• 제목/요약/키워드: Three-Dimension

검색결과 1,430건 처리시간 0.025초

Discriminative Manifold Learning Network using Adversarial Examples for Image Classification

  • Zhang, Yuan;Shi, Biming
    • Journal of Electrical Engineering and Technology
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    • 제13권5호
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    • pp.2099-2106
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    • 2018
  • This study presents a novel approach of discriminative feature vectors based on manifold learning using nonlinear dimension reduction (DR) technique to improve loss function, and combine with the Adversarial examples to regularize the object function for image classification. The traditional convolutional neural networks (CNN) with many new regularization approach has been successfully used for image classification tasks, and it achieved good results, hence it costs a lot of Calculated spacing and timing. Significantly, distrinct from traditional CNN, we discriminate the feature vectors for objects without empirically-tuned parameter, these Discriminative features intend to remain the lower-dimensional relationship corresponding high-dimension manifold after projecting the image feature vectors from high-dimension to lower-dimension, and we optimize the constrains of the preserving local features based on manifold, which narrow the mapped feature information from the same class and push different class away. Using Adversarial examples, improved loss function with additional regularization term intends to boost the Robustness and generalization of neural network. experimental results indicate that the approach based on discriminative feature of manifold learning is not only valid, but also more efficient in image classification tasks. Furthermore, the proposed approach achieves competitive classification performances for three benchmark datasets : MNIST, CIFAR-10, SVHN.

영상처리 기법을 이용한 실시간 섬유 성량 검사 시스템 개발 (A Study for the Real-Time Textile Dimension Inspection System Using Image Processing Technique)

  • 이응주;배성호
    • 한국정보처리학회논문지
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    • 제7권3호
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    • pp.992-999
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    • 2000
  • Textile dimension inspection is one of the basic issues in the textile dyeing and finishing industry. And also, it a plays an important role in the quality control of total fabric products. In this paper, we implement a real-time textile dimension inspection system which detects various real defects, defects positions of textile and the density of textiles. The proposed method consists of textile density measurement algorithms with zone-occurrence features from subband image which detect various types of real defects. The performance of the proposed method is tested with a number of real textile samples with 10 types of defects and three basic structures of textile. By the dimension inspection of textile at continuous stages in the fabrication process, it is possible to measure the density of textile up to 150m/min and to detect the defect of textile at real time within $\pm$1% error percentages. And also it can be monitored the condition of textile throughout at all the significant working process and can be improved textile quality.

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Preliminary three-dimensional analysis of tooth movement and arch dimension change of the maxillary dentition in Class II division 1 malocclusion treated with first premolar extraction: conventional anchorage vs. mini-implant anchorage

  • Park, Heon-Mook;Kim, Byoung-Ho;Yang, Il-Hyung;Baek, Seung-Hak
    • 대한치과교정학회지
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    • 제42권6호
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    • pp.280-290
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    • 2012
  • Objective: This study aimed to compare the effects of conventional and orthodontic mini-implant (OMI) anchorage on tooth movement and arch-dimension changes in the maxillary dentition in Class II division 1 (CII div.1) patients. Methods: CII div.1 patients treated with extraction of the maxillary first and mandibular second premolars and sliding mechanics were allotted to conventional anchorage group (CA, n = 12) or OMI anchorage group (OA, n = 12). Pre- and post-treatment three-dimensional virtual maxillary models were superimposed using the best-fit method. Linear, angular, and arch-dimension variables were measured with software program. Mann-Whitney U-test and Wilcoxon signed-rank test were performed for statistical analysis. Results: Compared to the CA group, the OMI group showed more backward movement of the maxillary central and lateral incisors and canine (MXCI, MXLI, MXC, respectively; 1.6 mm, p < 0.001; 0.9 mm, p < 0.05; 1.2 mm, p < 0.001); more intrusion of the MXCI and MXC (1.3 mm, 0.5 mm, all p < 0.01); less forward movement of the maxillary second premolar, first, and second molars (MXP2, MXM1, MXM2, respectively; all 1.0 mm, all p < 0.05); less contraction of the MXP2 and MXM1 (0.7 mm, p < 0.05; 0.9 mm, p < 0.001); less mesial-in rotation of the MXM1 and MXM2 ($2.6^{\circ}$, $2.5^{\circ}$, all p < 0.05); and less decrease of the inter-MXP2, MXM1, and MXM2 widths (1.8 mm, 1.5 mm, 2.0 mm, all p < 0.05). Conclusions: In treatment of CII div.1 malocclusion, OA provided better anchorage and less arch-dimension change in the maxillary posterior teeth than CA during en-masse retraction of the maxillary anterior teeth.

흙의 입도분포와 플랙탈 차원 (The Soil Particles Distributions and Fractal Dimension)

  • 유찬;안성율;이창노
    • 한국지반공학회논문집
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    • 제18권6호
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    • pp.25-32
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    • 2002
  • 전통적인 흙의 입도분포 곡선상에서 흙의 구성 성분에 따른 프랙탈 차원의 변화에 대해서 Wu등(1993)과Bittelli 등(1999)의 연구결과를 중심으로 Buchan 등(1993)의 실험결과를 이용하여 고찰하였다. 자료분석시에는 실트와 모래의 경계값의 변화에 따른 프랙탈 차원의 변화를 알아보기 위하여 20$\mu{m}$, 63$\mu{m}$ 그리고 125$\mu{m}$에 대한 프랙탈 차원을 산정하여 전체 범위에서 구한 프랙탈 차원과 비교하였다. 분석결과에서는 전통적인 입도분포곡선상에서 프랙탈 차원의 산정은 가능한 것으로 나타났으며, 실트와 모래성분의 경계값은 Wu 등(1993)이 제시한 것 보다 Bittelli 등(1999)이 제시한 경계값이 더 적절함을 알 수 있었다. 또한 Bittelli 등(1999)이 제시한 실험식을 이용해서 실트영역의 프랙탈 차원을 비교적 정확하게 산정할 수 있었다.

Torsional effects in symmetrical steel buckling restrained braced frames: evaluation of seismic design provisions

  • Roy, Jonathan;Tremblay, Robert;Leger, Pierre
    • Earthquakes and Structures
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    • 제8권2호
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    • pp.423-442
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    • 2015
  • The effects of accidental eccentricity on the seismic response of four-storey steel buildings laterally stabilized by buckling restrained braced frames are studied. The structures have a square, symmetrical footprint, without inherent eccentricity between the center of lateral resistance (CR) and the center of mass (CM). The position of the bracing bents in the buildings was varied to obtain three different levels of torsional sensitivity: low, intermediate and high. The structures were designed in accordance with the seismic design provisions of the 2010 National Building Code of Canada (NBCC). Three different analysis methods were used to account for accidental eccentricity in design: (1) Equivalent Static Procedure with static in-plane torsional moments assuming a mass eccentricity of 10% of the building dimension (ESP); (2) Response Spectrum Analysis with static torsional moments based on 10% of the building dimension (RSA-10); and (3) Response Spectrum Analysis with the CM being displaced by 5% of the building dimension (RSA-5). Time history analyses were performed under a set of eleven two-component historical records. The analyses showed that the ESP and RSA-10 methods can give appropriate results for all three levels of torsional sensitivity. When using the RSA-5 method, adequate performance was also achieved for the low and intermediate torsional sensitivity cases, but the method led to excessive displacements (5-10% storey drifts), near collapse state, for the highly torsionally sensitive structures. These results support the current provisions of NBCC 2010.

Evaluation of Tooth Movement and Arch Dimension Change in the Mandible Using a New Three-dimensional Indirect Superimposition Method

  • Oh, Hyun-Jun;Baek, Seung-Hak;Yang, Il-Hyung
    • Journal of Korean Dental Science
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    • 제7권2호
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    • pp.66-79
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    • 2014
  • Purpose: To analyze the amount and pattern of tooth movement and the changes in arch dimension of mandibular dentition after orthodontic treatment using a new three-dimensional (3D)-indirect superimposition method. Materials and Methods: The samples consisted of fifteen adult patients with class I bialveolar protrusion and minimal anterior crowding, treated by extraction of four first premolars with conventional sliding mechanics. After superimposition of 3D-virtual maxillary models before and after treatment using best-fit method, 3D-virtual mandibular model at each stage was placed into a common coordinate of superimposition using 3D-bite information, which resulted in 3D-indirect superimposition for mandibular dentition. The changes in mandibular dental and arch dimensional variables were measured with Rapidform 2006 (INUS Technology). Paired t-test was used for statistical analysis. Result: The anterior teeth moved backward, displaced laterally, and inclined lingually. The posterior teeth showed statistically significant contraction toward midsagittal plane. The amounts of backward movement of anterior teeth and forward movement of posterior teeth showed a ratio of 6 : 1. Although the inter-canine width increased slightly (0.8 mm, P<0.05), the inter-second premolar, inter-first molar, and inter-second molar widths decreased significantly with similar amounts (2.2 mm, P<0.05; 2.3 mm, P<0.01; 2.3 mm, P<0.001). The molar depth decreased (6.7 mm, P<0.001) but canine depth did not change. Conclusion: A new 3D-indirect superimposition of the mandibular dentitions using best-fit method and 3D-bite information can present a guideline for virtual treatment planning in terms of tooth position and arch dimension.

알츠하이머형 치매 환자 뇌파의 비선형 역동 분석 - 상관차원을 이용한 예비적 연구 - (Nonlinear Dynamic Analysis in EEG of Alzheimer's Dementia - A Preliminary Report Using Correlation Dimension -)

  • 채정호;김대진;정재승;김수용;고효진;백인호
    • 생물정신의학
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    • 제4권1호
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    • pp.67-73
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    • 1997
  • 치매에서의 뇌파 연구는 주로 주파수 분석과 지형화 분석을 이용하여 정량화하는 것을 위주로 진행되어 왔으나 이러한 선형적 분석은 뇌파와 같이 복잡한 신호를 분석하는 것에는 한계가 있었다. 최근 새로운 패러다임인 카오스이론에 근거를 두고 뇌파를 비선형적으로 측정하는 방법이 소개되고 있다. 본 연구는 알츠하이머형 치매환자의 뇌파 신호를 상관차원을 이용하여 비선형적으로 분석하는 것이 가능한가를 알아보고 그 결과를 대조군과 비교해보기 위하여 시도되었다. 3명의 알츠하이머형 치매 환자와 3명의 대조군에서 뇌파 신호를 받아 디지털 화한 후에 비선형분석법 중 하나인 상관차원 값을 계산하였다. 전체 15개의 전극부위 중 3곳을 제외하고는 모든 전극과 두뇌 영역별, 반구별 분석 모두에서 알츠하이머형 치매군의 상관차원값이 유의하게 낮았다. 본 연구 결과는 알츠하이머형 치매 환자에서 카오스 이론을 이용한 비선형적 전기신경생리학적 분석으로 알아낼 수 있는 두뇌의 복합성, 즉 두뇌의 카오스적 성상이 감소되어 있다는 것을 의미하며 향후 뇌파의 비선형적 분석이 두뇌 기능을 조사하는 데에 유용한 새로운 방법이 될 가능성이 있다는 것을 시사한다.

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파쇄프랙탈차원을 이용한 밭토양 내수성입단과 대공극률의 관계 평가 (Relationship between Water Stable Aggregate and Macroporosity in Upland Soils Calculated by Fragmentation Fractal Dimension)

  • 한경화;조현준;이협성;허승오;하상건
    • 한국토양비료학회지
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    • 제42권1호
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    • pp.58-64
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    • 2009
  • 본 연구는 밭토양 내수성입단의 계절별 특성을 밝히고 파쇄프랙탈차원을 이용하여 대공극률과의 관계를 구명코자 수행하였다. 대상 토양은 토성이 다른 세 지점으로 고평통 (Fine, Typic Hapludalfs), 규암통 (Fine silty over coarse silty, Fluvaquentic Eutrudepts), 중동통(Coarse loamy, Typic Udifluvents)으로 경기도에 위치하였다. 봄, 여름, 가을에 불교란 시료를 채취하고 내수성입단과 대공극률, 토양이화학성을 측정하였다. 내수성입단은 파쇄프랙탈차원($D_f$), 기하평균지름(GMD), 중량평균지름(MWD)의 세 가지로 계수화하였다. $D_f$는 MWD보다 GMD와 상관이 높게 나타났고, 무차원의 입단파쇄과정에 근거하여서 실험에 사용한 입단크기와 전처리과정의 영향을 덜 받아 내수성입단의 계수화에 적절하다고 판단할 수 있었다. 계절적으로 내수성입단은 여름>봄>가을순으로 나타났고 생물활성과 토양수분의 영향으로 파악할 수 있었다. $D_f$ 3.1이하의 토양에서 $D_f$와 대공극률과역의 상관관계를 나타냈으며 특히 $99{\mu}m$ 이상의 공극률과 상관이 높았으며 $D_f$ 3.1이상의 토양에서는 상관이 나타나지 않았다. 또한 $D_f$ 3.1이하의 토양에서는 대공극률과 포화수리전도도의 누승함수 적합도가 높게 나타났다. 따라서 내수성입단의 파쇄프랙탈차원은 입단화에 의한 대공극형성과 해석에 유용하다고 판단할 수 있었다.

콜로이드 입자의 3차원적인 적층에 대한 컴퓨터 시뮬레이션 (Computer Simulation of Three Dimensional Particle Packing)

  • 김종철
    • 한국세라믹학회지
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    • 제34권9호
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    • pp.979-985
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    • 1997
  • The three-dimensional particle packing process is simulated using Lahey FORTRAN 90 as a programming language running on a personal computer. Particle clusters constructed with rearrangement which occurs during packing have higher average coordination number and packing density than particle clusters rearranged after packing. Rearranging particles can not completely block other particles from entering pore volume in 3-dimensional packing unlike in 2-dimensional packing. It is found that there is a region of instability where lower packing density results from the destruction of the ordered packing.

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E-$\Omega$ 법을 이용한 3차익 교류 자장 해석 (Three-Dimensional Time Varing Magnetic Field Analysis: Using E-$\Omega$ Method)

  • 김동수;한송엽
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1989년도 추계학술대회 논문집 학회본부
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    • pp.49-52
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    • 1989
  • Some limits are in two-dimensional analysis by finite element method to electromagnetic machine having finite dimension. Therefore three-dimensional analysis by finite element method, which are modeling original form of models are needed in order to gain accurate solutions. This paper present three-dimensional time varing magnetic field analysis method using electric field E and magnetic scarlar potential $\Omega$, and examine sample model.

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