• 제목/요약/키워드: large scale cluster

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이단계 집락추출에서의 표본크기에 대한 연구 (A Study of Sample Size for Two-Stage Cluster Sampling)

  • 송종호;제해성;박민규
    • 응용통계연구
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    • 제24권2호
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    • pp.393-400
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    • 2011
  • 조사비용과 시간과 같은 현실적인 제약하에서 관측단위 (observation unit)의 집합인 집락(cluster)율 추출하는 집락추출법은 대부분의 대형조사(large scale survey) 에서 흔히 사용된다. 특별히 집락내의 관측단위가 매우 유사한 경우, 집락 내의 모든 관측치를 조사하는 대신 일부를 추출하여 조사하는 이단계 집락 추출법이 선호된다. 이단계 집락추출법의 적용시 집락인 1차추출단위 (Primary Sampling Unit; PSU)와 관측단위인 2차추출단위(Secondary Sampling Unit; SSU)의 표본수 결정은 주어진 비용과 표본으로부터 계산되어지는 통계량의 정도에 의존한다. 본 연구에서는 기존의 1차추출단위의 크기가 동일하다는 가정하에서 유도된 최적 PSU와 SSU 표본크기 산출과정을 일반화하여 1차추출단위의 크기가 같지 않을 경우의 최적 표본크기를 유도하고 그 결과를 제 4차 퇴원환자조사를 위한 표본추출 방안에 적용하여 기존방법과 비교하였으며 이를 바탕으로 제 7차 퇴원환자조사를 위한 표본크기를 제안하였다.

대규모 표본설계에서 확률비례 및 단순집락추출법 비교 -경제활동인구 표본조사 사례를 중심으로- (A Comparison of PPS and Simple Cluster Sampling in Large Scale Sampling -Based on Economically Active Population Survey Sample Design)

  • 윤연옥;이상은
    • 응용통계연구
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    • 제14권1호
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    • pp.1-11
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    • 2001
  • 확률비례추출법(pps sampling)에서 표본단위의 추출확률을 결정하기 위하여 크기측도(measure of size:MOS)를 사용한다. 통계청에서 실시하는 일부 대규모조사의 경우 각 표본단위들의 크기측도를 살펴보면 서로 매우 유사한 편임을 알 수 있다. 이런 경우 조사원 업무량을 고려하여 확률비례추출법 대신 단순집락추출법의 사용 필요성이 제시되었다. 본 논문에서는 1997년 통계청의 경제활동인구조사 표본설계법에 두 가지 추출법을 적용하여 평균제곱오차(MSE)와 변이계수(CV)를 비교하였다.

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Wireless sensor network design for large-scale infrastructures health monitoring with optimal information-lifespan tradeoff

  • Xiao-Han, Hao;Sin-Chi, Kuok;Ka-Veng, Yuen
    • Smart Structures and Systems
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    • 제30권6호
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    • pp.583-599
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    • 2022
  • In this paper, a multi-objective wireless sensor network configuration optimization method is proposed. The proposed method aims to determine the optimal information and lifespan wireless sensor network for structural health monitoring of large-scale infrastructures. In particular, cluster-based wireless sensor networks with multi-type of sensors are considered. To optimize the lifetime of the wireless sensor network, a cluster-based network optimization algorithm that optimizes the arrangement of cluster heads and base station is developed. On the other hand, based on the Bayesian inference, the uncertainty of the estimated parameters can be quantified. The coefficient of variance of the estimated parameters can be obtained, which is utilized as a holistic measure to evaluate the estimation accuracy of sensor configurations with multi-type of sensors. The proposed method provides the optimal wireless sensor network configuration that satisfies the required estimation accuracy with the longest lifetime. The proposed method is illustrated by designing the optimal wireless sensor network configuration of a cable-stayed bridge and a space truss.

Anomalous Pattern Analysis of Large-Scale Logs with Spark Cluster Environment

  • Sion Min;Youyang Kim;Byungchul Tak
    • 한국컴퓨터정보학회논문지
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    • 제29권3호
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    • pp.127-136
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    • 2024
  • 본 연구는 Spark 클러스터 환경에서 대용량 로그를 분석하여 시스템 이상과의 연관성을 탐색한다. 로그를 활용한 이상 감지 연구는 증가하고 있으나, 클러스터의 다양한 컴포넌트의 로그를 충분히 활용하지 못하고 이상과 시스템의 연관성을 고려하지 않는다는 한계가 있다. 따라서 본 논문에서는 정상과 비정상 로그의 분포를 분석하고, 로그 템플릿의 출현 여부를 통해 이상 감지 가능성을 탐색한다. Hadoop과 Spark를 활용하여 정상과 비정상 로그 데이터를 생성하고, t-SNE와 K-means 클러스터링을 통해 비정상 상황에서의 로그 템플릿을 찾아 이상 현상을 파악한다. 결과적으로, 비정상 상황에서만 발생하는 고유한 로그 템플릿을 확인하며 이를 통해 이상 현상 감지의 가능성을 제시한다.

Star-formation Properties of High-redshift (z~1) Galaxy Clusters Connected to the Large-scale Structure

  • Lee, Seong-Kook;Im, Myungshin;Hyun, Minhee;Park, Bomi;Kim, Jae-woo;Kim, Dohyung;Kim, Yongjung
    • 천문학회보
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    • 제42권2호
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    • pp.40.2-40.2
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    • 2017
  • At local, majority of galaxies in the dense environment, such as galaxy cluster, are red and quiescent with little star-formation (SF) activity. However, a different picture emerges as we go to high redshift: (1) there exist non-negligible fraction of galaxies still forming stars actively even in dense environment, and (2) there is a significant cluster-by-cluster variation in the SF properties, such as quiescent galaxy fraction. In this presentation, we show the results of our study about the variation of quiescent galaxy fraction among high-redshift (z~1) galaxy clusters, based on the multi-object spectroscopic (MOS) observation with IMACS on the Magellan telescope. Our main result is that galaxy clusters which are connected with significant large-scale structure (LSS), well beyond the cluster scale, are more active in their SF activity, i.e., the quiescent galaxy fraction for these clusters is lower compared to the clusters which are detached from LSS.

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Large-scale Atmospheric Patterns associated with the 2018 Heatwave Prediction in the Korea-Japan Region using GloSea6

  • Jinhee Kang;Semin Yun;Jieun Wie;Sang-Min Lee;Johan Lee;Baek-Jo Kim;Byung-Kwon Moon
    • 한국지구과학회지
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    • 제45권1호
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    • pp.37-47
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    • 2024
  • In the summer of 2018, the Korea-Japan (KJ) region experienced an extremely severe and prolonged heatwave. This study examines the GloSea6 model's prediction performance for the 2018 KJ heatwave event and investigates how its prediction skill is related to large-scale circulation patterns identified by the k-means clustering method. Cluster 1 pattern is characterized by a KJ high-pressure anomaly, Cluster 2 pattern is distinguished by an Eastern European high-pressure anomaly, and Cluster 3 pattern is associated with a Pacific-Japan pattern-like anomaly. By analyzing the spatial correlation coefficients between these three identified circulation patterns and GloSea6 predictions, we assessed the contribution of each circulation pattern to the heatwave lifecycle. Our results show that the Eastern European high-pressure pattern, in particular, plays a significant role in predicting the evolution of the development and peak phases of the 2018 KJ heatwave approximately two weeks in advance. Furthermore, this study suggests that an accurate representation of large-scale atmospheric circulations in upstream regions is a key factor in seasonal forecast models for improving the predictability of extreme weather events, such as the 2018 KJ heatwave.

Structure of Particle Clusters Formed in Gas-Solid flows

  • Tanaka, Toshitsugu;Ito, Akihito;Tsuji, Takuya
    • 한국전산유체공학회:학술대회논문집
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    • 한국전산유체공학회 2006년도 추계 학술대회논문집
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    • pp.26-27
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    • 2006
  • Characteristics of spatial structure of particle clusters are investigated by using the flow field data obtained from three-dimensional numerical simulations. Eulerian/Lagrangian approach with two-way coupling is applied and individual particle-particle collisions are taken into account by using the hard-sphere model. More than 16 million particles are traced in the maximum case. The results show that the cluster is consisted from the multiple-spatial scale components while the low wave-number, hence the large-scale structure, is dominant. Three-dimensional structure reconstructed from the low-pass filtered data enables us to investigate the essential dynamics of particle clusters in detail.

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적층 복합재료를 사용한 곡면형 작동기의 성능 예측을 위한 대규모 수치해석 연구 (Large Scale Numerical Analysis for the Performance Prediction of Multilayered Composite Curved Actuator)

  • 정순완;황인성;김승조
    • 한국복합재료학회:학술대회논문집
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    • 한국복합재료학회 2003년도 추계학술발표대회 논문집
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    • pp.167-170
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    • 2003
  • In this paper, the electromechanical displacements of curved actuators using laminated composites are calculated by finite element method to design the optimal configuration of curved actuators. To predict the pre-stress in the device due to the mismatch in coefficients of thermal expansion, the carbon-epoxy and glass- epoxy as well as PZT ceramic is also numerically modeled by using hexahedral solid elements. Because the modeling of these thin layers causes the numbers of degree of freedom to increase, large-scale structural analyses are performed in a cluster system in this study. The curved shape and pre-stress in the actuator are obtained by the cured curvature analysis. The displacement under the piezoelectric force by an applied voltage is also calculated to compare the performance of curved actuator. The thickness of composite is chosen as design factor.

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대형 할인점 의류 PB선호도에 미치는 영향 요인 연구 (A Study on the Factors Influencing Clothing PB(Private Brand) Preference of the Large-scale Discount Stores)

  • 신수연;홍정민
    • 한국의류학회지
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    • 제33권3호
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    • pp.343-354
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    • 2009
  • This study examined the factors(intrinsic cues, extrinsic cues, private brands familarity, store loyalty) influencing clothing PB preference of large-scale discount stores, and investigated the differences according to the consumer's decision types. Questionaries were collected from 316 female customers in front of the discount stores and the data were analyzed by SPSS 12.0 using T-test, correlation, regression analysis and cluster analysis. The results were as follows. First of all, According to the correlation and regression analysis, the private brand preference were influenced by store loyalty and PB familiarity. Secondly, Differences are found according to the consumer's decision types. That is the price-conscions consumers regard store loyalty, PB familiarity, extrinsic cues, and PB preference more importantly than the value-conscious consumers.