• Title/Summary/Keyword: Data grid

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A Dynamic Data Grid Replication Strategy Based on Internet Architecture (인터넷 구조 기반의 동적 데이터 그리드 복제 정책)

  • Kim, Jun-Sang;Lee, Won-Joo;Jeon, Chang-Ho
    • Journal of the Institute of Electronics Engineers of Korea CI
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    • v.45 no.3
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    • pp.1-6
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    • 2008
  • Data grid shares distributed large data via wide-band network. Such grid environment consumes much time for large data transmission. Because it is implemented on internet as physical network. Many replication strategies were proposed for solving this problem, but they are not optimal in real Data grid environments. Because they were proposed that based on logical topology without consideration of real internet architecture. Grid data access time is largely influenced by internet architecture as physical network of Data grid. In this paper, we propose a new data replication strategy RSIA(Replication Strategy based on Internet Architecture) based on internet architecture. The RSIA places replicas considering structural hierarchy in each element of internet, and avoid the performance bottlenecks to reduce system performance degradation when a data transfer. Through simulation, we show that the proposed RSIA data replication strategy improves the performance of Data Grid environment compared with previous strategies.

Dynamic Subspace Clustering for Online Data Streams (온라인 데이터 스트림에서의 동적 부분 공간 클러스터링 기법)

  • Park, Nam Hun
    • Journal of Digital Convergence
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    • v.20 no.2
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    • pp.217-223
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    • 2022
  • Subspace clustering for online data streams requires a large amount of memory resources as all subsets of data dimensions must be examined. In order to track the continuous change of clusters for a data stream in a finite memory space, in this paper, we propose a grid-based subspace clustering algorithm that effectively uses memory resources. Given an n-dimensional data stream, the distribution information of data items in data space is monitored by a grid-cell list. When the frequency of data items in the grid-cell list of the first level is high and it becomes a unit grid-cell, the grid-cell list of the next level is created as a child node in order to find clusters of all possible subspaces from the grid-cell. In this way, a maximum n-level grid-cell subspace tree is constructed, and a k-dimensional subspace cluster can be found at the kth level of the subspace grid-cell tree. Through experiments, it was confirmed that the proposed method uses computing resources more efficiently by expanding only the dense space while maintaining the same accuracy as the existing method.

A Grid-based Efficient Routing Protocol for a Mobile Sink in Wireless Sensor Networks

  • Lee, Taekkyeun
    • Journal of the Korea Society of Computer and Information
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    • v.23 no.2
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    • pp.35-43
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    • 2018
  • In this paper, we propose a grid-based efficient routing protocol for a mobile sink in wireless sensor networks. In the proposed protocol, the network is partitioned into grids and each grid has a grid head. For the efficient routing to a mobile sink, the proposed protocol uses a mobile sink representative node to send the data to a mobile sink and grid heads are used as a mobile sink representative node. Furthermore, the proposed protocol uses nodes in the boundary of the center grid as position storage nodes. The position storage nodes store the position of a mobile sink representative node and provide source nodes with it for data delivery. With these features, the proposed protocol can reduce a lot of overhead to update the position information and improve the delay of data delivery to a mobile sink. The proposed protocol performs better than other protocols in terms of the delay and the energy consumption per node in the performance evaluation.

The Device Allocation Method for Energy Efficiency in Advanced Metering Infrastructures (첨단 검침 인프라에서 에너지 효율을 위한 기기 할당 방안)

  • Jung, Sungmin
    • Journal of Korea Society of Digital Industry and Information Management
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    • v.16 no.1
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    • pp.33-39
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    • 2020
  • A smart grid is a next-generation power grid that can improve energy efficiency by applying information and communication technology to the general power grid. The smart grid makes it possible to exchange information about electricity production and consumption between electricity providers and consumers in real-time. Advanced metering infrastructure (AMI) is the core technology of the smart grid. The AMI provides two-way communication by installing a modem in an existing digital meter and typically include smart meters, data collection units, and meter data management systems. Because the AMI requires data collection units to control multiple smart meters, it is essential to ensure network availability under heavy network loads. If the load on the work done by the data collection unit is high, it is necessary to allocation new data collection units to ensure availability and improve energy efficiency. In this paper, we discuss the allocation scheme of data collection units for the energy efficiency of the AMI.

A Metadata-based Data Grid System for the Integration of Military Information (군 정보통합을 위한 메타데이터 기반의 데이터 그리드 시스템)

  • Ra, Min-Young
    • Journal of the Korea Society of Computer and Information
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    • v.13 no.2
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    • pp.95-103
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    • 2008
  • Recently, the need for integration of military-related information is increasing. The fundamental problem for integrating existing information systems is semantic inconsistency. To solve this problem, the use of metadata is essential, because metadata is a key component for effective information integration. In this paper, we present a metadata-based data grid system for integrating military data sources. First, we investigate federated database approach and data grid approach for information integration, and deal with metadata-based data grid. Then we present a data grid system for the integration of military information.

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PARALLEL IMPROVEMENT IN STRUCTURED CHIMERA GRID ASSEMBLY FOR PC CLUSTER (PC 클러스터를 위한 정렬 중첩 격자의 병렬처리)

  • Kim, Eu-Gene;Kwon, Jang-Hyuk
    • 한국전산유체공학회:학술대회논문집
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    • 2005.10a
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    • pp.157-162
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    • 2005
  • Parallel implementation and performance assessment of the grid assembly in a structured chimera grid approach is studied. The grid assembly process, involving hole cutting and searching donor, is parallelized on the PC cluster. A message passing programming model based on the MPI library is implemented using the single program multiple data(SPMD) paradigm. The coarse-grained communication is optimized with the minimized memory allocation because that the parallel grid assembly can access the decomposed geometry data in other processors by only message passing in the distributed memory system such as a PC cluster. The grid assembly workload is based on the static load balancing tied to flow solver. A goal of this work is a development of parallelized grid assembly that is suited for handling multiple moving body problems with large grid size.

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A Study on Data Management and Communication Infrastructure Based Upon Standards for Smart Grid Operation (스마트그리드 운영을 위한 표준 기반 데이터 관리 및 통신 인프라에 관한 연구)

  • Choi, Seung-Hwan;Shin, Jin-Ho;Kim, Jun-Sung
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.62 no.9
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    • pp.1209-1216
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    • 2013
  • Recently, there is a rising interest in smart grid operating system which manages various types of distributed generation, smart meters, and electric vehicles with power grid. Considering the features of smart grid environment, the interoperability should be one of the important factors to build smart grid environment successfully. To secure interoperability, smart grid operating system should conform to some standards in terms of the data representation and communication. CIM and OPC-UA are the international standards widely used in smart grid domain for enabling interoperability. They provide common information model and the unified architecture for communicating between each systems or applications. In this paper, we illustrate a smart grid operating system that we have developed to secure interoperability between not only applications but also numerous legacy systems(applications) by implementing CIM based information model and OPC-UA based communication interface services.

Study of the effective use pattern using Data Mining in a mobile grid (모바일 그리드에서 데이터마이닝을 이용한 효율적인 사용자 패턴 연구)

  • Kim, Hyu Chan;Kim, Mi Jung
    • Journal of Korea Society of Digital Industry and Information Management
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    • v.9 no.2
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    • pp.23-32
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    • 2013
  • The purpose of this study is to make effective mobile grid considered general environment, which can be summarized as irregular mobility, service exploration, data sharing, variety of machines, limit to the battery duration, etc. The data was extracted from the Dartmouth College. We analysed mobile use pattern of a specific group and applied pattern using hybrid method. As a result, we could adjust infra usage effectively and appropriately and cost cutting and increase satisfaction of user. In this study, by applying weighting method based on access time interval, we analysed use pattern added time variation with association rule during users in mobile grid environment. We proposed more stable way to manage patterns in a mobile grid environment that is being used as a hybrid form to process the data value received from the server in real time. Further studies are needed to get appropriate use pattern by group using use patterns of various groups.

Grid Map Building based on Reliability Model of Sonar Data (초음파 데이터의 신뢰도 모델 기반 지도 작성)

  • Han, Hye-Min;Park, Joong-Tae;Song, Jae-Bok
    • Journal of Institute of Control, Robotics and Systems
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    • v.17 no.12
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    • pp.1219-1226
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    • 2011
  • This paper proposes a novel approach to building an occupancy grid map using sonar data. It is very important for a mobile robot to recognize and construct its surrounding environments for navigation. However, the grid map constructed by ultrasonic sensors cannot represent a realistic shape of given environments due to incorrect sonar measurements caused by specular reflection. To overcome this problem, we propose an advanced sonar sensor model which consists of distance and shape factors used to determine the reliability of sensor data. Through this sensor model, a robot can build a high-quality grid map. The proposed method was verified by various experiments and showed that the robot could build an accurate map with sonar data in various indoor environments.

An Efficient Transaction Management on HVEM DataGrid (HVEM 데이터그리드 상의 효율적인 트랜잭션 관리)

  • Jung, Im Y.;Kim, Eunsung;Choi, Hyung Jun;Yeom, Heon Y.
    • Proceedings of the Korea Information Processing Society Conference
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    • 2007.11a
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    • pp.637-639
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    • 2007
  • HVEM DataGrid[1]는 연구자들이 초고압 전자현미경(HVEM-High Voltage Electron Microscope)을 이용한 실험 결과를 효율적으로 관리하고 공유하기 위한 공간이다. 여러 사람들이 동시에 이용하는 시스템으로 이종 저장소(heterogeneous storage)들을 포함할 수 있는 HVEM DataGrid 는 HVEM 실험결과를 이들의 메타정보와 같이 동기적으로 저장해야 한다. 이런 HVEM DataGrid 의 특성을 고려한 트랜잭션 관리는 트랜잭션의 ACID 성질을 만족하는 동시에 용량이 큰 e-Science 결과물을 효율적으로 다룰 수 있는 방안이 또한 필요하다. 따라서, 본 논문은 HVEM DataGrid 의 이종 저장소에 걸친 트랜잭션에 대한 효율적인 관리 방안을 제안한다.

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