• 전자공학회논문지A
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• 제29A권11호
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• pp.40-48
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• 1992

The wave-kinetic numerical method is used in simulating the irradiance scintillations of optical wave through a two-dimensional random medium containing weak Gaussian fluctuations of the refractive index. The results are compared to existing analytical or numerical results. The wave-kinetic method is a phase-space ray-tracing method for certain key ray trajectories, and the irradiance is calculated by reconstructing the entire beam from these trajectories. The strength of the wave-kinetic method lies in the fact that it can be applied to any type of random media.

• 한국방송∙미디어공학회:학술대회논문집
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• 한국방송∙미디어공학회 2020년도 추계학술대회
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• pp.244-247
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• 2020

Data augmentation has been helpful in improving the performance in deep learning, when we have a limited data and random erasing is one of the augmentations that have shown impressive performance in deep learning in multiple domains. But the main issue is that sometime it loses good features when randomly selected region is erased by some random values, that does not improve performance as it should. We target that problem in way that good features should not be lost and also want random erasing at the same time. For that purpose, we introduce new augmentation technique named Intra-Class Random Erasing (ICRE) that focuses on data to learn robust features of the same class samples by randomly exchanging randomly selected region. We perform multiple experiments by using different models including resnet18, VGG16 over variety of the datasets including ESC10, UrbanSound8K. Our approach has shown effectiveness over others methods including random erasing.

• Earthquakes and Structures
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• 제14권4호
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• pp.313-322
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• 2018

The present study is dedicated to investigate the SH body-as well as Love-waves propagation effects in porous media with uncertain porosity and permeability. A unified formulation of the governing equations for one-dimensional (1-D) wave propagation in anisotropic porous layered media is presented deterministically. The uncertainties around the above two cited parameters are taken into account by random fields with the help of Monte Carlo Simulations (MCS). Random samples of the porosity and the permeability are generated according to the normal and lognormal distribution functions, respectively, with a mean value and a coefficient of variation for each one of the two parameters. After performing several thousands of samples, the mathematical expectation (mean) of the solution of the wave propagation equations in terms of amplification functions for SH waves and in terms of dispersion equation for Love-waves are obtained. The limits of the Love wave velocity in a porous soil layer overlaying a homogeneous half-space are obtained where it is found that random variations of porosity change the zeros of the wave equation. Also, the increase of uncertainties in the porosity (high coefficient of variation) decreases the mean amplification function amplitudes and shifts the fundamental frequencies. However, no effects are observed on both Love wave dispersion and amplification function for random variations of permeability. Lastly, the present approach is applied to a case study in the Adapazari town basin so that to estimate ground motion accelerations lacked in the fast-growing during the main shock of the damaging 1999 Kocaeli earthquake.

• 한국통신학회논문지
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• 제24권6A호
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• pp.775-781
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• 1999

이 논문에서는 다매체(Multi-Media)를 지원하는 변환 확산 이득을 가지는 직접수열 다중접속 시스템(Variable Processing Gain DS/CMA System)에 대해 생각한다. 서로 다른 전송율과 서로 다른 전송 전력을 가지는 두 가지 유형의 정보원이 같은 채널로 전송된다고 가정한다. 각 유형의 정보원에 대한 상관 수신기에서의 평균 신호 대 잡음비를 확산 부호간의 부분 상관함수들의 함수로 유도하였다. 매체간의 전송율의 차이가 클수록 랜덤 확산부호를 가정에 의한 평균 신호 대 잡음비가 실제값과 큰 차이(최대 1dB 이상)를 나타냄을 확인하였다. 본 연구의 결과는 다매체 직접수열 대역확산 다중접속 시스템 설계에 필요한 분석적인 도구로 이용될 수 있다.

• 한국방송∙미디어공학회:학술대회논문집
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• 한국방송공학회 2013년도 하계학술대회
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• pp.52-55
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• 2013

본 논문은 Boosted Random Ferns 기반의 회전 불변 얼굴 검출 방법을 제안한다. 기존 Random Ferns 의 경우 특징값을 추출할 때 임의로 선택한 두 픽셀의 밝기값 비교를 통하여 이진 특징값을 추출한다. 이 경우 해당 픽셀의 밝기값에 잡음이 포함되면 특징값이 부정확하게 추출되는 문제가 있다. 본 논문에서는 이러한 문제를 해결하기 위하여 임의로 두 블록을 선택하고 해당 블록내 밝기값의 평균을 비교하여 이진 특징값을 추출하였다. 또한 픽셀 위치를 임의로 선택하여 ferns 를 구성하였던 기존의 방법 대신 최고의 분류 성능을 가지는 fern 들을 이용하여 분류기를 구성하기 위해, AdaBoost 의 방법을 Random Ferns 에 맞게 변경하였다. Boosted Random Ferns 를 트리 구조의 cascade 노드에 방향과 각도에 따라 배치하여 연산 속도를 향상시키고 false-positive를 줄이는 효과를 보았다. CMU Rotated Face Database 를 사용하여 평가하였을 때, 기존 Random Ferns 는 false-positive 의 수가 57 개 일 때 66%의 검출률을 보인 반면, Boosted Random Ferns 는 false-positive 의 수가 45 개 일 때 88%의 검출률을 보였다.

• International Journal of Advanced Culture Technology
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• 제8권4호
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• pp.144-152
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• 2020

The purpose of this study is to examine the effects of university students' media sports immersion experience through social media on exercise immersion and exercise continuation. This research target was first selected as a population of university students who have contacted media sports aged 20 or older living in Gwangju Metropolitan City in 2019. The sampling procedure was divided into five parts: Dong-gu, Seo-gu, Nam-gu, Buk-gu, and Gwangsan-gu in Gwangju, and 300 men and women were sampled using cluster random sampling. After individually entering coded data into the computer, the statistical program (SPSS Windows.20.0 Version) was used. The results obtained through this research process are as follows. First, it was found that university students' immersion to media sports had a partial effect on their commitment to exercise. Second, it was found that university students' immersion in media sports had a partial effect on the continuation of the exercise. Third, it was found that college students' exercise commitment has a partial effect on exercise continuation.

• 한국방사선학회논문지
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• 제17권3호
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• pp.423-431
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• 2023

본 연구의 목적은 환자의 신체정보와 인공지능 기법을 활용하여 부작용에 영향을 미치는 인자들을 분석하고 조영제 부작용의 정도를 예측하여 이를 완화하는 기초자료로 활용되고자 한다. 연구에 사용한 데이터는 서울 소재 종합병원의 검진을 시행한 CT 검사 58,000건 중 조영제 부작용이 발생한 1,235건 중 과거력 조사에서 조영제 부작용이 없었던 606명의 검사자를 대상자로 하였다. 606개 샘플 중 70%는 훈련 셋으로 사용하고 나머지 30%는 검증을 위한 테스트 셋으로 사용하였다. 나이, BMI(Body Mass Index), GFR(Glomerular Filtration Rate), BUN(Blood Urea Nitrogen), GGT(Gamma Glutamyl Transgerase), AST(Aspartate Amino Transferase,), and ALT(Alanine Amiono Transferase)의 feature를 독립변수로 조영제 중증도를 목표변수로 사용하였다. AdaBoost, Tree, Neural network, SVM, Random foest 알고리즘을 통해 AUC(Area under curve), CA(Classification Accuracy), F1, Precision, Recall을 파악하였다. 분류 예측에 사용된 알고리즘 중 가장 높은 평가지표를 나타내 것은 AdaBoost와 Random Forest이다. 모든 모델의 예측에서 가장 큰 요인은 GFR, BMI, GGT 이였다. 이는 신장 여과 기능, 비만에 따라 주입되는 조영제 양의 차이와 대사증후군의 여부에 따라 조영제 부작용 중증도에 영향을 미치는 것을 알 수 있었다.

• 방송공학회논문지
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• 제16권6호
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• pp.1073-1076
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• 2011

본 논문에서는 SVC 기반의 HTTP 스트리밍 서비스에서 기본계층 뿐만 아니라 향상계층에 대해서도 임의접근 기능을 지원할 수 있는 스케일러블 임의접근 (random access) 방법을 제안한다. 이를 위해서, 제안하는 방법은 DASH 표준에 포함된 segment index box('sidx')를 확장하며 RAP Synchronization Box ('raps')를 새롭게 추가한다. 제안된 방법에 의해서 ISO 파일 포맷을 기반으로 파일에 저장되어 있는 SVC 비디오 계층들로 구성된 movie fragment들에 대한 스케일러블 임의접근이 가능하다.

• IEIE Transactions on Smart Processing and Computing
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• 제2권3호
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• pp.148-159
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• 2013

An analysis of the throughput and stability region of random access systems is currently of interest in research and industry. This study evaluated the performance of a multiuser random access channel with a retransmission gain. The channel was composed of a media access control (MAC) determined by the transmission probabilities and a multiuser communication channel characterized by the packet reception probabilities as functions of the number of packet transmissions and the collision status. The analysis began with an illustrative two-user channel, and was extended to a general multiuser channel. For the two-user channel, a sufficient condition was derived, under which the maximum throughput was achieved with a control-free MAC. For the channel with retransmission gain, the maximum steady throughput was obtained in a closed form. The condition under which the random access channel can acquire retransmission gain was also obtained. The stability region of the general random access channel was derived. These results include those of the well-known orthogonal channel, collision channel and slotted Aloha channel with packet reception as a special instance. The analytical and numerical results showed that exploiting the retransmission gain can increase the throughput significantly and expand the stability region of the random access channel. The analytical results predicted the performance in the simulations quite well.

• Geomechanics and Engineering
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• 제3권3호
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• pp.169-188
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• 2011

Response of buried flexible pipe-soil system is studied, through numerical analysis, with respect to deflection and buckling in a spatially varying soil media. In numerical modeling procedure, soil parameters are modeled as two-dimensional non-Gaussian homogeneous random field using Cholesky decomposition technique. Numerical analysis is performed using random field theory combined with finite difference numerical code FLAC 5.0 (2D). Monte Carlo simulations are performed to obtain the statistics, i.e., mean and variance of deflection and circumferential (buckling) stresses of buried flexible pipe-soil system in a spatially varying soil media. Results are compared and discussed in the light of available analytical solutions as well as conventional numerical procedures in which soil parameters are considered as uniformly constant. The statistical information obtained from Monte Carlo simulations is further utilized for the reliability analysis of buried flexible pipe-soil system with respect to deflection and buckling. The results of the reliability analysis clearly demonstrate the influence of extent of variation and spatial correlation structure of soil parameters on the performance assessment of buried flexible pipe-soil systems, which is not well captured in conventional procedures.