• Title/Summary/Keyword: Large Scale Data

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Genome-Wide Association Studies of the Korea Association REsource (KARE) Consortium

  • Hong, Kyung-Won;Kim, Hyung-Lae;Oh, Berm-Seok
    • Genomics & Informatics
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    • v.8 no.3
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    • pp.101-102
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    • 2010
  • During the last decade, large community cohorts have been established by the Korea National Institutes of Health (KNIH), and enormous epidemiological and clinical data have been accumulated. Using these information and samples in the cohorts, KNIH set out to do a large-scale genome-wide association study (GWAS) in 2007, and the Korea Association REsource (KARE) consortium was launched to analyze the data to identify the underlying genetic risk factors of diseases and diverse health indexes, such as blood pressure, obesity, bone density, and blood biochemical traits. The consortium consisted of 6 research divisions, formed by 25 principal investigators in 19 organizations, including 18 universities, 2 institutes, and 1 company. Each division focused on one of the following subjects: the identification of genetic factors, the statistical analysis of gene-gene interactions, the genetic epidemiology of gene-environment interactions, copy number variation, the bioinformatics related to a GWAS, and a GWAS of nutrigenomics. In this special issue, the study results of the KARE consortium are provided as 9 articles. We hope that this special issue might encourage the genomics community to share data and scientists, including clinicians, to analyze the valuable Korean data of KARE.

Artificial Intelligence Semiconductor and Packaging Technology Trend (인공지능 반도체 및 패키징 기술 동향)

  • Hee Ju Kim;Jae Pil Jung
    • Journal of the Microelectronics and Packaging Society
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    • v.30 no.3
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    • pp.11-19
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    • 2023
  • Recently with the rapid advancement of artificial intelligence (AI) technologies such as Chat GPT, AI semiconductors have become important. AI technologies require the ability to process large volumes of data quickly, as they perform tasks such as big data processing, deep learning, and algorithms. However, AI semiconductors encounter challenges with excessive power consumption and data bottlenecks during the processing of large-scale data. Thus, the latest packaging technologies are required for AI semiconductor computations. In this study, the authors have described packaging technologies applicable to AI semiconductors, including interposers, Through-Silicon-Via (TSV), bumping, Chiplet, and hybrid bonding. These technologies are expected to contribute to enhance the power efficiency and processing speed of AI semiconductors.

Design and Implementation of a Metadata Structure for Large-Scale Shared-Disk File System (대용량 공유디스크 파일 시스템에 적합한 메타 데이타 구조의 설계 및 구현)

  • 이용주;김경배;신범주
    • Journal of KIISE:Computer Systems and Theory
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    • v.30 no.1
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    • pp.33-49
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    • 2003
  • Recently, there have been large storage demands for manipulating multimedia data. To solve the tremendous storage demands, one of the major researches is the SAN(Storage Area Network) that provides the local file requests directly from shared-disk storage and also eliminates the server bottlenecks to performance and availability. SAN also improve the network latency and bandwidth through new channel interface like FC(Fibre Channel). But to manipulate the efficient storage network like SAN, traditional local file system and distributed file system are not adaptable and also are lack of researches in terms of a metadata structure for large-scale inode object such as file and directory. In this paper, we describe the architecture and design issues of our shared-disk file system and provide the efficient bitmap for providing the well-formed block allocation in each host, extent-based semi flat structure for storing large-scale file data, and two-phase directory structure of using Extendible Hashing. Also we describe a detailed algorithm for implementing the file system's device driver in Linux Kernel and compare our file system with the general file system like EXT2 and shard disk file system like GFS in terms of file creation, directory creation and I/O rate.

Large Eddy Simulation of Flow around a Bluff Body of Vehicle Shape

  • Jang, Dong-Sik;Lee, Yeon-Won;Doh, Deug-Hee;Toshio Kobayashi;Kang, Chang-Soo
    • Journal of Mechanical Science and Technology
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    • v.15 no.12
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    • pp.1835-1844
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    • 2001
  • The turbulent flow with wake, reattachment and recirculation is a very important problem that is related to vehicle dynamics and aerodynamics. The Smagorinsky Model (SM), the Dynamics Subgrid Scale Model (DSM), and the Lagrangian Dynamic Subgrid Scale Model (LDSM) are used to predict the three-dimensional flow field around a bluff body model. The Reynolds number used is 45,000 based on the bulk velocity and the height of the bluff body. The fully developed turbulent flow, which is generated by the driver part, is used for the inlet boundary condition. The Convective boundary condition is imposed on the outlet boundary condition, and the Spalding wall function is used for the wall boundary condition. We compare the results of each model with the results of the PIV measurement. First of all, the LES predicts flow behavior better than the k-$\xi$ turbulence model. When ew compare various LES models, the DSM and the LDSM agree with the PIV experimental data better than the SM in the complex flow, with the separation and the reattachment at the upper front part of th bluff body. But in the rear part of the bluff body, the SM agrees with the PIV experimental results better than them. In this case, the SM predicts overall flow behavior better than the DSM nd the LDSM.

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An Evaluation of the Mandibular Movements Reproducibility by using Both Pantographic Reproducibility Index and BioEGN Reproducibility Index (하악운동 재현성의 평가에 관한 비교연구)

  • Kyung-Soo Han;Ho-In Jung
    • Journal of Oral Medicine and Pain
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    • v.21 no.2
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    • pp.383-392
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    • 1996
  • An observation and evaluation of the reproducibility of the mandibular movements has been a integral part of a test for mandibular function and dysfunction. After Pantographic Reproducibility Index(PRI) was introduced in dentistry, many authors have used the index for investigation of mandibular movement function, especially in condylar compartment. Howerer, the difficult and time-consuming work of instrumentation for getting the PRI has been a major obstacle in using pantograph. This study was performed to try a new mandibular reproducibility index, so-called BioEGN reproducibility index(BERI), calculated from mandibular trajectory recorded with BioEGN. 26 dental students without any signs and symptoms of temporomandibular disorders and 22 patients with temporomandibular disorders took part in this study and classed to control group and patients group, respectively. Pantronic and BioEGN were used to record and calculate the indices, PRI and BERI. PRI had only one value, but BERI had two values of outgoing and incoming movement in each scale. With two scales of small and large, as a result, BERI had four values in this study. PRI corresponded to BERI in small scale on outgoing total movements. The data were calculated and analyzed with SAS/stat program and the conclusion of this study were as follows : 1. In every scales, in each movement, BERI on outgoing movement in control group was lower than that in patients group, respectively, but BERI on incoming movement was only different in one side movement, that was, left excursion. 2. The difference between BERI on outgoing movement and BERI on incoming movement was only shown in small scale on total movements, not in each movement, in control group. However, there was generally a positive correlationship between BERI on outgoing movement and BERI on incoming movement in each movement in both groups. 3. Simple statistics of PRI was similar to that of BERI on total movements in small scale, but there was a negative correlation between PRI and BERI on total movements in large sclae only in patients group.

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Adaptive Data Hiding Techniques for Secure Communication of Images (자기유사성 네트워크에서 트래픽 제어에 의한 성능 개선)

  • 석경휴;나상동
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.29 no.6B
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    • pp.575-583
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    • 2004
  • In this paper, we extend the multiple time scale control framework to the window-based congestion control, in particular, such as the TCP. This is performed by interfacing the TCP with a large time scale control module which adjusts the aggressiveness of the bandwidth consumption behavior exhibited by the TCP as a function of large time scale Self-Similar network state. i.e., conformation that exceeds the horizon of the feedback loop as determined by the RTT. How to effectively utilize such an information-due to its probabilistic nature, dispersion over the multiple time scales, and affection on the top of the existing window-based congestion controls-is a non-trivial problem. The evaluation performance of the multiple time scale TCP is facilitated by a simulation of the bench-mark environment which is based on the physical modeling of a self-similar traffic. We explicate our methodology for discerning and evaluating the impact of changes in transport protocols in the protocol stack under the self-similar traffic conditions. We discuss issues arising in the comparative performance evaluation under heavy-tailed workloads.

EFFICIENT MANAGEMENT OF VERY LARGE MOVING OBJECTS DATABASE

  • Lee, Seong-Ho;Lee, Jae-Ho;An, Kyoung-Hwan;Park, Jong-Hyun
    • Proceedings of the KSRS Conference
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    • v.2
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    • pp.725-727
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    • 2006
  • The development of GIS and Location-Based Services requires a high-level database that will be able to allow real-time access to moving objects for spatial and temporal operations. MODB.MM is able to meet these requirements quite adequately, providing operations with the abilities of acquiring, storing, and querying large-scale moving objects. It enables a dynamic and diverse query mechanism, including searches by region, trajectory, and temporal location of a large number of moving objects that may change their locations with time variation. Furthermore, MODB.MM is designed to allow for performance upon main memory and the system supports the migration on out-of-date data from main memory to disk. We define the particular query for truncation of moving objects data and design two migration methods so as to operate the main memory moving objects database system and file-based location storage system with.

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A Survey of Patient Satisfaction With Physical Therapy Services (물리치료 서비스에 대한 환자의 만족도 조사)

  • Jung, Hyun-Sik;Park, Hyeoung-Sik;Park, Tae-Sub;Park, Jin-Hyeoung;Kim, Young-Rok
    • Physical Therapy Korea
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    • v.9 no.1
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    • pp.97-110
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    • 2002
  • The purposes of this study were to investigate the patient satisfaction with physical therapy services and find the related factors to patient satisfaction. In this study, three hospitals were selected at large, middle, small city. Ninety subjects (53 males, 37 females) who had received physical therapy service were participated in this survey. Survey data were collected by a written questionnaire. The patient satisfaction scale had a good reliability (Cronbachs alpha=.9134). The collected data were analyzed by t-test, ANOVA, and Kruskal-Wallis. The scores of patient satisfaction with physical therapy services at large, middle, and small city were 79.67, 76.23, and 86.33 respectively. The score of patient satisfaction at small city was significantly higher than middle and large city (p<.01). There was no significant difference in patient satisfaction with physical therapy services according to gender, age, education years, occupation, marital status, religion and average monthly income. Further studies are needed to identify which specific factors are related to patient satisfaction with physical services. This information will be useful in improving the patient satisfaction.

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Estimating Heterogeneous Customer Arrivals to a Large Retail store : A Bayesian Poisson model perspective (대형할인매점의 요일별 고객 방문 수 분석 및 예측 : 베이지언 포아송 모델 응용을 중심으로)

  • Kim, Bumsoo;Lee, Joonkyum
    • Korean Management Science Review
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    • v.32 no.2
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    • pp.69-78
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    • 2015
  • This paper considers a Bayesian Poisson model for multivariate count data using multiplicative rates. More specifically we compose the parameter for overall arrival rates by the product of two parameters, a common effect and an individual effect. The common effect is composed of autoregressive evolution of the parameter, which allows for analysis on seasonal effects on all multivariate time series. In addition, analysis on individual effects allows the researcher to differentiate the time series by whatevercharacterization of their choice. This type of model allows the researcher to specifically analyze two different forms of effects separately and produce a more robust result. We illustrate a simple MCMC generation combined with a Gibbs sampler step in estimating the posterior joint distribution of all parameters in the model. On the whole, the model presented in this study is an intuitive model which may handle complicated problems, and we highlight the properties and possible applications of the model with an example, analyzing real time series data involving customer arrivals to a large retail store.

The Reliability of Blast Vibration Equation (발파 진동식의 신뢰성)

  • Kim, Soo Il;Jeong, Sang Seom;Cho, Hoo Youn
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.14 no.3
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    • pp.573-582
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    • 1994
  • Blast vibration equations proposed previously are investigated. Special attention is given to the blast vibration equation which shows the best fitting to the geologic condition of Korea. The fittness of proposed blast vibration equation is analyzed and examined using many field data measured in Korea. The prediction of blast vibration equation using field data was performed by linear regression analysis. Moreover, after the prediction of each blast vibration equation, vibration velocity is recalculated on the basis of scaled distance at each equation. Reliability of regressioned blast vibration equation is observed by comparing predicted and measured velocity, which is divided into small-scale blasting of city and large-scale blasting of quarry. Based on this study, the best fitting equation to the Korean geologic condition is ROOT SCALING & CUBE ROOT SCALING proposed by USBM(United Nations Bureau of Mines). Also representative blast vibration equations depending on the different kinds of rock mass are proposed using measured and existing field data.

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