• Title/Summary/Keyword: 형상추정

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Anterior Cruciate Ligament Segmentation in Knee MRI with Locally-aligned Probabilistic Atlas and Iterative Graph Cuts (무릎 자기공명영상에서 지역적 확률 아틀라스 정렬 및 반복적 그래프 컷을 이용한 전방십자인대 분할)

  • Lee, Han Sang;Hong, Helen
    • Journal of KIISE
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    • v.42 no.10
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    • pp.1222-1230
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    • 2015
  • Segmentation of the anterior cruciate ligament (ACL) in knee MRI remains a challenging task due to its inhomogeneous signal intensity and low contrast with surrounding soft tissues. In this paper, we propose a multi-atlas-based segmentation of the ACL in knee MRI with locally-aligned probabilistic atlas (PA) in an iterative graph cuts framework. First, a novel PA generation method is proposed with global and local multi-atlas alignment by means of rigid registration. Second, with the generated PA, segmentation of the ACL is performed by maximum-aposteriori (MAP) estimation and then by graph cuts. Third, refinement of ACL segmentation is performed by improving shape prior through mask-based PA generation and iterative graph cuts. Experiments were performed with a Dice similarity coefficients of 75.0%, an average surface distance of 1.7 pixels, and a root mean squared distance of 2.7 pixels, which increased accuracy by 12.8%, 22.7%, and 22.9%, respectively, from the graph cuts with patient-specific shape constraints.

Prediction of Defect Size of Steam Generator Tube in Nuclear Power Plant Using Neural Network (신경회로망을 이용한 원전SG 세관 결함크기 예측)

  • Han, Ki-Won;Jo, Nam-Hoon;Lee, Hyang-Beom
    • Journal of the Korean Society for Nondestructive Testing
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    • v.27 no.5
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    • pp.383-392
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    • 2007
  • In this paper, we study the prediction of depth and width of a defect in steam generator tube in nuclear power plant using neural network. To this end, we first generate eddy current testing (ECT) signals for 4 defect patterns of SG tube: I-In type, I-Out type, V-In type, and V-Out type. In particular, we generate 400 ECT signals for various widths and depths for each defect type by the numerical analysis program based on finite element modeling. From those generated ECT signals, we extract new feature vectors for the prediction of defect size, which include the angle between the two points where the maximum impedance and half the maximum impedance are achieved. Using the extracted feature vector, multi-layer perceptron with one hidden layer is used to predict the size of defects. Through the computer simulation study, it is shown that the proposed method achieves decent prediction performance in terms of maximum error and mean absolute percentage error (MAPE).

Nondestructive Damage Identification of Free Vibrating Thin Plate Structures Using Micro-Genetic Algorithms (마이크로 유전 알고리즘을 이용한 자유진동 박판구조물의 비파괴 손상 규명)

  • Lee, Sang Youl
    • Journal of Korean Society of Steel Construction
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    • v.17 no.2 s.75
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    • pp.173-181
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    • 2005
  • This study deals with a method to identify damages of free vibrating thin plate structures using the combined finite element method (FEM) and the advanced uniform micro-genetic algorithm.To solve the inverse problem using the combined method, this study uses several natural frequencies instead of mode shapes in a structure as the measured data. The technique described in this paper allows us not only to detect the damaged elements but also to find their numbers, locations, and the extent of damage.To demonstrate the feasibility of the proposed method, the algorithm is applied to a free vibrating steel thin plate structures with arbitrary damages. From the standpoint of computation efficiency, the proposed method in this study has advantages when compared with the existing simple genetic algorithms. The numerical examples demonstrate that the method using micro-genetic algorithms can possibly detect correctly the damages of thin plates from only several natural frequencies instead of their natural modes.

Reliability Analysis for Decoy using Maintenance Data (정비 데이터를 이용한 기만체계 신뢰도 분석)

  • Gwak, Hye-Rim;Hong, Seok-Jin;Jang, Min-Ki
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.10
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    • pp.82-88
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    • 2018
  • The decoy defensive weapon system is a one-shot system. Reliability is maintained through periodic inspection and high reliability is required to confirm whether or not the functioning is normal after launch. The maintenance cycle of a decoy was set up without target reliability and reliability prediction during the development period. However, the number of operations in the military has been increasing, necessitating the optimization of the maintenance cycle. Reliability is analyzed using the maintenance data of a decoy operated for several decades and the optimal maintenance cycle is suggested. In chapter 2, data collection and classification methods are presented and analysis methodology is briefly introduced. In chapter 3, the data distribution analysis and fitness verification confirmed that applying the Weibull distribution is the most suitable for the maintenance data of the decoy. In chapter 4, we present the analysis result of percentile, survival probability and MTBF and the optimal maintenance cycle was derived from the reliability analysis. Finally, we suggest the application methods for this paper in the future.

A Study on Radar Signal Model for Calculation of RCS Using MUSIC Algorithm (레이더 반사단면적 계산을 위한 레이더 신호모델에 관한 연구)

  • Jeong Junng-Sik;Pang Tian-Ting;Jong Jae-Yong;Kim Chul-Seung;Yang Won-Jae;Ahn Young-Sup
    • Proceedings of KOSOMES biannual meeting
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    • 2005.11a
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    • pp.75-78
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    • 2005
  • The detectability of radar depends on RCS(radar cross section). The RCS for complex radar targets may be only approximately calculated by using low-frequency or high-frequency scattering methods, while the RCS for simple radar targets can be exactly obtained by applying on eigen-function method. However, the conventional methods for calculation of RCS are computationally complex. We propose an radar signal model for RCS calculation by MUSIC algorithm In this research, it is assumed that the radar target is considered as a ring of scatterers. The amplitudes of scatterers may be statistically distributed. As the result, the radar signal model is proposed to use MUSIC, and the RCS is calculated by a simple linear algebraic method.

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Study on the Development of the Customized Ready-Made Hull Forms according to the Retrofit (선박개조에 따른 고객 맞춤형 기성품 선형 개발)

  • Park, Dong-Woo
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.23 no.4
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    • pp.432-438
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    • 2017
  • The primary objective of the current work was to develop a standardized retrofit hull form capable of saving energy based on existing vessels. The bow shape of existing vessels was investigated, giving consideration to design draft and speed. Resistance performances were assessed for existing vessels according to operating conditions. Commercial CFD codes and model test materials were used for assessment of effective power. Three retrofit hull forms with minimum resistance were selected given real operating conditions. These vessels were named after customized ready-made hull forms to enable ship owners to make easier choices. The effective power of each vessel was estimated under real operating conditions. Subjects were operated with the lowest draft, and performance for retrofit No. 3 showed an 11-16% improvement in effective power at low speed ranges of 16-18 knots compared to existing vessels. When operated with a middle draft, performance for retrofit No. 3 showed a 6-11% improvement in effective power at low speed ranges compared to existing vessels. When operated with the highest draft, performance for all vessels showed little difference in effective power.

A Study on the Development Method of Stage-Discharge Rating Curve (수위-유량관계곡선 개발 방법론에 관한 연구)

  • Lee, Yeon-Kil;Kwon, Kyu-Sang;Kim, Hyoung-Seop;Lee, Jin-Won;Jung, Sung-Won
    • Proceedings of the Korea Water Resources Association Conference
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    • 2008.05a
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    • pp.2212-2216
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    • 2008
  • 본 연구는 하도특성의 불규칙으로 인해 수위와 유량이 단일 관계가 형성되지 않은 경우와 유수의 흐름이 지속되어 GZF 측정이 어려운 경우에 구간분리와 GZF를 결정하는 곡선식 개발 방법론이라 할 수 있다. 첫번째 연구과제는 저수위 구간 수위-유량관계곡선식의 GZF 추정방법의 개선에 관한 연구이다. 다음과 같은 연구를 수행하기 위해서 GZF의 변화에 따라 곡선식의 신뢰도를 분석할 수 있는 프로그램을 개발하였다. 본 연구에서 개발한 프로그램은 사용자들이 쉽게 이용할 수 있는 엑셀 VBA(Visual Basic for Applications)로 작성되었으며, 입력자료 구축 모듈, 하도단면 입력 모듈, GZF 설정 모듈, GZF 평가 등의 4개 모듈로 구성되어 있다. 두 번째 연구과제는 구간분리 유무의 기준에 관한 연구로서 수위-유량관계곡선의 신뢰도에 직접적인 영향을 미친다. 본 연구에서는 일차적으로 단면의 특성이 상이한 4개의 수위관측소를 선정하여 수위-면적 곡선과 수위-면적변화량곡선을 생성하였으며 이로부터 단면변화와 구간분리의 특성을 분석하였다. 구간분리의 기준에 영향을 미치는 변수로는 단면특성인자, 유속, 하상경사, 수면경사, 단면통제, 하도통제 등을 들 수 있으며, 또한 다음과 같은 주요변수들이 서로 복합적으로 작용되기 때문에 일정한 기준을 제시하기란 어려운 부분이라 할 수 있다. 따라서 본 연구에서는 구간분리에 영향을 미치는 주요 변수 중에서도 가장 크게 영향을 주는 변수인 하도 단면의 특성 등을 중심으로 연구를 진행하였다. 먼저 단면의 특성이 서로 상이한 수위 관측소 단면을 선정하여 수위관측소별로 저수부에서 고수위 구간까지 10cm의 등간격으로 수위별 면적을 산정하여 구간분리의 가능성을 판단하였다. 구간분리의 유무에 관한 연구는 현재 진행 중에 있으며, 향후에는 1단면, 2단면, 3단면까지 파악하여 단면 특성이 구간분리에 미치는 영향 등을 파악할 계획에 있다. 또한 하도 단면의 다양성을 고려하여 단면형상이 상이한 여러 수위관측소 지점에서 구간분리의 기준을 연구할 계획이며, 단면의 특성을 파악한 후에는 유량, 유속, 하상경사, 하도통제 등을 고려할 계획이다.

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Analytics Study on safety and stability of 50m class Portable Prestressing Bed (50m급 이동식 긴장대의 안전성 및 안정성에 관한 해석적 연구)

  • Kim, Jong Suk;Yoon, Ki Yong;Kim, Yong Hyeog
    • 한국방재학회:학술대회논문집
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    • 2011.02a
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    • pp.182-182
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    • 2011
  • 현재 국내에서 PSC 거더의 제작은 주로 포스트텐션방식을 사용하고 있다. 포스트텐션방식은 콘크리트 양생 후 긴장력을 도입하여 제작회전율이 높은 특성을 가지나 쉬스, 그라우팅, 정착장치 등이 요구되어 조립과정이 복잡하고 제작단가가 높다. 교량에 적용되는 PSC 거더를 포스트텐션방식 대신에 프리텐션방식으로 제작한다면 제작단가를 대폭 감소시킬 수 있을 것이나, 교량용 PSC 거더의 길이가 일반적으로 30~50m이므로 공장에서 제작하여 현장으로 운반하는 것은 운반비용의 상승 및 운반 가능한 크기의 제한을 받게 된다. 운반의 문제를 해결하기 위해서는 현장에서 PSC 거더를 제작하여야 하는데 현장에 긴장대를 고정식으로 설치하는 것은 제작단가의 상승으로 이어져 경제성을 잃게 된다. 따라서 현장에서 사용할 수 있도록 이동식 긴장대를 제작한다면 경제성을 갖춘 프리텐션방식의 PSC 거더 생산이 가능할 것이다. 50m급 이동식 긴장대에는 약 10MN에 이르는 매우 큰 긴장력이 가해져 이동식 긴장대가 콘크리트 양생전까지 이 긴장력을 저항하여야 한다. 본 논문에서는 유한요소 해석프로그램인 ABAQUS를 사용하여 50m급 PSC 거더를 생산할 수 있는 이동식 긴장대를 모델링하여 약 10MN에 이르는 긴장력이 가해질 때에 이동식 긴장대의 각 구성요소의 거동특성 및 하중에 대한 안전성 및 좌굴에 대한 안정성 확보 여부를 해석적으로 파악하고자 한다. 이동식 긴장대는 구성요소인 정착블럭(긴장BOX)과 중간연결블럭으로 나누어 모델링하였다. 정착블럭(긴장BOX)은 다수의 강판을 4절점 쉘요소(S4R)를 사용하여 직육면체의 BOX 형상에 내부를 보강한 단면으로 구성하였고, 중간연결블럭은 H형강 2개를 일체화한 긴장대 거더와 콘크리트 바닥판 블록이 볼트로 합성된 구조이며, H형강은 4절점 쉘요소(S4R), 바닥판블럭은 8절점솔리드요소(C3D8R)를 사용하였다. 긴장대거더와 바닥판블럭은 합성거동을 하도록 weld option을 사용하여 부분적으로 결합하였다. 정적해석결과 이동식 긴장대에 발생하는 응력은 도로교 설계기준에 SS400 강재의 허용응력 140MPa 보다 작으며 선형탄성좌굴 해석결과 가력하중의 2.22배 약 21MN의 하중이 가력되어야 전체좌굴이 발생하게 될 것으로 추정된다. 해석결과를 보아 50m급 PSC 거더를 생산할 수 있는 이동식 긴장대는 하중에 대한 안전성 및 좌굴에 대한 안정성을 확보하고 있는 것으로 판단된다.

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Refinement of Building Boundary using Airborne LiDAR and Airphoto (항공 LiDAR와 항공사진을 이용한 건물 경계 정교화)

  • Kim, Hyung-Tae;Han, Dong-Yeob
    • Journal of the Korean Association of Geographic Information Studies
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    • v.11 no.3
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    • pp.136-150
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    • 2008
  • Many studies have been carried out for automatic extraction of building by LiDAR data or airphoto. Combining the benefits of 3D location information data and shape information data of image can improve the accuracy. So, in this research building recognition algorithm based on contour was used to improve accuracy of building recognition by LiDAR data and elaborate building boundary recognition by airphoto. Building recognition algorithm based on contour can generate building boundary and roof structure information. Also it shows better accuracy of building detection than the existing recognition methods based on TIN or NDSM. Out of creating buffers in regular size on the building boundary which is presumed by contour, this research limits the boundary area of airphoto and elaborate building boundary to fit into edge of airphoto by double active contour. From the result of this research, 3D building boundary will be able to be detected by optimal matching on the constant range of extracted boundary in the future.

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A Framework of Recognition and Tracking for Underwater Objects based on Sonar Images : Part 1. Design and Recognition of Artificial Landmark considering Characteristics of Sonar Images (소나 영상 기반의 수중 물체 인식과 추종을 위한 구조 : Part 1. 소나 영상의 특성을 고려한 인공 표식물 설계 및 인식)

  • Lee, Yeongjun;Lee, Jihong;Choi, Hyun-Taek
    • Journal of the Institute of Electronics and Information Engineers
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    • v.51 no.2
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    • pp.182-189
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    • 2014
  • This paper proposed a framework of recognition and tracking for underwater objects using sonar images as an alternative of underwater optical camera which has the limitation of usage due to turbidity. In Part 1, a design and recognition method for 2D artificial landmark was proposed considering the practical performance of current imaging sonars. In particular, its materials are selected in order to maximize detectability based on characteristics of imaging sonar and ultrasonic waves. It has a simple and omni-directional shape which allows an easy modeling of object, and it includes region based features as identifications. Also, we proposed a real-time recognition algorithm including edge detector, Hough circle transforms, and shape matrix based recognition algorithm. The proposed methods are verified by basin tests using DIDSON.