• Title/Summary/Keyword: 통계적 모델링

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Modeling Techniques of the Throughput Response Characteristics depending on the Network Bandwidth Allocation (네트워크 대역폭 할당에 따른 전송률 응답특성을 구현해주는 모델링 기법)

  • Park, Jong-Jin;Kim, Chang-Nam;No, Min-Gi;Mun, Young-Song
    • Proceedings of the Korea Information Processing Society Conference
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    • 2003.05b
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    • pp.1137-1140
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    • 2003
  • 네트워크의 QoS를 지원하기 위해서는 자원 관리에 적응제어구조의 도입이 필요하다. 이를 위해서는 사전에 네트워크의 대역폭 할당에 따른 전송률 응답특성을 구현하는 모델의 개발이 필수적이며 이 모델을 통하여 적응제어구조의 최적화를 진행해야 한다. 본 연구에서는 두 가지 방식의 모델을 제안하였다. 첫째는 동적 시스템 모델이며 다른 하나는 통계적 모델이다. 동적 시스템 모델은 네트워크의 동적 특성을 고려하여 도입하였으며, 통계적 모델은 측정된 전송률 데이터의 분포를 고려하여 도입하였다. 제시된 두 모델의 인자 결정을 위해 최적화 기법을 사용하였으며, 결과적으로 제시된 두 모델이 실제 네트워크의 동작과 유사함을 살펴보았다.

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A Statistical Approach to Phoneme Segmentation through Multi-step Compensation (다단계 보상 기능을 갖는 통계적 방법에 의한 음소 분할)

  • 김홍국;이황수;은종관
    • The Journal of the Acoustical Society of Korea
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    • v.10 no.5
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    • pp.69-76
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    • 1991
  • 본 논문에서는 통계적 방법에 의한 음소의 자동분할에 관한 알고리즘을 제안하였다. 우선 음성 신호를 AR 모델로 모델링한 후 스펙트럼이 변화하기 전과 변화한 후의 모델에 대해서 likelihood ratio 와 mutual information을 고려한 test statistics 로부터 모델 계수가 변화하는 곳을 예측해 내고 이 곳을 음소의 경계로 판단한다. 이 경우 검파되지 못하는 대부분의 음소는 짧은 자음이었으며 Signed front-to-back maximum area ratio을 이용하여 개선하였다. 또한 false alarm error을 줄이기 위해 두 segment 사이의 distortion 으로부터 smoothing을 하였다. 3명의 화자에 대한 실험 결과 non-detection error는 10%, false alarm error는 20% 정도로 나타났지만 화자간에 알고리즘의 성능 변화가 거의 없으 며 특히 분할된 경계치 분포는 전체 음소의 90% 이상이 이 30ms 이내에 위치하였다.

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통계적 실험계획법을 이용한 HDP-CVD로 증착된 실리콘 산화막 공정조건 최적화에 관한 연구

  • Yu Gyeong-Han;Kim Jo-Won;Hong Sang-Jin
    • Proceedings of the Korean Society Of Semiconductor Equipment Technology
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    • 2006.05a
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    • pp.206-210
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    • 2006
  • 본 논문에서는 HDPCVD를 이용한 실리콘 산화막 형성에서 산화막의 특성에 영향을 미치는 RF Power, Gas, 산소 등의 공정조건과 증착된 산화막의 특성을 나타내는 증착율, 균일성 및 굴절율에 관한 주효과와 교호작응을 정량적으로 규명하고, 산화막 증착에서 관심의 대상이 되는 여러가지의 반응변수를 모두 만족시키는 최적의 공정조건을 제시한다. 실험의 효율성을 높이기 위해 통계적인 실험계획법을 활용하여 실험의 회수를 줄이는 한편 반응모델링을 통하여 입력변수와 반응변수의 관계를 시각적으로 도식화 한다. 실험을 통하여 현재 사용되고 있는 공정조건에 대한 개선점을 발견하였으며, 수립된 모델을 바탕으로 한 반응최적화 알고리즘을 통하여 세 가지 반응변수 모두 만족시킬 수 있는 5가지의 입력조건을 제시한다.

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Analysis of Immersion Tin Plating Surface Roughness after Micro Etch (Micro Etch에 의한 주석도금 표면의 거칠기 분석)

  • Park, Bo-Hyeon;Oh, Hyun-Sik;Hong, Seok-Pyo;Han, Jung-Min;Hong, Sang-Jeen
    • Proceedings of the Korean Institute of Electrical and Electronic Material Engineers Conference
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    • 2007.06a
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    • pp.148-149
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    • 2007
  • 현재 전자부품 시장은 RoHS 규정으로 인하여 lead free화가 진행되고 있으며 많은 주목을 받고 있다. 본 논문에서는 반도체 패키지 및 부품표면일장에서 사용 되는 무전해 주석 도금과정 중 산 탈지 후 막의 표면 거칠기 정도가 도금 후의 표면 거칠기 정도에 미치는 영향을 평가 한다. 실험의 효율성을 높이기 위해 통계적인 실험계획법을 사용하였으며 실험의 횟수를 줄이고 표면 거칠기 정도는 이미지 프로세싱을 통하여 분석하였으며 통계적인 모델링을 통해 micro etch가 도금 표면의 거칠기에 주는 영향을 분석하였다.

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Statistical Modeling on the Sorption of Heavy Metals by Clay Minerals (점토의 중금속 흡착에 대한 통계모델링)

  • 정찬호;김수진
    • The Journal of Engineering Geology
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    • v.13 no.3
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    • pp.369-378
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    • 2003
  • The statistical modeling was introduced to satisfy various experimental conditions on the sorption of heavy metals (Pb, Cu, Cd, and Zn) by clay minerals, i.e. kaolinite, illite and chlorite. The Box-Behnken model designed statistically was applied to determine a relative impact among three variables such as pH, HCO3(or K) concentration and initial concentration of heavy metals. The SAS program was used to obtain the statistical solution by surface response analysis. The results of a statistical sorption modelling indicated that pH is a strong impact of the variables influencing the sorption of heavy metals. A relative effect between an initial concentration of heavy metals and bicarbonate(or K) concentration is dependent on solution condition. The sorption edge of heavy metals as function of pH shows sigmoidal curve, and a great increase in the range of pH 6~8. The sorption sequence among heavy metals is Cu>Pb>>Zn>Cd. The solution chemistry exerts greater influence on the sorption of heavy metals rather than the crystal chemistry of clay minerals. The potassium exerts some effect into a sorption competition with heavy metals. The research suggests that the statistical modeling is an effective method to demonstrate sorption results in three dimension and to reduce the effort of batch sorption experiment.

A Comparison Analysis among Structural Equation Modeling (AMOS, LISREL and PLS) Using the Same Data (동일 데이터를 이용한 구조방정식 툴 간의 비교분석)

  • Nam, Soo-tai;Kim, Do-goan;Jin, Chan-yong
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.22 no.7
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    • pp.978-984
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    • 2018
  • Structural equation modeling is pointing to statistical procedures that simultaneously perform path analysis and confirmatory factor analysis. Today, this statistical procedure is an essential tool for researchers in the social sciences. There are as AMOS, LISREL and PLS representative tools that can perform structural equation modeling analysis. AMOS provides a convenient graphical user interface for beginners to use. PLS has the advantage of not having a constraint on normal distribution as well as a graphical user interface. Therefore, we compared and analyzed the three most commonly used tools (applications) in social sciences. Based on structural equation modeling, confirmatory factor analysis was performed using the IBM AMOS Ver. 23, the LISREL 8.70 and the SmartPLS 2.0. The comparative results show that LISREL has the highest explanatory power of dependent variables than other analytical tools. The path coefficients and T-values presented by the analysis results showed similar results for all three analysis tools. This study suggests practical and theoretical implications based on the results.

An Analysis of the Applications of the Language Models for Information Retrieval (정보검색에서의 언어모델 적용에 관한 분석)

  • Kim Heesop;Jung Youngmi
    • Journal of Korean Library and Information Science Society
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    • v.36 no.2
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    • pp.49-68
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    • 2005
  • The purpose of this study is to examine the research trends and their experiment results on the applications of the language models for information retrieval. We reviewed the previous studies with the following categories: (1) the first generation of language modeling information retrieval (LMIR) experiments which are mainly focused on comparing the language modeling information retrieval with the traditional retrieval models in their retrieval performance, and (2) the second generation of LMIR experiments which are focused on comparing the expanded language modeling information retrieval with the basic language models in their retrieval performance. Through the analysis of the previous experiments results, we found that (1) language models are outperformed the probabilistic model or vector space model approaches, and (2) the expended language models demonstrated better results than the basic language models in their retrieval performance.

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A Estimation of Transmission Link Capacity using Statistical Multiplexing Model on Optical Access Networks (광 가입자망에서 트래픽 다중화에 의한 링크 용량 산출)

  • 정승욱;정수환;권순철;길계태
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.24 no.10B
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    • pp.1815-1823
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    • 1999
  • This study investigates the problem of potential bottleneck on FTTC access networks. The link capacity for multiplexed stream using the 2-state MMPP source model is estimate on the assumption of a single VC per user. An analytic from between the cell loss rate and the effective bandwidth has been used to estimate an appropriate ling bandwidth varying the fraction of active users.

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Contact Modeling between the Ground and the Galloping Quadruped Robot Considering Statistical Characteristics of Coulomb Friction Coefficients (쿨롱 마찰계수들의 통계적 특성을 고려한 지면과 갤러핑을 하는 4 족 로봇간 접촉 모델링)

  • Kwon, Sung-Hun;Park, Jong-Hyeon;Yoo, Hong-Hee
    • Proceedings of the KSME Conference
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    • 2007.05a
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    • pp.826-830
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    • 2007
  • The effects of the statistical properties of the Coulomb friction coefficients on the dynamic responses of a galloping quadruped robot are investigated in this paper. In general, the Coulomb friction coefficients are assumed to be deterministic for a controller design to achieve required motion characteristics. However, the friction coefficients between the ground and the robot legs are not constant in reality. Therefore, statistical characteristics of the friction coefficients need to be considered for a multi-body modeling of the robot galloping on the ground. The effects of the statistical properties on the dynamic responses of the quadruped robots are investigated.

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A Statistical Study of CMP Process in Various Scales (CMP 프로세스의 통계적인 다규모 모델링 연구)

  • 석종원
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.27 no.12
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    • pp.2110-2117
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    • 2003
  • A physics-based material removal model in various scales is described and a feature scale simulation for a chemical mechanical polishing (CMP) process is performed in this work. Three different scales are considered in this model, i.e., abrasive particle scale, asperity scale and wafer scale. The abrasive particle and the asperity scales are combined together and then homogenized to result in force balance conditions to be satisfied in the wafer scale using an extended Greenwood-Williamson and Whitehouse-Archard statistical model that takes into consideration the joint distribution of asperity heights and asperity tip radii. The final computation is made to evaluate the material removal rate in wafer scale and a computer simulation is performed for detailed surface profile variations on a representative feature. The results show the dependence of the material removal rate on the joint distribution, applied external pressure, relative velocity, and other operating conditions and design parameters.