• 제목/요약/키워드: random fields

검색결과 415건 처리시간 0.027초

부산 연안역에서의 국지풍모델을 이용한 이류확산 수치모의 (Numerical Simulation of Advection and Diffusion using the Local Wind Model in Pusan Coastal Area, Korea)

  • 김유근;이화운;전병일
    • 한국대기환경학회지
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    • 제12권1호
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    • pp.29-41
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    • 1996
  • The two-stage numerical model was used to study the relation between three-dimensional local wind model, advection/diffusion model of random walk method and second moment method on Pusan coastal area. The first stage is three dimensional time-dependent local wind model which gives the wind field and vertical dirrusion coefficient. The second stage is advection/diffusion model which uses the results of the first stage as input data. First, wind fields on Pusan coastal area for none synoptic scale wind showed typical land and sea breeze circulation, and convergence zone occured at 1200LST in northern of domain, in succession, moved northward of domain. Emissions from Sinpyeong industrial district were trasnported toward the inland by sea breeze during daytime, and reached the end part of domain about 1800LST. During nighttime, emissions return to sea by land breeze and vertical diffusion also contributes to upward transport. In order to use this model for forecast of air pollution concentration on the Pusan coastal area, it is necessary that computed value must be compared with measured value and wind fields model must also be dealt in detail.

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수직보조전계 인가방식에 의한 전기영동 전착막의 제작 (Fabrication of EPD Films by Applying a.c Field Assisted Method)

  • 전용우;박성범;소대화
    • 한국전기전자재료학회:학술대회논문집
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    • 한국전기전자재료학회 2002년도 추계학술대회 논문집 Vol.15
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    • pp.107-110
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    • 2002
  • The electrophoretic deposition (EPD) technique have been applied to fabricating superconducting films and wires in former researches of our Lab. However, the particles of EPD films were usually deposited random1y on the metal substrate, the vertically combined a.c and d.c fields were applied to the EPD electrodes for orienting and densifying the particles of high $T_{c}$ superconducting deposition film on the substrate metal. Therefore, the surface states of EPD films by this combined fields could be oriented and affect to the electric properties increasing of superconducting films. The proposed method modified by a.c. assisted field to the conventional electrophoresis system was suitable to obtain improved properties with particle oriented deposition and densification.

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Negative Dynamic Resistance and RF Amplification in Magnetic Tunnel Junctions

  • Tomita, Hiroyuki;Maehara, Hiroki;Nozaki, Takayuki;Suzuki, Yoshishige
    • Journal of Magnetics
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    • 제16권2호
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    • pp.140-144
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    • 2011
  • We report on a numerical calculation study of two new functional properties in magnetic tunnel junctions (MTJs), negative dynamic resistance and RF amplification. The magnetic dynamics in a conventional CoFeB/MgO/CoFeB MTJ with in-plane magnetization was investigated using a macro-spin model simulation. To examine the influence of thermal fluctuations, random external magnetic fields were also included. Using a voltage controlled bias circuit, the negative dynamic resistance was obtained from time averaged I-V characteristics at both 0 K and 300 K under appropriate external magnetic fields and bias voltages. Using this negative dynamic resistance property, we demonstrated RF amplification with a 100 MHz high frequency signal. Sizable RF amplification gain was observed without thermal fluctuation. However, at 300 K, the RF signal was not amplified because low frequency magnetization dynamics were dominant.

확산음장의 물리적 평가 - 확산체 설계이론과 방법론 - (Objective evaluation of scattered sound field: Theory and methodology of diffuser design)

  • 사토신이치;전진용
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2007년도 추계학술대회논문집
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    • pp.979-982
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    • 2007
  • The effect of a scattering wall surfaces on sound diffusion can be assessed by determining the scattering and diffusion coefficients in the laboratory. However, the sound field in a concert hall including scattered reflections is different from the laboratory measurement condition. Therefore, there is a need for objective investigation of diffusion in real sound fields. In this paper, possible acoustical parameters of in-situ measurements are discussed.

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Numerical Models of Wave-Induced Currents

  • Yoo, Dong-hoon
    • Korean Journal of Hydrosciences
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    • 제1권
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    • pp.73-97
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    • 1990
  • A literature review is made on the numerical models of wave-induced currents. The major processes of the flow system are wave breaking, bottom friction of combined wave-current flow and mixing processes primarily caused by wave breaking as well as the flow fields of waves and currents themselves. The survey is given to each item with great emphasis on numerical implication as well as physical mechanism. As noted is the importance in recent investigations, a brief treatment is also given on the currents driven by random or spectral waves.

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탄소성을 고려한 지하구조체의 확률유한요소해석 (Stochastic Finite Element Analysis of Underground Structure considering Elasto-Plastic Behavior)

  • 김상효;나경웅
    • 한국전산구조공학회:학술대회논문집
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    • 한국전산구조공학회 1998년도 봄 학술발표회 논문집
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    • pp.157-164
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    • 1998
  • An elasto-plastic stochastic finite element method is developed to evaluate the probability of failure of the underground structure. The Mohr-Coulomb failure criteria is adopted for yield condition. The material properties such as the elastic modulus and the cohesion are assumed to be statistically independent random variables which are modeled as spatial stochastic fields. The displacements around the excavated area and the probability of the failure are examined by varying the coefficient of variance for each variables. It is found that the developed procedure can provide the proper probabilistic information about the failure of the underground structure

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대학생들의 집단별 라이프 스타일에 따른 패션라이프스타일 및 컬러 관심도 (간호, 보건계열 학생들을 중심으로) (A Study on Fashion Lifestyle and Color Interests in Accordance with Group University Students' Lifestyle (Focused on Students in Health and Nursing Fields))

  • 허남문;최성숙
    • 한국임상보건과학회지
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    • 제4권2호
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    • pp.556-565
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    • 2016
  • Purpose. This study pourpose to fashion lifestyle and color interests in accordance with group university students' lifestyle focused on students in health and nursing fields. Methods. This study administered a structured questionnaire to 321 random subjects who currently major in health and nursing fields and who reside in Daegu city. For the collected data, using the SPSS 18.0, the following analyses were implemented: frequency analysis, factor analysis, K-means clustering analysis, t-test, and ${\chi}^2$-test. Result. In terms of lifestyle, seniors had shown more active groups than passive groups in comparison to their juniors. The active group in terms of lifestyle has shown higher interest in the importance of apparel and fashion leadership in comparison to the passive group. The active group in terms of lifestyle has also shown higher interest in color in comparison to the passive group. Conclusion. A fashion leader leading by examining the fashion life style and color interest in accordance with the lifestyle to target college students to investigate a variety of consumption patterns made according to personal preference consists of a smooth communication between businesses and consumers needed for product development.

해안공학분야에서 2차원 수리모형실험을 위한 실험파 설정방법: 불규칙파 대상 (Method of the Laboratory Wave Generation for Two Dimensional Hydraulic Model Experiment in the Coastal Engineering Fields: Case of Random Waves)

  • 이종인;배일로;김영택
    • 한국해안·해양공학회논문집
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    • 제33권6호
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    • pp.383-390
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    • 2021
  • 해안분야 실험은 복잡하며, 여러 요소들을 고려해야 한다. 성공적인 수행에는 경험이 중요한 요소가 되기도 하며, 조파기 및 계측기의 성능향상 등으로 지속적으로 발달되어 왔다. 수리실험은 구조물의 안정성 및 해안수리학적 특성 검토 분야에서 수치실험에 비해 직관적인 관찰이 가능하다는 장점이 있다. 그러나 모형축척, 실험시설 및 장비와 실험 수행자의 판단 등에 의해 서로 다른 결과가 도출될 수도 있다. 본 연구에서는 수리실험에 있어 가장 기본이면서 중요한 실험파(불규칙파) 설정을 위한 지침을 제안하기 위해 2차원 실험을 수행하였다. 실험을 통하여 주파수 스펙트럼을 활용한 불규칙파의 설정방법 및 입사파고의 범위[(HS)M/(HS)T = 1~1.05]에 대하여 제시하였다. 제안된 실험파 설정 지침은 실험결과의 신뢰도 향상에 기여할 수 있기를 기대한다.

A modified U-net for crack segmentation by Self-Attention-Self-Adaption neuron and random elastic deformation

  • Zhao, Jin;Hu, Fangqiao;Qiao, Weidong;Zhai, Weida;Xu, Yang;Bao, Yuequan;Li, Hui
    • Smart Structures and Systems
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    • 제29권1호
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    • pp.1-16
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    • 2022
  • Despite recent breakthroughs in deep learning and computer vision fields, the pixel-wise identification of tiny objects in high-resolution images with complex disturbances remains challenging. This study proposes a modified U-net for tiny crack segmentation in real-world steel-box-girder bridges. The modified U-net adopts the common U-net framework and a novel Self-Attention-Self-Adaption (SASA) neuron as the fundamental computing element. The Self-Attention module applies softmax and gate operations to obtain the attention vector. It enables the neuron to focus on the most significant receptive fields when processing large-scale feature maps. The Self-Adaption module consists of a multiplayer perceptron subnet and achieves deeper feature extraction inside a single neuron. For data augmentation, a grid-based crack random elastic deformation (CRED) algorithm is designed to enrich the diversities and irregular shapes of distributed cracks. Grid-based uniform control nodes are first set on both input images and binary labels, random offsets are then employed on these control nodes, and bilinear interpolation is performed for the rest pixels. The proposed SASA neuron and CRED algorithm are simultaneously deployed to train the modified U-net. 200 raw images with a high resolution of 4928 × 3264 are collected, 160 for training and the rest 40 for the test. 512 × 512 patches are generated from the original images by a sliding window with an overlap of 256 as inputs. Results show that the average IoU between the recognized and ground-truth cracks reaches 0.409, which is 29.8% higher than the regular U-net. A five-fold cross-validation study is performed to verify that the proposed method is robust to different training and test images. Ablation experiments further demonstrate the effectiveness of the proposed SASA neuron and CRED algorithm. Promotions of the average IoU individually utilizing the SASA and CRED module add up to the final promotion of the full model, indicating that the SASA and CRED modules contribute to the different stages of model and data in the training process.

다종 위성자료와 인공지능 기법을 이용한 한반도 주변 해역의 고해상도 해수면온도 자료 생산 (Generation of Daily High-resolution Sea Surface Temperature for the Seas around the Korean Peninsula Using Multi-satellite Data and Artificial Intelligence)

  • 정시훈;추민기;임정호;조동진
    • 대한원격탐사학회지
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    • 제38권5_2호
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    • pp.707-723
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    • 2022
  • 위성기반 해수면온도는 광역 모니터링이 가능한 장점이 있지만, 다양한 환경적 그리고 기계적 이유로 인한 시공간적 자료공백이 발생한다. 자료공백으로 인한 활용성의 한계가 있으므로, 공백이 없는 자료 생산이 필수적이다. 따라서 본 연구에서는 한반도 주변 해역에 대해 극궤도와 정지궤도 위성에서 생산되는 해수면온도 자료를 두 단계의 기계학습을 통해 융합하여 4 km의 공간해상도를 가지는 일별 해수면온도 합성장을 만들었다. 첫번째 복원 단계에서는 Data INterpolate Convolutional AutoEncoder (DINCAE) 모델을 이용하여 다종 위성기반 해수면온도 자료를 합성하여 복원하였고, 두번째 보정 단계에서는 복원된 해수면온도 자료를 현장관측자료에 맞춰 Light Gradient Boosting Machine (LGBM) 모델로 학습시켜 최종적인 일별 해수면온도 합성장을 만들었다. 개발된 모델의 검증을 위해 복원 단계에서 무작위 50일의 자료 중 일부분을 제거하여 복원한 뒤 제거된 영역에 대해 검증하였으며, 보정 단계에서는 Leave One Year Out Cross Validation (LOYOCV) 기법을 이용하여 현장자료와의 정확도를 검증하였다. DINCAE 모델의 해수면온도 복원 결과는 상당히 높은 정확도(R2=0.98, bias=0.27℃, RMSE=0.97℃, MAE=0.73℃)를 보였다. 두번째 단계의 LGBM 보정 모델의 정확도 개선은 표층 뜰개 부이와 계류형 부이 현장자료와의 비교에서 모두 상당한 향상(RMSE=∆0.21-0.29℃, rRMSE=∆0.91-1.65%, MAE=∆0.17-0.24℃)을 보여주었다. 특히, 모든 현장 자료를 이용한 보정 모델의 표층 뜰개 부이와의 정확도는 동일한 현장 자료가 동화된 기존 해수면온도 합성장보다 나은 정확도를 보였다. 또한 LGBM 보정 모델은 랜덤포레스트(random forest)를 사용한 선행연구에서 보고된 과적합의 문제를 상당부분 해결하였다. 보정된 해수면온도는 기존의 초고해상도 해수면온도 합성장들과 유사한 수준으로 수온 전선과 와동 등의 중규모 해양현상을 뚜렷하게 모의하였다. 본 연구는 다종위성 자료와 기계학습 기법을 사용해 시공간적 공백 없는 고해상도 해수면온도 합성장 제작 방법을 제시하였다는 점에서 가치가 있다.