• Journal of Multimedia Information System
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• 제2권2호
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• pp.215-222
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• 2015

Epileptic Seizure is a popular brain disease in the world. It affects the nervous system and the activities of brain function that make a person who has seizure signs cannot control and predict his actions. Based on the Electroencephalography (EEG) signals which are recorded from human or animal brains, the scientists use many methods to detect and recognize the abnormal activities of brain. Tucker model is investigated to solve this problem. Tucker decomposition is known as a higher-order form of Singular Value Decomposition (SVD), a well-known algorithm for decomposing a matric. It is widely used to extract good features of a tensor. After decomposing, the result of Tucker decomposition is a core tensor and some factor matrices along each mode. This core tensor contains a number of the best information of original data. In this paper, we used Tucker decomposition as a way to obtain good features. Training data is primarily applied into the core tensor and the remained matrices will be combined with the test data to build the Tucker base that is used for testing. Using core tensor makes the process simpler and obtains higher accuracies.

• 한국자기학회지
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• 제5권5호
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• pp.837-840
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• 1995

Finite element analysis using two dimensional magnetic permeabillity tensor that can represents phase lag between magnetic field intensity and flux density under rotational flux is examined. Considered problem is confined to two dimensional magnetostatic case. And we applied proposed method to calculate the core loss of the test model and compare the result with that of experiment.

• 한국자기학회지
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• 제25권4호
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• pp.129-137
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• 2015

Cu(반경 $r_a$ = $95{\mu}m$)/$Ni_{80}Fe_{20}$(외경 $r_b$ = $120{\mu}m$)의 코어/쉘 복합 와이어를 전기도금방법으로 제작하였다. 제작 된 복합 와이어에 대해 원통 좌표계에서 임피던스 텐서의 두 대각 성분 $Z_{{\theta}{\theta}}$와 $Z_{zz}$를 10 kHz~10 MHz 범위의 주파수(f)와 0 Oe~200 Oe 범위의 외부 정지 자기장의 함수로 측정하였다. Maxwell 방정식으로부터 코어/쉘 복합 와이어의 두 대각 임피던스 $Z_{{\theta}{\theta}}$와 $Z_{zz}$를 각각 복소 투자율 텐서의 두 대각 성분 ${\mu}^*_{zz}$와 ${\mu}^*_{{\theta}{\theta}}$로 표현하는 식을 유도하였다. 유도된 식을 이용하여 측정된 $Z_{{\theta}{\theta}}$(f)와 $Z_{zz}$(f) 스펙트럼으로부터 ${\mu}^*_{zz}$(f)와 ${\mu}^*_{{\theta}{\theta}}$(f) 스펙트럼을 각각 뽑아낼 수 있었다. 뽑아낸 두 대각 투자율 스펙트럼을 자벽이동과 자화회전의 완화과정으로 해석하면 Cu/NiFe 코어/쉘 복합 와이어의 동적 자화과정을 규명하는 유용한 도구가 될 수 있다는 것을 제시하였다.

• 로봇학회논문지
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• 제3권4호
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• pp.300-307
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• 2008

This paper is concerned with face recognition for human-robot interaction (HRI) in robot environments. For this purpose, we use Tensor Subspace Analysis (TSA) to recognize the user's face through robot camera when robot performs various services in home environments. Thus, the spatial correlation between the pixels in an image can be naturally characterized by TSA. Here we utilizes face database collected in u-robot test bed environments in ETRI. The presented method can be used as a core technique in conjunction with HRI that can naturally interact between human and robots in home robot applications. The experimental results on face database revealed that the presented method showed a good performance in comparison with the well-known methods such as Principal Component Analysis (PCA) and Linear Discriminant Analysis (LDA) in distant-varying environments.

• 디지털융복합연구
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• 제16권5호
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• pp.221-229
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• 2018

기계 학습 및 인공지능은 제 4차 산업혁명의 핵심 기술이다. 하지만 프로그래밍 능력을 요구하는 기계 학습 플랫폼의 특성 상 일반 사용자들의 접근이 힘들기 때문에 인공지능이나 기계학습의 대중화는 제한을 받고 있다. 본 연구에서는 그래픽 사용자 인터페이스(Graphic User Interface, GUI)를 도입하여 이러한 한계를 극복하고 인공지능 활용에 대한 일반인의 접근성을 향상시키고자 하였다. 기본 기계 학습 플랫폼으로는 Tensorflow를 채택하였고 GUI는 마이크로 소프트 사의 .Net 환경을 활용하여 작성하였다. 새로운 사용자 인터페이스를 이용하면 일반 사용자도 파이썬 프로그래밍에 대한 부담없이 직관적으로 데이터를 관리하고, 알고리즘을 적용하고, 기계 학습을 실행할 수 있다. 우리는 이 개발이 다양한 분야에서의 인공지능 개발에 기초가 되는 자료로 활용되었으면 한다.

• 융합신호처리학회논문지
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• 제19권4호
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• pp.153-161
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• 2018

본 논문은 GPU를 이용한 소프트웨어(SW) 디지털 필터의 성능개선에 대해 기술한다. 기존에 개발한 SW 디지털 필터는 CPU 기반에서 동작하여 속도가 느린 문제점이 있었는데, EAVN 관측데이터의 디지털 필터링을 위해 GPU를 도입하여 연산속도를 개선하였고, 필터링을 통하여 다른 관측국과의 데이터 처리가 가능하도록 하였다. SW 디지털 필터의 연산속도를 개선하기 위해 Tensor Core가 내장된 NVIDIA Titan V GPU 보드를 사용하였으며, 2Gbps (512 MHz BW, 1-IF)의 95초 관측데이터를 필터링하는데 관측시간의 약 1.1배, 1Gbps (16MHz BW, 16-IF)로 필터링하는데 약 0.78배 처리속도를 각각 달성하였다. 또한 KVN으로 1, 2Gbps 동시관측한 데이터에 대해 2Gbps 데이터를 디지털 필터링하여 기존 1Gbps와 비교한 결과, 교차전력스펙트럼, 위상, SNR 등이 유사한 값을 얻어 본 연구에서 개발한 SW 디지털 필터를 활용한 데이터 처리와 분석을 수행하는데 유효함을 확인하였다. 향후에는 여러 개의 GPU 보드를 사용하기 위한 소스 코드의 분산처리 최적화를 수행할 경우 실시간으로 관측데이터를 필터링할 수 있을 것으로 기대된다.

• Korean Journal of Radiology
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• 제19권6호
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• pp.1161-1171
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• 2018

Objective: The aim of this study was to investigate diffusion tensor (DT) imaging-derived properties of benign oligemia, true "at risk" penumbra (TP), and the infarct core (IC) during the first 3 hours of stroke onset. Materials and Methods: The study was approved by the local animal care and use committee. DT imaging data were obtained from 14 rats after permanent middle cerebral artery occlusion (pMCAO) using a 7T magnetic resonance scanner (Bruker) in room air. Relative cerebral blood flow and apparent diffusion coefficient (ADC) maps were generated to define oligemia, TP, IC, and normal tissue (NT) every 30 minutes up to 3 hours. Relative fractional anisotropy (rFA), pure anisotropy (rq), diffusion magnitude (rL), ADC (rADC), axial diffusivity (rAD), and radial diffusivity (rRD) values were derived by comparison with the contralateral normal brain. Results: The mean volume of oligemia was $24.7{\pm}14.1mm^3$, that of TP was $81.3{\pm}62.6mm^3$, and that of IC was $123.0{\pm}85.2mm^3$ at 30 minutes after pMCAO. rFA showed an initial paradoxical 10% increase in IC and TP, and declined afterward. The rq, rL, rADC, rAD, and rRD showed an initial discrepant decrease in IC (from -24% to -36%) as compared with TP (from -7% to -13%). Significant differences (p < 0.05) in metrics, except rFA, were found between tissue subtypes in the first 2.5 hours. The rq demonstrated the best overall performance in discriminating TP from IC (accuracy = 92.6%, area under curve = 0.93) and the optimal cutoff value was -33.90%. The metric values for oligemia and NT remained similar at all time points. Conclusion: Benign oligemia is small and remains microstructurally normal under pMCAO. TP and IC show a distinct evolution of DT-derived properties within the first 3 hours of stroke onset, and are thus potentially useful in predicting the fate of ischemic brain.

• 한국정보디스플레이학회:학술대회논문집
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• 한국정보디스플레이학회 2003년도 International Meeting on Information Display
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• pp.1112-1117
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• 2003

Polarized Fourier transform infrared (IR) absorption is used to probe molecular conformation in a ferroelectric liquid crystal (FLC) during the reorientation induced by the external field. Spectra of planar aligned cells of FLC W314 are measured as functions of IR polarizer orientation and electric field applied to the FLC. The time evolution of the dichroism of the absorbance due to biphenyl core and alkyl tail molecular vibration modes, is observed. Static IR dichroism experiments show a W314 dichroism structure in which the principal axis of dielectric tensor from molecular core vibration are tilted further from the smectic layer normal than those of the tail. This structure indicates the effective binding site in which the molecules are confined in the Sm-C phase has, on average, "zig-zag" shape and this zig-zag binding site structure is rigidly maintained while the molecular axis rotates about the layer normal during field-induced switching.

• International Journal of Fluid Machinery and Systems
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• 제5권2호
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• pp.49-59
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• 2012

The present study is devoted to the influence of a superposed radial inflow in a rotor-stator cavity with a peripheral opening. The flow regime is turbulent, the two boundary layers being separated by a core region. An original theoretical solution is obtained for the core region, explaining the reason why a weak radial inflow has no major influence near the periphery of the cavity but strongly affects the flow behavior near the axis. The validity of the theory is tested with the help of a new set of experimental data including the radial and tangential mean velocity components, as well as three components of the Reynolds stress tensor measured by hot-wire anemometry. The theoretical results are also in good agreement with numerical results obtained with the Fluent code and experimental data from the literature.

• Nuclear Engineering and Technology
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• 제54권10호
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• pp.3724-3731
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• 2022

It is important for an ICRF full wave code to simulate the SOL (Scrape Off Layer) plasma as well as the core inside of the LCFS (Last Closed Flux Surface) for the precise prediction of the coupling between the antenna and the core plasma in tokamaks. To this end, a two dimensional full wave code based on a Fourier spectral algorithm has been developed. The spectral algorithm and procedures are described and the simulation results for the minority heating in KSTAR are reported including electric field, power absorption and power flux.