• Title/Summary/Keyword: Cluster Policy

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Load Balancing Policy Based on CPU and Memory Workload in Cluster Computing System (클러스터 컴퓨팅 시스템에서 CPU와 메모리 부하에 기반한 작업 부하 균등화 정책)

  • 박말순;이원주;전창호
    • Proceedings of the Korean Information Science Society Conference
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    • 2003.10a
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    • pp.385-387
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    • 2003
  • 본 논문에서는 이질적인 클러스터 컴퓨팅시스템 에서 CPU와 메모리 자원을 효율적으로 사용하는 작업 부하 균등화 정책을 제안한다. 이 정책의 특징은 CPU부하 상태와 수행중인 작업의 메모리 요구량을 고려하여 작업을 동적으로 할당하는 것이다. 먼저 각 노드는 CPU와 메모리 사용량에 따라 과부하 상태가 아니면 작업을 할당받아 수행한다. 그리고 수행중인 작업의 메모리 요구량이 가용 메모리 크기를 초과하여 페이지 폴트가 발생하면 수행 중인 작업을 다른 노드로 이주시킴으로써 메모리 과부하에 따른 페이지 폴트 발생을 줄이고, 작업의 대기 시간과 수행시 간을 단축한다. 본 논문에서는 시뮬레이션을 통하여 제안한 작업부하 균등화 정책이 기존의 CPU 기반정책에 비해 시스템의 성능향상 면에서 유리함을 검증한다.

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Discovering Meaningful Trends in the Inaugural Addresses of United States Presidents Via Text Mining (텍스트마이닝을 활용한 미국 대통령 취임 연설문의 트렌드 연구)

  • Cho, Su Gon;Cho, Jaehee;Kim, Seoung Bum
    • Journal of Korean Institute of Industrial Engineers
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    • v.41 no.5
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    • pp.453-460
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    • 2015
  • Identification of meaningful patterns and trends in large volumes of text data is an important task in various research areas. In the present study, we propose a procedure to find meaningful tendencies based on a combination of text mining, cluster analysis, and low-dimensional embedding. To demonstrate applicability and effectiveness of the proposed procedure, we analyzed the inaugural addresses of the presidents of the United States from 1789 to 2009. The main results of this study show that trends in the national policy agenda can be discovered based on clustering and visualization algorithms.

A Study on the Classification of Ports and It's Characteristics (항만의 분류 및 그 특성 분석에 관한 연구(I))

  • 윤명오;금종수;양원재
    • Journal of the Korean Institute of Navigation
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    • v.24 no.4
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    • pp.247-254
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    • 2000
  • Grouping ports in certain region by their characteristics could be used as the principal informations to establish national policy for port development or investment and also to analyze the competitiveness among ports. Currently Korean ports are divided into two groups such as the local port and the designated Port containing foreign trade port and coastal port under the Korean Port Act. This classification seems to be used for port administration as the matter of convenience but some qualitative grouping is needed for research of port-related matters. The aim of this paper is to cluster 28 foreign trade ports as per the similar characteristics by Hard C-Means and to analyze the results of this clustering.

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Evolution of Skyscraper Block Typology Affected by Air Rights Development: A Case Study of Manhattan

  • Chao Weng;Yu Zhuang
    • International Journal of High-Rise Buildings
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    • v.12 no.1
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    • pp.19-33
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    • 2023
  • Air Rights techniques, including floor-area ratio (FAR) transfers, FAR bonuses, and FAR storage, have been widely applied among skyscraper constructions in New York City for profit maximization goals. Since 1916, air rights regulations in New York zoning system have been revised and improved over the years to cater the urban development needs of different periods, and they also result in typical skyscraper block typologies. This research firstly performed spatial overlay analysis to reveal the spatial correlation between skyscraper blocks and air rights application blocks; secondly, Spacematrix parameters and cluster analysis are applied to divide the skyscraper urban block of New York City into four categories. Compared with air rights application data, the research attempts to illustrate how various air rights techniques have acted on the formation and evolution of skyscraper block typologies in the pre-1916, 1916-1961, 1961-2010, and 2010-present periods respectively, in order to reveal the relationship between public policies and urban morphology in a broader sense and also provide references for policy making in future.

A study on the application of the shared node policy of the job batch scheduler to maximize the utilization rate of computational resources of cluster system (클러스터 시스템의 계산자원 활용률을 극대화하기 위한 작업배치스케줄러의 공유노드 정책 적용 방안 연구)

  • Kwon, Min-Woo;Yoon, JunWeon;Hong, TaeYoung
    • Annual Conference of KIPS
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    • 2022.05a
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    • pp.4-7
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    • 2022
  • 작업배치스케줄러는 다수의 사용자에게 클러스터 시스템의 계산 자원을 효과적으로 제공하는 유용한 시스템 소프트웨어이다. 한국과학기술정보연구원에서는 작업배치스케줄러인 PBS와 SLURM을 이용하여 슈퍼컴퓨터 5호기 메인시스템인 누리온과 뉴론을 각각 공동활용서비스하고 있다. 본 논문에서는 뉴론의 제한된 계산자원을 다수의 연구자들에게 효율적으로 서비스하기 위해 SLURM 작업배치스케줄러의 공유노드 정책을 적용하는 방안과 작업통계 분석 기법을 소개한다.

Pattern Analysis of Comorbidity and Multimorbidity in Reference to the 7th KNHANES (국민건강영양조사를 이용한 동반질환 및 다중이환의 패턴분석)

  • Lee, Hyun-Ju;Myoung, Sungmin
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2021.07a
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    • pp.699-700
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    • 2021
  • This study investigated patterns of co-occuring chronic diseases and disorders in old ages. For this purpose, we utilized data from the Korean National Health and Nutrition Examination Survey for 3,734 old adults aged over 65. Data on 18 conditions were obtained, and analyzed using network analysis, associated rule mining, cluster analysis. The majority of participants has multimorbidity. Association rules analysis reveals unexpected comorbidities with high lift and confidence. Also, some morbidity clusters were present. Diabetes and emotional disorder had the greatest comorbidity and represent complex comorbid conditions. Old age is characterized by a complex pattern of multimorbidity and comorbidity. In conclusion, particular combinations of morbidities were very prevalent and will be needed to policy of health care interventions for old ages.

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A study on how to generate GPU usage statistics for each task in a cluster system operated by shared node policy (공유노드 정책으로 운영 중인 클러스터 시스템에서 작업별 GPU 사용 통계 생성 방안에 대한 연구)

  • Kwon, Min-Woo;Yoon, JunWeon;Hong, TaeYoung
    • Annual Conference of KIPS
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    • 2022.11a
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    • pp.37-39
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    • 2022
  • KISTI(한국과학기술정보연구원)는 슈퍼컴퓨터 5호기 메인시스템인 Nurion과 보조시스템인 Neuron을 연구자들에게 서비스하고 있다. Neuron은 메인시스템인 Nurion이 Intel Knights Landing 프로세서가 장착된 클러스터로 구성됨에 따라 인공지능, 빅데이터에 관한 연구 인프라 수요를 충족시키기 위해 GPU를 장착한 이기종 클러스터로 구성되어 있다. Neuron은 연구자들에게 효율적으로 계산 자원을 배분하기 위해 SLURM 작업배치스케줄러의 공유노드 정책을 이용하여 한 개의 계산노드에서 다수 개의 작업이 수행될 수 있는 환경으로 서비스되고 있다. 본 논문에서는 공유노드 정책으로 운영 중인 클러스터 시스템에서 작업별로 GPU 사용 통계 데이터를 생성하는 기법을 소개한다.

Analysis of Transfer Characteristics and Time-delay of Control System based on Clustering Web Server (클러스터 웹서버 제어시스템의 Time-delay 및 전달 특성 분석)

  • Nahm, Eui-Seok
    • Journal of Digital Convergence
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    • v.12 no.8
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    • pp.219-227
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    • 2014
  • Ethernet, ATM, and CAN are wide-utilized communication protocols for information transfer by internet. Many researches about Network Time-delay have been based on network modeling. But almost of them have not shown an optimal solution in various communication environments. So, asynchronous sample system modeling based internet is needed to be robust in various network environments. Also as closed loop system in internet has a different operational characteristics and noise characteristics comparing with conventional control system, new robust control method is needed in instruments which demand to be safe and precise for internet environments. In order to achieve the safe and precise real-time control in remote plant, this paper is aimed to analysis the transfer characteristics and time-delay of control system in cluster web server.

Secure Data Gathering Protocol over Wireless Sensor Network (무선센서네트워크에서 안전한 데이터 수집 프로토콜)

  • Choi, Hae-Won;Ryoo, Myung-Chun;Lee, Chae-Soo;Kim, Hyun-Sung
    • Journal of Digital Convergence
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    • v.11 no.12
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    • pp.367-380
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    • 2013
  • A secure data gathering in a Wireless Sensor Network(WSN) has given attention to one of security issues. In general, the process of secure data gathering causes difficulties: one process is exchanging the secured data and the other is constructing secured data path. The previous studies have been resolving the difficulties in terms of two problems: security and data gathering in WSNs. However, a WSN requires a protocol that has to guarantee a security of path between sensors and sink, or a cluster head. Thus how to gather data securely is an important issue. In this paper, we propose a secure data gathering protocol over WSNs, which consists of hierarchical key settlement and secure path construction, and aims at tackling two problems. The proposed protocol causes little overhead to sensor nodes for secured key settlement and path construction. This work provides security analysis focused on the key settlement protocol and evaluates network performance for the proposed data gathering protocol through simulation.

A Study on the Development Strategy and Activation Plan of Chung-ju Enterprise City (충주 기업도시의 발전 전략 및 활성화 방안에 대한 연구)

  • Shin, Yeong-Jae
    • Journal of the Economic Geographical Society of Korea
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    • v.20 no.1
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    • pp.105-120
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    • 2017
  • Chung-ju enterprise city was selected as a model enterprise city in 2005, and the city is planned to finish the construction in 2020. The main purpose of this study is to suggest the developing strategy and activation plan for Chung-ju enterprise city based on the enterprise city of developed countries. Chung-ju enterprise city will grow into well-being self-sufficient city due to the cutting edge knowledge, industry-centered cluster which is the new growth industry of Chungchungbuk-do and the surrounding excellent nature. For the success of Chung-ju enterprise city, the cooperation between developing agents such as companies, universities, local government, and central government is important. The leading companies and researching facilities should be attracted as well. Also, non-profit exclusive organization must be installed. The successful development of Chung-ju enterprise city means the success of balanced region development policy which will solve overpopulation of capital region and unbalance of Korea.