• Title/Summary/Keyword: Unbalanced rate

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A Study on the Optimum Preparation Conditions of MgO Protecting Layer in AC PDP by Unbalanced Magnetron Sputtering (불평형 마그네트론 스파터링에 의한 AC PDP용 MgO 보호층의 최적형성조건에 관한 연구)

  • Kim, Young-Kee;Park, Jung-Tae;Kim, Gyu-Seup;Cho, Jung-Soo;Park, Chung-Hoo
    • Proceedings of the KIEE Conference
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    • 1999.11d
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    • pp.1096-1098
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    • 1999
  • The performance of as plasma display panels (PDP) is influenced strongly by the surface glow discharge characteristics on the MgO thin films. This paper deals with the optimum preparation conditions of MgO Protecting layer by RF unbalanced magnetron sputtering(UBMS) in surface discharge type AC PDP. The samples prepared with the do bias voltage of -10V showed lower discharge voltage, lower erosion rate as a consequence of ion bombardment, higher optic transparency and higher crack resistance in annealing process than those samples prepared by conventional magnetron sputtering or E-beam eraporation.

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Investigation on the Loop Current in the CICC Superconducting Magnet (관내연선도체 초전도 자석에서 루프 전류의 형성에 관한 연구)

  • 김석호;정상권
    • Progress in Superconductivity and Cryogenics
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    • v.1 no.1
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    • pp.33-37
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    • 1999
  • The fast current and field ramp-up experiment was done with the superconducting magnet that is made of three non-insulated strand CICC (Cable-In- Conduit Conductor). The shunt the unbalanced current magnet enabled the unbalanced current measurement which is believed to be associated with the loop current. To explain the generation of the loop current during the current ramp up. the steady-state three strand loop current model was proposed. This model gives an explanation for the relation between the loop current and the twist geometry of the strands. According to this model. The twisr geometry and the surface contact resistance of the strand has significant influence on the generation of the loop current especially in the large superconducting magnet.

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Effect of Bias Voltage on the Micro Discharge Characteristics of MgO Film prepared by Unbalanced Magnetron Sputtering

  • Kim, Young-Kee;Park, Jung-Tea;Park, Cha-Soo;Cho, Jung-Soo;Park, Chung-Hoo
    • 한국정보디스플레이학회:학술대회논문집
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    • 2000.01a
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    • pp.101-102
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    • 2000
  • The performance of ac plasma display panels (PDP) is influenced strongly by the surface glow discharge characteristics on the MgO thin films. This paper deals with the surface glow discharge characteristics and some physical properties of MgO thin films prepared by reactive RF planar unbalanced magnetron sputtering in connection with ac PDP. The samples prepared with the de bias voltage of -10V showed lower discharge voltage, lower erosion rate by ion bombardment, higher optic transparency and higher crack resistance in annealing process than those samples prepared by conventional magnetron sputtering or E-beam evaporation.

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Preparation of MgO Protective layer for AC PDP by High Energy Particle Bombardment (고속 입자 충격을 도입한 AC PDP의 MgO 보호층 형성에 관한 연구)

  • Kim, Young-Kee;Park, Jung-Tae;Ko, Kwang-Sik;Kim, Gyu-Seob;Cho, Jung-Soo;Park, Chong-Hoo
    • The Transactions of the Korean Institute of Electrical Engineers C
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    • v.49 no.9
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    • pp.527-532
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    • 2000
  • The performance of ac plasma display panels (PDP) is influenced strongly by the surface glow discharge characteristics on the MgO thin films. This paper deals with the surface glow discharge characteristics and some physical properties of MgO thin films prepared by reactive RF planar unbalanced magnetron sputtering in connection with ac PDP. The samples prepared with dc bias voltage of -10V showed lower discharge voltage and lower erosion rate byion bombardment than those samples prepared by conventional magnetron sputtering or E-beam evaporation. The main factor that improves the discharge characteristics by bias voltage is considered to be due to the morphology changes or crystal structure of the MgO thin film by ion bombardement during deposition process.

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Effect of $N_2$ and $O_2$ Properties of STS304 Stainless Steel Films Synthesized by Unbalanced Magnetron Sputtering Process (비대칭 마그네트론 스퍼터링법에 의해 합성된 STR304 스테인리스강 박막에서의 질소와 산소의 첨가 효가)

  • 김광석;이상율;김범석;한전건
    • Journal of the Korean institute of surface engineering
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    • v.34 no.2
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    • pp.89-96
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    • 2001
  • N- or O-doped STS304 stainless films were synthesized by an unbalanced magnetron sputtering process with various argon and reactive gas ($N_2$, $O_2$) mixtures. These films were examined by scanning electron microscopy (SEM), X-ray diffraction (XRD), Auger electron spectroscopy (AES) and Knoop microhardness tester. The Results from X-ray diffraction (XRD) analysis showed that a STS304 stainless steel film synthesized without reactive gas using a bulk STS304 stainless steel target had a ferrite bcc structure ($\alpha$ phase), while the N-doped STS304 stainless film was consisted of a nitrogen supersaturated fcc structure, which hsa a strong ${\gamma}$(200) phase. In the O-doped films, oxide Phases ($Fe_2$$O_3$ and $Cr_2$$O_3$) were observed from the films synthesized under an excess $O_2$ flow rate of 9sccm. AES analysis showed that nitrogen content in N-doped films increased as the nitrogen flow rate increased. Approximately 43 at.%N in the N-doped film was measured using a nitrogen flow rate of 8sccm. In O-doped film, approximately 15 at.%O was detected using a $O_2$ flow rate of 12sccm. the Knoop microhardness value of N-doped film using a nitrogen flow rate of 8 sccm was measured to be approximately $H_{ k}$ 1200 and this high value could be attributed to the fine grain size and increased residual stress in the N-doped film.

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탈질 조건에서 투과매질 내 미생물 성장에 관한 연구

  • 최영화;오재일;배범한
    • Proceedings of the Korean Society of Soil and Groundwater Environment Conference
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    • 2002.09a
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    • pp.366-369
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    • 2002
  • Subsurface biobarrier technology has potential applications to contain contaminated groundwater and/or to degrade toxic pollutants in groundwater. Most biobarrier studies were conducted under aerobic condition, however there were several obstacles to make aerobic condition. Thus, In this study, we examined biobarrier formation under denitrifying condition by using nitrate as an electron acceptor. Experiments were performed with a sand column inoculated with activated sludge from the nearby WWTP. The substrate medium was pumped to the sand column in an upflow mode. During the low substrate loading rate period, the extent of reduction rate in hydraulic conductivity was found similar throughout the column, and permeability became relatively stable after couple of days. However, during the high substrate loading rate period, the column demonstrated a gradient of permeability reduction, with the greatest reduction in sections nearest the column inlet. Rapid growth of microorganisms near the column inlet resulted in the unbalanced reduction of hydraulic conductivity throughout the sand column. As a result, at this denitrifying condition the thickness of biobarrier could be controlled by adjusting the medium conditions of microbial growth.

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Imbalanced Data Improvement Techniques Based on SMOTE and Light GBM (SMOTE와 Light GBM 기반의 불균형 데이터 개선 기법)

  • Young-Jin, Han;In-Whee, Joe
    • KIPS Transactions on Computer and Communication Systems
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    • v.11 no.12
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    • pp.445-452
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    • 2022
  • Class distribution of unbalanced data is an important part of the digital world and is a significant part of cybersecurity. Abnormal activity of unbalanced data should be found and problems solved. Although a system capable of tracking patterns in all transactions is needed, machine learning with disproportionate data, which typically has abnormal patterns, can ignore and degrade performance for minority layers, and predictive models can be inaccurately biased. In this paper, we predict target variables and improve accuracy by combining estimates using Synthetic Minority Oversampling Technique (SMOTE) and Light GBM algorithms as an approach to address unbalanced datasets. Experimental results were compared with logistic regression, decision tree, KNN, Random Forest, and XGBoost algorithms. The performance was similar in accuracy and reproduction rate, but in precision, two algorithms performed at Random Forest 80.76% and Light GBM 97.16%, and in F1-score, Random Forest 84.67% and Light GBM 91.96%. As a result of this experiment, it was confirmed that Light GBM's performance was similar without deviation or improved by up to 16% compared to five algorithms.

Plasmid Stability and Cloned-Gene Expression in Continuous Culture of Recombinant Escherichia Coli Under Derepressed Condition

  • Nam, Soo-Wan;Kim, Byung-Kwan;Kim, Jung-Hoe
    • Journal of Microbiology and Biotechnology
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    • v.4 no.1
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    • pp.1-6
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    • 1994
  • Continuous culture was carried out with a recombinant Escherichia coli W3110/pCR185, which encodes trp-operon enzymes when the temperature is shifted from $37^{circ}C\;t;42^{\circ}C$. Under derepressed condition of $42^{\circ}C$. plasmlid stability and gene expression were analysed as function of the dilution rate. The stability of plasmid increased with the dilution rate, but maximal levels of gene expression (tryptophan concentration) and plasmid DNA content were obtained at the lowest dilution rate, $0.075\;hr^{-1}$. The plasmid instability, observed at low dilution rates, could be explained by the unbalanced biosynthetic state of the recombinant cell harboring a high copy number of plasmid.

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Preparation of MgO Protective Layer for AC PDP by Unbalanced Magnetron Sputtering (불평형 마그네트론 스파터링에 의한 AC PDP의 MgO 보호층 형성에 관한 연구)

  • Ko, Kwang-Sic;Kim, Young-Kee;Park, Jung-Tae;Kim, Eun-Chin;Cho, Jung-Soo;Park, Chung-Hoo
    • Proceedings of the Korean Institute of Electrical and Electronic Material Engineers Conference
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    • 2000.05b
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    • pp.142-145
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    • 2000
  • The performance of ac plasma display panels (PDP) is influenced strongly by the surface glow discharge characteristics on the MgO thin films. This paper deals with the surface glow discharge characteristics and some physical properties of MgO thin films prepared by reactive RF planar unbalanced magnetron sputtering in connection with ac PDP. The samples prepared with the dc bias voltage of -10V showed lower discharge voltage and lower erosion rate by ion bombardment than those samples prepared by conventional magnetron sputtering or E-beam evaporation. The main factor that improves the discharge characteristics by bias voltage is considered to be due to the morphology changes or crystal structure of the MgO thin film by ion bombardment during deposition process.

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Developing of Exact Tests for Order-Restrictions in Categorical Data (범주형 자료에서 순서화된 대립가설 검정을 위한 정확검정의 개발)

  • Nam, Jusun;Kang, Seung-Ho
    • The Korean Journal of Applied Statistics
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    • v.26 no.4
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    • pp.595-610
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    • 2013
  • Testing of order-restricted alternative hypothesis in $2{\times}k$ contingency tables can be applied to various fields of medicine, sociology, and business administration. Most testing methods have been developed based on a large sample theory. In the case of a small sample size or unbalanced sample size, the Type I error rate of the testing method (based on a large sample theory) is very different from the target point of 5%. In this paper, the exact testing method is introduced in regards to the testing of an order-restricted alternative hypothesis in categorical data (particularly if a small sample size or extreme unbalanced data). Power and exact p-value are calculated, respectively.