risk control methods, reports and monitors through risk sheet and risk action log from the start of project to the end.

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Taxonomy and phylogeny of the genus Cryptomonas (Cryptophyceae, Cryptophyta) from Korea

  • Choi, Bomi;Son, Misun;Kim, Jong Im;Shin, Woongghi
    • ALGAE
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    • 제28권4호
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    • pp.307-330
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    • 2013
  • The genus Cryptomonas is easily recognized by having two flagella, green brownish color, and a swaying behavior. They have relatively simple morphology, and limited diagnostic characters, which present a major difficulty in differentiating between species of the genus. To understand species delineation and phylogenetic relationships among Cryptomonas species, the nuclear-encoded internal transcribed spacer 2 (ITS2), partial large subunit (LSU) and small subunit ribosomal DNA (rDNA), and chloroplast-encoded psbA and LSU rDNA sequences were determined and used for phylogenetic analyses, using Bayesian and maximum likelihood methods. In addition, nuclear-encoded ITS2 sequences were predicted to secondary structures, and were used to determine nine species and four unidentified species from 47 strains. Sequences of helix I, II, and IIIb in ITS2 secondary structure were very useful for the identification of Cryptomonas species. However, the helix IV was the most variable region across species in alignment. The phylogenetic tree showed that fourteen species were monophyletic. However, some strains of C. obovata had chloroplasts with pyrenoid while others were without pyrenoid, which used as a key character in few species. Therefore, classification systems depending solely on morphological characters are inadequate, and require the use of molecular data.