• Title/Summary/Keyword: 유사도 측정 함수

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Convergence Implementing Emotion Prediction Neural Network Based on Heart Rate Variability (HRV) (심박변이도를 이용한 인공신경망 기반 감정예측 모형에 관한 융복합 연구)

  • Park, Sung Soo;Lee, Kun Chang
    • Journal of the Korea Convergence Society
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    • v.9 no.5
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    • pp.33-41
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    • 2018
  • The purpose of this study is to develop more accurate and robust emotion prediction neural network (EPNN) model by combining heart rate variability (HRV) and neural network. For the sake of improving the prediction performance more reliably, the proposed EPNN model is based on various types of activation functions like hyperbolic tangent, linear, and Gaussian functions, all of which are embedded in hidden nodes to improve its performance. In order to verify the validity of the proposed EPNN model, a number of HRV metrics were calculated from 20 valid and qualified participants whose emotions were induced by using money game. To add more rigor to the experiment, the participants' valence and arousal were checked and used as output node of the EPNN. The experiment results reveal that the F-Measure for Valence and Arousal is 80% and 95%, respectively, proving that the EPNN yields very robust and well-balanced performance. The EPNN performance was compared with competing models like neural network, logistic regression, support vector machine, and random forest. The EPNN was more accurate and reliable than those of the competing models. The results of this study can be effectively applied to many types of wearable computing devices when ubiquitous digital health environment becomes feasible and permeating into our everyday lives.

Characteristics of ITO with surface treatment by N2, O2, Ar Plasma and UV (질소, 산소, 아르곤 플라즈마와 자외선에 의하여 표면 처리한 ITO의 특성)

  • Bae, Gyeong-Tae;Jeong, Seon-Yeong;Gang, Seong-Ho;Kim, Hyeon-Gi;Kim, Byeong-Jin;Ju, Seong-Hu
    • Proceedings of the Korean Institute of Surface Engineering Conference
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    • 2018.06a
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    • pp.90-90
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    • 2018
  • 디스플레이는 다수의 가로 전극과 세로 전극으로 구성되고, 전극에 신호를 주어 동작하도록 하는 원리이다. 이 디스플레이에는 전기가 통하고 투명한 전극이 필수적으로 사용되고 있고, 대표적인 투명 전극으로 ITO (Indium Tin Oxide)가 있다. ITO 박막은 $In_2O_3$에 Sn을 첨가하여 $Sn^{4+}$ 이온이 $In^{3+}$ 이온을 치환하고 이 과정에서 잉여 전자가 전기전도에 기여하는 구조이다. ITO 박막은 표면 처리 방법에 따라 표면 상태가 크게 변화한다. 플라즈마를 이용한 표면 처리는 환경오염이 적으며 강도, 탄성률 등과 같은 재료의 기계적 특성을 변화시키지 않으면서 표면 특성만을 변화시킬 수 있는 방법으로 알려져 있다[1]. UV (Ultraviolet)를 조사한 표면처리는 ITO 표면의 탄소를 제거하고, 표면 쌍극자를 형성하며, 표면의 조성을 변화시킬 수 있으며, 페르미 에너지 준위를 이동시킬 수 있어 ITO의 일함수를 증가시킬 수 있다[2]. ITO에 대한 다양한 연구가 수행되었음에도 불구하고 보다 다양한 관점에서의 연구가 지속될 필요가 있다. 따라서 본 연구에서는 다양한 조건으로 표면 처리한 ITO 표면의 일함수, 면저항, 표면 형상, 평탄도, 접촉각 등에 대해 알아보고자 한다. 세정한 ITO, 세정 후 UV 처리한 ITO (UV 처리 시간 2분, 4분 6분, 8분), 세정 후 $N_2$, $O_2$, Ar의 공정 가스를 사용하여 Plasma 처리한 ITO로 표면 처리 조건을 변화하였다. 표면 처리한 ITO의 특성은 Kelvin Probe를 이용한 일함수, 물방울 형상의 각도를 측정한 접촉각, AFM (Atomic Force Microscope)을 이용한 평탄도, 가시광선 (380~780 nm) 파장에 대한 투과도와 면저항을 측정하였다. 접촉각은 세정한 ITO의 경우 $45.5^{\circ}$에서 세정 후 UV를 조사한 ITO의 경우 UV 8분 조사 시 $27.86^{\circ}$로 감소하였고, $N_2$, $O_2$, Ar 가스를 사용하여 Plasma 처리한 ITO는 모두 $10^{\circ}$ 미만을 나타내었다. 플라즈마 처리에 의하여 접촉각이 현저하게 개선되었다. ITO의 면저항은 표면 처리 조건에 따라 $9.620{\sim}9.903{\Omega}/{\square}$로 그 차이가 매우 적어 표면처리에 의하여 면저항의 변화는 없는 것으로 판단된다. 가시광선 영역에서의 투과도는 공정 조건에 따라 87.59 ~ 89.39%로 그 차이가 적어 표면처리에 의한 변화를 나타내지는 않은 것으로 판단된다. 표면 처리 조건에 따른 평탄도 $R_{rms}$는 세정한 ITO의 경우 4.501 nm로부터 UV 2, 4, 6, 8분 처리한 경우 2.797, 2.659, 2.538, 2.584 nm로 평탄도가 개선되었다. $N_2$, $O_2$, Ar 가스를 사용하여 플라즈마 처리한 ITO의 경우 평탄도 $R_{rms}$는 2.49, 4.715, 4.176 nm로 사용한 가스의 종류에 따라 다른 경향을 나타내었다. 표면 처리 조건에 따른 평탄도 Ra는 세정한 ITO의 경우 3.521 nm로부터 UV 2, 4, 6, 8분 처리한 경우 1.858, 1.967, 1.896, 1.942 nm를, $N_2$, $O_2$, Ar 가스를 사용하여 플라즈마 처리한 ITO의 경우는 1.744, 3.206, 3.251 nm로 평탄도 $R_{rms}$와 유사한 경향을 나타내었다.

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Spatial Coherence Analysis of Underwater Ambient Noise Measured at the Yellow Sea (서해에서 측정된 수중 주변 소음의 공간 코히런스 분석)

  • Kwon, Hyuckjong;Kim, Junghun;Choi, Jee Woong;Kang, Donhyug;Cho, Sungho;Jung, Seom-Kyu;Park, Kyeongju
    • The Journal of the Acoustical Society of Korea
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    • v.34 no.6
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    • pp.432-443
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    • 2015
  • Coherence describing the similarity between physical quantities of two signals is a very useful tool to investigate the temporal and spatial characteristics of signals propagating in underwater acoustic waveguide. Ambient noise measurements were made by the vertical received array consisting of three hydrophones as part of the KIOST-HYU joint acoustics experiment, and the coherence for the underwater ambient noise was analyzed. In this paper, the coherence results in cases that the generator in the research vessel was off and turned on are presented. The coherence estimated in the case of the generator operation mode are compared to the predictions obtained using the theoretical model with the directional density function dominated by vertical components propagating downward from the ship. In the case of the generator switch-off, the results are compared to the model predictions with directional density function including the effects of sea surface noise and long-distance shipping noise.

Performance Evaluation of a Windowed-Sinc Function-Based PAPR Reduction Scheme for OFDM Polar Transmitters (OFDM polar transmitter를 위한 windowed-sinc 함수 기반의 PAPR 감소기법의 성능평가)

  • Seo, Man-Jung;Shim, Hee-Sung;Im, Sung-Bin
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.47 no.1
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    • pp.10-18
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    • 2010
  • The polar transmitter is applied to the narrowband communication systems such as GSM (Global System for Mobile Communications), EDGE (Enhanced Data Rates for GSM Evolution), and GPRS (General Packet Radio Service). To apply polar transmitter for the wideband communication like OFDM (Orthogonal Frequency Division Multiplexing) where the high PAPR (Peak-to-Average Power Ratio) problem occurs, this paper proposes a windowed-sinc function based PAPR reduction scheme. The proposed algorithm mitigates the effect of excessive suppression due to successive peaks or relatively high peaks of the signal. The BER (Bit Error Rate) and EVM (Error Vector Magnitude) performances are measured for various window types and lengths. The simulation results demonstrate that the proposed algorithm achieves significant improvement in terms of BER and PAPR reduction performance with similar spectrum performance to the conventional peak windowing scheme.

Experiments on Interfacial Properties Between Ground and Shotcrete Lining (지반과 숏크리트 라이닝의 인터페이스 특성에 관한 실험적 연구)

  • 장수호;이석원;배규진;최순욱;박해균;김재권
    • Journal of the Korean Geotechnical Society
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    • v.20 no.5
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    • pp.79-86
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    • 2004
  • Interfacial properties between rock mass and shotcrete play a significant role in the transmission of loads from the ground to shotcrete. These properties have a major effect on the behaviours of rock mass and shotcrete. They, however, have merely been considered in most of numerical analyses, and little care has been taken in identifying them. This paper aimed to identify interfacial properties including cohesion, tension, friction angle, shear stiffness, and normal stiffness, through direct shear tests as well as interface normal compression tests for shotcrete/rock cores obtained from a tunnel sidewall. Mechanical properties such as compressive strength and elastic modulus were also measured to compare them with the time-dependent variation of interfacial properties. Based on the experiments, interfacial properties between rock and shotcrete showed a significant time-dependent variation similar to those of its mechanical properties. In addition, the time-dependent behaviours of interfacial properties could be well regressed through exponential and logarithmic functions of time.

Modified Scan Line Based Generalized Symmetry Transform with Selectively Directional Attention (선택적 방향주의를 가지는 수정된 스캔라인 일반화 대칭 변환)

  • Kim, Dong-Su;Jin, Seong-Il
    • Journal of the Institute of Electronics Engineers of Korea SP
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    • v.38 no.4
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    • pp.411-421
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    • 2001
  • The generalized symmetry transform evaluates symmetry without segmentation and extracts regions of interest in an image by combining locality and reflectional symmetry The demand that the symmetry transform be local is reflected by the distance weight function. When calculating large regions-of-interest, we should select a large standard deviation of distance weight function. But such a large standard deviation makes the execution time increase in the second power of r, which is a radius of search area. In this paper we propose modified scan line based GST with selectively directional attention to improve time complexity The symmetry map of our proposed GST is found to be very similar to that of the existing GST. However the computation time of the proposed GST increases linearly with respect to r because our proposed GST evaluates symmetry between a pair of edge pixels along the scan lines. The GST computation decreases considerably when the proposed GST is peformed with selectively directional attention in case of large r. Several experiments in this paper demonstrate the time efficiency and the usefulness of our proposed GST.

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Study on the Modeling Technique for Prediction about Pressure Drop of an Intravenous Lung Assist Device (혈관 내 폐 보조장치의 압력손실 예측을 위한 모델링기법에 관한 연구)

  • 김기범;권대규;정경락
    • Journal of Biomedical Engineering Research
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    • v.24 no.4
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    • pp.293-299
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    • 2003
  • In this paper, the correlation of Pressure drop about the Newtonian and non-Newtonian fluid was investigated experimentally for vibrating intravascular lung assist device (VIVLAD) and we determined correlation equation to make a prediction about Pressure drop for designing VIVLAD. Design conditions to predict the pressure drop of the modules were studied through an experimental modeling before inserting the artificial lung assist device into as venous. Experiments were performed by distilled water, glycerol/water mixed solution(40% glycerol) of Newtonian fluids. and the bovine blood of non-Newtonian fluids. These fluids were flowed outside and parallel of hollow fiber membranes. Also we measured pressure drop according to the number of the fiber membranes which ware inserted into the inside diameter of shell of 3 cm, and developed the prediction equations by curve fitting method based on correlation between the experimental pressure drop and the frontal area or the packing density of device. The result showed that the Pressure drop and the friction factor of the water/glycerol mixed solution were similar to that of bovine blood. It was showed that the water/glycerol mixed solution (40% glycerol) could be used for measuring the pressure drop and the friction factor instead of the bovine blood. Also, we could estimate the prediction equation of pressure drop and friction factor as the function of Packing density at the number of hollow fibers. We obtained the reliance of the prediction equations because the pressure drop and the friction factor measured from the experiments were similar to that from the prediction equation. These results may be used to further usefulness for the design of VIVLAD.

Effect of Different Substances on Composting of Poultry Manure (부재료가 돈분뇨 퇴비화에 미치는 영향)

  • Yoon, Yong-Cheol;Lee, Min-Ho;qasim, Waqas;Lee, Yong-Jin;Kim, Won-Joong;Lee, Jong-Goo;Kim, Hyeon-Tae
    • Journal of agriculture & life science
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    • v.53 no.1
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    • pp.117-126
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    • 2019
  • This paper presents an experiment to examine the possibility of treating carcass while making compost with a horizontal cylinder composting equipment. The findings were as follows: as for heavy metal content, zinc content was above the allowed level in some measuring sections of the general operation and the entire measuring sections of the carcass operation, whose copper content was higher than the general operation. The wood chip operation was lower than the allowed level in all the heavy metals and similar or the same as the carcass operation in copper, cadmium and arsenic. Its nickel content was 29.5~63.8%, which was relatively higher than 9.3~18.0% and 15.8~18.0% of the general and carcass operation, respectively. Its chrome content was 14.2~31.9%, which was relatively higher than that of the general and carcass operation. The integrated operation was lower than the allowed level in all the heavy metals. Its copper and zinc content was 34.9~54.5% and 53.1~75.9%, which was similar to 48.9~52.6% and 64.6~85.9%, respectively, in the wood chip operation. Its chrome and nickel content was stabilized while their content was rather high in the wood chip operation. The average and final moisture content of the carcass operation was 60.7% and 49.6%, respectively. Its average moisture content was a little bit higher than the recommended level of 55.0%, but its final moisture content was lower than the recommended level. The average and final moisture content of the integrated operation was 29.2% and 18.6%, respectively, which was the lowest level among the four operation modes. The overall moisture content of the operation modes was under the recommended level of 55.0% with some variance among the modes. The C/N ratio was the lowest in the carcass operation and the highest in the general operation. The average C/N ratio of the operation modes was in the range of 13.7~20.3 with the total average of 18.3, and the modes kept it under the proper level of 30.0.

An Experimental Investigation of the Variations of the Elastic Wave Velocities with Compaction Energy for Railway Roadbed Materials (다짐 에너지를 고려한 노반 성토 재료의 탄성파 속도 변화의 실험적 분석)

  • Kim, Hak-Sung;Jung, Young-Hoon;Mok, Young-Jin;Lee, Jin-Wook
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.33 no.3
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    • pp.1037-1047
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    • 2013
  • A systematic laboratory compaction testing was performed with the laboratory seismic measurements of the compacted specimens sampled from various compaction fills and was supplemented with in-situ seismic testing to investigate the effects of compaction energy on the elastic wave velocities of the railway roadbed materials. The both variances of the compressive and shear wave velocities with moisture content curve ($V_p$-w and $V_s$-w curves) are similar to the general trend of the density-moisture content curve(${\gamma}_d$-w curve). At the wet side of optimal moisture content (OMC), either $V_p$ or $V_s$ does not significantly increase, which is well reflecting the no gaining in density with the increasing compaction energy exceeding modified-D compaction effort. $V_p$ increases linearly with ${\gamma}_d$ at the dry side of OMC, while it does exponentially at the wet side. The in-situ wave velocities were found to be influenced by the level of confinement and $V_s$ was more sensitive to compaction energy than $V_p$.

$\beta$-차단제의 약효검색범

  • 안형수
    • Proceedings of the Korean Society of Applied Pharmacology
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    • 1992.05a
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    • pp.47-47
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    • 1992
  • $\beta$수용체에 대한 차단약으로 propranolol이 1964년에 도입된 후, 현재까지 수십여종의 $\beta$-차단약이 개발되었다. 그중 특이 $\beta$1 수용체에 대해 선택적인 억제효과를 지닌 atenolol, metoprolol, betaxolol, celiprolol 및 최근에 bisoprolol 등이 개발되어 임상적으로 부정맥, 협심증, 고혈압의 치료에 사용되고 있다. 그 작용기전으로는 심박출량의 감소, renin 유리억제, 중추억제효과 등이 제시되고 있으나, 이들의 약효검색은 주로 $\beta$1수용체가 많이 존재하는 심장에 대한 억제효과를 중심으로 실시한다. 즉, SHR 및 개를 사용한 생체실험과 심장, 심방 ($\beta$1) 및 기완지, 혈관($\beta$2)을 이용한 적출장기실험을 통하여 isoproterenol에 대한 억제효과를 용량반응 곡선으로 그리고, Van rossum 법에 의해 pA$_2$ 치를 구하여 $\beta$-차단제의 효력을 평가한다. 특히, pA$_2$ 치가 클수록 $\beta$-차단제의 효력이 큰 약물이다. 또한 수용체 결합실험으로 소의 심실 세포막을 분리하여 $^3$H-DHA 와의 결합실험을 통해 해리항수(Kd) 를 측정하고, 이어서 $^3$H-DHA의 일정농도와 함께 미지의 $\beta$-차단제를 여러 농도로 변화시켜 가하여 치환곡선을 작성한다. 여기에서 얻은 치환약의 $IC_{50}$/ 치로부터 치환약의 해리항수(Ki)를 산출한다. 이때 약물과 수용체의 친화력은 해리항수의 역수이므로 해리항수가 적을수록 $\beta$ 수용체에 대한 친화력이 큰 약물이다. 시사되었으며, 이 조직에서 또한 5-$HT_2$와 5-$HT_3$ 수용체의 존재를 확인하고 각각의 기능을 분명히 했다.가 수월하게 하였고 메모리를 동적으로 관리할 수 있게 하였다. 또한 기존의 smpl에 디버깅용 함수 및 설비(facility) 제어용 함수를 추가하여 시뮬레이션 프로그램 작성을 용이하게 하였다. 예를 들면 who_server(), who_queue(), pop_Q(), push_Q(), pop_server(), push_server(), we(), wf(), printfct() 같은 함수들이다. 또한 동시에 발생되는 사건들의 순서를 조종하기 위해, 동시에 발생할 수 있는 각각의 사건에 우선순위를 두어 이 우선 순위에 의하여 사건 리스트(event list)에서 자동적으로 사건들의 순서가 결정되도록 확장하였으며, 설비 제어방식에 있어서도 FIFO, LIFO, 우선 순위 방식등을 선택할 수 있도록 확장하였다. SIMPLE는 자료구조 및 프로그램이 공개되어 있으므로 프로그래머가 원하는 기능을 쉽게 추가할 수 있는 장점도 있다. 아울러 SMPLE에서 새로이 추가된 자료구조와 함수 및 설비제어 방식등을 활용하여 실제 중형급 시스템에 대한 시뮬레이션 구현과 시스템 분석의 예를 보인다._3$", chain segment, with the activation energy of carriers from the shallow trap with 0.4[eV], in he amorphous regions.의 증발산율은 우기의 기상자료를 이용하여 구한 결과 0.05 - 0.10 mm/hr 의 범위로서 이로 인한 강우손실량은 큰 의미가 없음을 알았다.재발이 나타난 3례의 환자를 제외한 9례 (75%)에서는 현재까지 재발소견을 보이지 않고 있다. 이러한 결과는 다른 보고자들과 유사한 결과를 보이고 있지만 아직까지 증례가 많지 않기 때문에 생존율을 얻기에는 미흡한 점이

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