• Title/Summary/Keyword: EM2

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An EM Algorithm-Based Approach for Imputation of Pixel Values in Color Image (색조영상에서 랜덤결측화소값 대체를 위한 EM 알고리즘 기반 기법)

  • Kim, Seung-Gu
    • The Korean Journal of Applied Statistics
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    • v.23 no.2
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    • pp.305-315
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    • 2010
  • In this paper, a frequentistic approach to impute the values of R, G, B-components in random missing pixels of color image is provided. Under assumption that the given image is a realization of Gaussian Markov random field, its model is designed such that each neighbor pixel values for a given pixel follows (independently) the normal distribution with covariance matrix scaled by an evaluates of the similarity between two pixel values, so that the imputation is not to be affected by the neighbors with different color. An approximate EM-based algorithm maximizing the underlying likelihood is implemented to estimate the parameters and to impute the missing pixel values. Some experiments are presented to show its effectiveness through performance comparison with a popular interpolation method.

Estimation of Haplotype Proportions in Single Necleotide Polymorphism Group Using EM Algorithm (EM 알고리듬을 이용한 단일염기변이 (SNP;SINGLE NUCLEOTIDE POLYMORPHISM)군의 일배체형 (HAPLOTYPE) 비율 추정)

  • 김선우;김종원;이경아
    • The Korean Journal of Applied Statistics
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    • v.16 no.2
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    • pp.195-202
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    • 2003
  • Haplotype analysis in SNP is very useful for the study of complex genetic disease due to low cost and high efficiency comparing to individual analysis of each SNP, and is functionally important in biological view. But, the gametic phase of haplotypes is usually unknown in SNP group, and it is difficult to predict haplotype proportions. In this study, haplotype proportions were estimated using EM algorithm from diploid data of SNP group in solid tumor group and normal group. From these results, linkage disequilibrium among SNPs was analyzed.

Development and Goals of smart EM wave absorber with heat radiating function

  • Choi, Dong Soo;Kim, Dong Il;Kim, Do Yeol;Choi, Dong Han
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2012.10a
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    • pp.125-127
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    • 2012
  • With the progress of electronics and radio communication technology, human enjoys greater freedom in communication. However, EMW (Electro-Magnetic wave) environments have became complicate and more difficult to control. Thus, international organizations, such as the American National Standard Institution (ANSI), Federal Communications Commission (FCC), the Comite Internationale Special des Perturbations Radio electrique (CISPR), etc, have provided standard for controlling the EM wave environments and for the countermeasure of the electromagnetic compatibility (EMC). In this paper, the status of EMW absorber and the goal of smart EMW absorber ifor the future were described. Furthermore, design method of the smart EM wave Absorber with heat radiating function was suggested. The designed smart EM wave Absorber has the absoption ability of more than 5 dB from 2 GHz to 2.45 GHz band, one optimum aperture (hole) size of which was 6 mm, 9 mm in adjacent hole space, and 6.5 mm in thickness, respectivly. Thus, it is repected that these results can be applied to various EMC devices in electronic, communication, and controlling systems.

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An Approach for the Estimation of Mixture Distribution Parameters Using EM Algorithm (복합확률분포의 파라메타 추정을 위한 EM 알고리즘의 적용 연구)

  • Daeyoung Shim;SangGu Kim
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.22 no.4
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    • pp.35-47
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    • 2023
  • Various single probability distributions have been used to represent time headway distributions. However, it has often been difficult to explain the time headway distribution as a single probability distribution on site. This study used the EM algorithm, which is one of the maximum likelihood estimations, for the parameters of combined mixture distributions with a certain relationship between two normal distributions for the time headway of vehicles. The time headway distribution of vehicle arrival is difficult to represent well with previously known single probability distributions. But as a result of this analysis, it can be represented by estimating the parameters of the mixture probability distribution using the EM algorithm. The result of a goodness-of-fit test was statistically significant at a significance level of 1%, which proves the reliability of parameter estimation of the mixture probability distribution using the EM algorithm.

Effect of Reducing the Odor of Food Wastes Using Effective Microorganism (EM) (유용미생물을 활용한 음식물쓰레기의 악취저감 효과)

  • Kim, Ha-Na;Yim, Bongbeen;Kim, Sun-Tae
    • Journal of Korean Society of Environmental Engineers
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    • v.38 no.4
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    • pp.162-168
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    • 2016
  • The aim was to investigate the effect of reducing the odorous and complex odor released during the decomposition of food wastes using effective microorganism (EM) as a function of time at $20^{\circ}C$ and $35^{\circ}C$. The variation of total microbial counts and dominant species counts in EM and leachate produced during food wastes decomposition was also observed. In general, the cumulative concentration of sulfur compounds ($H_2S$, $CH_3SH$) and complex odor released during food wastes decomposition increased with increasing elapsed time. The nitrogen compounds ($NH_3$, trimethyl amine), however, was not observed in all samples. The addition of EM in food wastes resulted in the reduction of concentration of sulfur compounds and complex odor, in spite of the increase of $CH_3CHO$ concentration. The dominant microbial species detected in EM were Lactobacillus species(Lactobacillus rhamnosus and Lactobacillus casei). In the leachate produced during food wastes decomposition, however, the various microbial community alternative to that detected in EM was observed. The EM could be potentially useful as a tools for reducing odor induced from the food waste decomposition process.

Low-Voltage EM(Elasto-Magnetic) Sensing Technique for Tensile Force Management of PSC(Prestressed Concrete) Internal Tendon (PSC 내부 텐던의 긴장력 관리를 위한 저전압 EM 센싱 기법)

  • Park, Jihwan;Kim, Junkyeong;Eum, Ki-Young;Park, Seunghee
    • Journal of the Computational Structural Engineering Institute of Korea
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    • v.32 no.2
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    • pp.87-92
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    • 2019
  • In this paper, we have verified a low-voltage EM(elasto-magnetic) sensing technique for tensile force management of PSC(prestressed concrete) internal tendon in order to apply the technique to actual construction sites where stable power supply is difficult. From observation of past domestic and overseas PSC structural accident cases, it was found that PS tension is very important to maintain structural stability. In this paper, we have tried to measure the tensile force from a magnetic hysteresis curve through EM sensors according to voltage value by using relation between magnetostriction and stress of ferromagnetic material based on elastic-magnetic theory. For this purpose, EM sensor of double cylindrical coil type was fabricated and tensile force test equipment for PS tendon using hydraulic tensioning device was constructed. The experiment was conducted to confirm relationship between changes of permeability and tensile force from the measurement results of the maximum / minimum voltage amount. The change of magnetic hysteresis curve with magnitude of tensile force was also measured by reducing amount of voltage step by step. As a result, the slope of estimation equation in accordance with magnitude of magnetic field decreases with the voltage reduction. But it was confirmed a similar pattern of change of magnetic permeability for the magnetic hysteresis loop. So, in this study, it is considered that it is possible to manage the tensions of PSC internal tendon using EM sensing technique in low-voltage state.

The Triangulation Model Distribution of Entrepreneurship Education, Entrepreneurship Knowledge, and Entrepreneurship Mindset

  • RUSTIANA, RUSTIANA;MOHD, Othman bin;MOHAMAD, Norhidayah binti
    • Journal of Distribution Science
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    • v.20 no.9
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    • pp.47-59
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    • 2022
  • Purpose: This study aims to analyze a triangulation model: 1) the effect of entrepreneurship education (EE) on entrepreneurship knowledge (EK) and entrepreneurship mindset (EM) and 2) the effect of EK on EM. Entrepreneurship education is a medium and pedagogical tool to cultivate EK and EM with the purpose enhancing of students who will be interested in entrepreneurial activities. Knowledge of adequate entrepreneurship is a stimulus strategic tool to develop the entrepreneurial mindset of students. Research design, data, and methodology: There were 278 respondents from Business and Non-Business both Indonesian and Malaysian students. The research design was quantitative and evaluated three hypotheses by PLS-SEM using WarpPLS v.7 software. Statistic descriptive for respondent used SPSS IBM v.26. Results: The results showed that the three hypotheses had supported with a significant level of p-value < 0.001. It's meant EE enhanced both EK and EM. Furthermore, increasing EM was not only by EE, but also EM could be increased through EK. Conclusions: The novelty of this research contributes to filling the knowledge gap in the development of pedagogy in the pursuit of entrepreneurship using a triangulation model of the relationship among EE, EK, and EM.

Design of LNA Using EM simulator (EM 시뮬레이터를 이용한 LNA 설계)

  • Choi, Moon-Ho;Kim, Yeong-Seuk;Jung, Sung-Il;Lee, Han-Yeong;Jang, Seuk-Hwan;Lee, Jong-Arc
    • Proceedings of the IEEK Conference
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    • 2005.11a
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    • pp.873-876
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    • 2005
  • A low noise amplifier(LNA) using electro-magnetic field simulator is designed in standard 0.25um CMOS process. Integrated spiral inductor is simulated using EM field solver. Then LNA is simulated with active device, capacitor and simulated inductor by EM field solver. A S11 and S21 of -15.45dB and 17.8dB at 2.3GHz as simulation results was achieved. A Noise Figure is 2.92dB. And Measurements show a S11 and S21 of -12.4dB and 17.8dB at 2.3GHz. A Noise Figure of 3.3dB was achieved.

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Ti/Al/Ti 전극의 Electro-Migration신뢰성 평가

  • Hyeon, Yeong-Hwan;Choe, Byeong-Deok
    • Proceedings of the Korean Vacuum Society Conference
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    • 2016.02a
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    • pp.339.2-339.2
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    • 2016
  • 본 연구에서는 Ti/Al/Ti 금속 배선의 Electro-Migration(EM) 현상을 분석했다. Van der Pauw, Greek Cross bridge, Straight line linear line bridge를 결합한 패턴을 제작하여, 온도 변화에 따른 EM의 발생 시간(Failure Time)을 측정했다. 측정 조건은 W/L=3.5/300 um 소자에 전류 밀도(current density)를 $J=10^4A/cm^2$로 고정하고, 온도를 300 K, 350 K, 400 K로 가변 시켰다. 측정된 Cumulative Failure의 50 % 되는 지점(Median Time To Failure; MTTF)은 각각 22.3시간, 18.46시간, 15.4시간으로 온도가 300 K에서 400 K로 증가함에 따라 MTTF가 6.9시간 감소했다. 이 결과를 통해 Black방정식에서 온도 변수가 $t_{50}$에 영향을 주는 것을 확인했다. 온도가 증가함에 따라 더 많은 전자들이 원자에 충돌하면서 운동량을 전달하고, 더 많은 원자들이 이주되면서 EM 발생 시간이 감소했다.

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A New Design of Trisection Band-Pass Filter Based on Electromagnetic Simulation (EM 시뮬레이션을 기반으로 한 트라이섹션 대역 통과 여파기의 새로운 설계)

  • Kim, So-Su;Yeom, Kyung-Whan
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
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    • v.22 no.12
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    • pp.1086-1096
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    • 2011
  • In this paper, we present the trisection band-pass filter with a transmission zero at 2.63 GHz, which has a center frequency of 2.44 GHz, relative bandwidth of 5 %, and return loss of 18 dB, based on a multi-port ElectroMagnetic simulation. The coupling matrix for the trisection filter is calculated and this filter is transformed into band-pass filter prototype through a lossless 2-port circuit transformation. The J-inverter values and slope parameters of each individual resonator are computed using an EM simulation Y-parameters of the filter with multi port. The dimensions of desired filter are determined by matching the computed J-inverter and susceptance slope parameters to those of the prototype band-pass filter. Undesired cross-couplings are found to occur which does not appear in the prototype trisection filter. To overcome the problem of undesired couplings, the filter was optimized to satisfy the same frequency response of prototype filter. The validity of the proposed design method was verified through the implementation of the designed and optimized filter.