• Title/Summary/Keyword: Temporal 데이터

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Design and Implementation of Event Hierarchy through Extended Spatio-Temporal Complex Event Processing (시공간 복합 이벤트 처리의 확장을 통한 계층적 이벤트 설계 및 구현)

  • Park, Ye Jin;Yom, Jae-Hong
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.30 no.6_1
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    • pp.549-557
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    • 2012
  • Spatial phenomena such as environment pollution, disease and the risk of spreading information need a rapid initial response to perceive spread event. Moving data perceive spread event through real-time processing and analysis. To process and analysis the event, spatial-temporal complex event processing is used. Previous spatialtemporal complex event processing is possible basis spatial operator but insufficient apply to design spatialtemporal complex event processing to perceive spatial phenomena of high complexity. This study proposed hierarchical spatio-temporal CEP design which will efficiently manage the fast growing incoming sensor data. The implementation of the proposed design is evaluated with GPS location data of moving vehicles which are used as the incoming data stream for identifying spatial events. The spatial component of existing CEP software engine has been extended during the implementation phase to broaden the capabilities of processing spatio-temporal events.

Spatio-temporal Query Processing Systems for Ubiquitous Environments (유비쿼터스 환경을 위한 시공간 질의 처리 시스템)

  • Lee, Ki-Young;Lim, Myung-Jae;Kim, Kyu-Ho;Kim, Joung-Joon
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.10 no.3
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    • pp.145-152
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    • 2010
  • With the recent development of the ubiquitous computing technology, there are increasing interest and research in technologies such as sensors and RFID related to information recognition and location positioning in various ubiquitous fields. Especially, RTLS(Real-Time Locating Services) dealing with spatio-temporal data is emerging as a promising technology. For these reasons, the ISO/IEC published the RTLS standard specification for compatibility and interoperability in RTLS. Therefore, in this paper, we designed and implemented Spatio-temporal Query Processing Systems for efficiently managing and searching the incoming Spatio-temporal data stream of moving objects. Spatio-temporal Query Processing Systems's spatio-temporal middleware maintains interoperability among heterogeneous devices and guarantees data integrity in query processing through real time processing of unceasing spatio-temporal data streams and two way synchronization of spatio-temporal DBMSs. Web Server uses the SOAP(Simple Object Access Protocol) message between client and server for interoperability and translates client's SOAP message into CQL(Continuous Query Language) of the spatio-temporal middleware. Finally, this thesis proved the utility of the system by applying the spatio-temporal Query Processing Systems to a real-time Locating Services.

An Integrated Hierarchical Temporal Memory Network for Multi-interval Prediction of Data Streams (데이터 스트림의 다중-간격 예측을 위한 통합된 계층형 시간적 메모리 네트워크)

  • Diao, Jian-Hua;Bae, Sun-Gap;Sim, Myung-Sun;Bae, Jong-Min;Kang, Hyun-Syug
    • Journal of KIISE:Software and Applications
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    • v.37 no.7
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    • pp.558-567
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    • 2010
  • There is a large body of ongoing research to develop efficient prediction methods for data streams. These methods provide single prediction with a fixed time interval. It is necessary to develop a method for multi-interval prediction (MIP) because different prediction results may be obtained based on different intervals in many cases. In this paper, we propose a solution for MIP based on the Hierarchical Temporal Memory (HTM) model. In order to solve the problem of MIP with HTM, we present an Integrated Hierarchical Temporal Memory (IHTM) network by introducing a new node type Zeta1LastNode to the original HTM network. Using the hierarchical characteristic of the IHTM network, different levels in the network learn and model the features of a data stream with different intervals and generate prediction results for different intervals. Performance evaluation shows that the IHTM is efficient in the memory and time consumption compared with the original HTM network in MIP.

Index method of using Rend 3DR-tree for Location-Based Service (위치 기반 서비스를 위한 Rend 3DR-tree를 이용한 색인 기법)

  • Nam, Ji-Yeun;Rim, Kee-Wook;Lee, Jeong-Bae;Lee, Jong-Woock;Shin, Hyun-Cheol
    • Convergence Security Journal
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    • v.8 no.4
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    • pp.97-104
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    • 2008
  • Recently, the wireless positioning techniques and mobile computing techniques have rapidly developed to use location data of moving objects. The more the number of moving objects is numerous and the more periodical sampling of locations is frequent, the more location data of moving objects become very large. Hence the system should be able to efficiently manage mass location data, support various spatio-temporal queries for LBS, and solve the uncertainty problem of moving objects. Therefore, in this paper, innovating the location data of moving object effectively, we propose Rend 3DR-tree method to decrease the dead space and complement the overlapping of nodes by utilizing 3DR-tree with the indexing structure to support indexing of current data and history data.

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Design of a Temporal Association Rule Mining System in Temporal Databases (시간지원 데에터베이스에서의 시간 연관규칙 탐사 시스템의 설계)

  • 이강태;정동원;류근호
    • Proceedings of the Korean Information Science Society Conference
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    • 1998.10b
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    • pp.229-231
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    • 1998
  • 시간지원 데이터베이스내에는 다양한 유형의 시간 정보가 내포되어 있다. 이 논문은 다양한 시간 정보를 기반으로 하는 시간 연관규칙 탐사에 관한연구이다. 기존의 연관규칙 탐사에 관한 연구는 현실세계에 존재하는 사건을 탐사 대상으로 하면서도 시간 개념을 지니지 않은 형태의 데이터 집합을 대상으로 하고 있다. 그리고 단순히 단일 시점의 트랜잭션 시간마을 고려하여 순차패턴을 추출해내는 연구가 진행되었다. 이러한 연구는 시간 데이터의 시간 간격 특성과 시간 위상 특성을 간과하게 된다. 또한 시간 종속적인 데이터에 관한 정보의 탐사 시에는 한계점을 지니게 된다. 따라서 이 논문에서는 시간 간격과 시간 위상을 지니는 시간지원 데이터베이스로부터 추출될 수 있는 시간 정보 유형을 제시하고 이에 기반한 다양한 유형의 연관규칙을 제시한다. 또한 시간 연관규칙을 정의하고 이를 탐사하는 과정을 설명하며 궁극적으로 시간지원 데이터베이스에서의 시간 연관규칙 탐사 시스템을 소개한다.

Design of Recovery Protocol for Synchronization of Spatio-Temporal Data on a Mobile Environments (모바일 환경에서 시공간데이터의 동기화를 위한 회복프로토콜 설계)

  • Kim, Hong-Ki;Kim, Dong-yun;Cho, Dae-Soo
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2009.10a
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    • pp.253-256
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    • 2009
  • Synchronization system which applies to two-way synchronization of spatio-temporal in the mobile environment maintains a consistence of DB from some defect during synchronization. This study analyzes defects that are generated at the mobile client-server environment and proposes recovery protocol which can rerun consistence of DB and synchronization.

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Spatio-temporal Analysis using Real-Time Data Processing for Wireless Sensor Networks (무선 센서 네트워크에서 실시간 데이터 처리를 이용한 시공간 분석)

  • Baek, Jeong-Ho;Mun, Young-Chae;Lee, Hong-Ro
    • Journal of KIISE:Computing Practices and Letters
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    • v.16 no.6
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    • pp.688-692
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    • 2010
  • Wireless sensor network system collects and analyzes real-time data that have been requested by the many application nodes. This paper has constructed a sensor network cluster with various elements in the Gunsan City area of Jeollabuk-do, S.korea. The purpose of this paper is to utilize the constructed system in order to illustrate the real-time data in a diagram and analyze it to deduce the change ratio. The resulting analysis contents allow simple data interpretation by illustrating the data in change ratio by time, space, and motional directions. This analytical method will offer great benefit to those users using the wireless sensor network.

Design of Efficient Query Language to support Local information administration environment (지역정보 관리 환경을 지원하기 위한 효율적인 질의 언어의 설계)

  • Kang, Sung-Kwan;Rhee, Phill-Kyu
    • Proceedings of the Korean Information Science Society Conference
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    • 2008.06c
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    • pp.36-40
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    • 2008
  • SIMS manages data for various spatial and non-spatial as integral management system to support space information administration environment and support several application works. Without being limited to spatial data that existent spatial Data Mining question language advances handling in this paper, did so that can find useful information from various data connected with automatically data collection, artificial satellite side upside service, remote sensing, GPS. Mobile Computing and data about Spatio-Temporal. Also, we designed spatial Data Mining query language that support a spatial Data Mining exclusive use system based on SIMS.

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Storage Strategy and Separated Storage Structure for Multi-dimensional Geographic Information System (다차원 지리정보시스템을 위한 저장기법 및 분리된 저장구조)

  • Park, Dong-Seon;Bae, Hae-Young
    • The Transactions of the Korea Information Processing Society
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    • v.7 no.1
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    • pp.1-11
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    • 2000
  • Up to the present, many GIS logical data models have been proposed to incorporate time dimension into traditional 2-dimensional (2D space) GIS databases. However, these models are difficult to implementation of multi-dimensional GIS and have problems of significant data redundancy and search performance. This paper proposes a new storage strategy and a separate storage structure, that is composed of current database and past database, in order to reduce data redundancy and improve search performance of temporal query. Also we design moving algorithm for migration from current database to past database, and design efficient search algorithm for temporal query.

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Spatial pattern and temporal mode analysis of microarray time-series data by independent component analysis (독립성분분석에 의한 유전자 발현 시계열 데이터의 공간적 패턴과 시간적 모드 분석)

  • Sookjeong, Kim;Seungjin, Choi
    • Proceedings of the Korean Information Science Society Conference
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    • 2004.10b
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    • pp.250-252
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    • 2004
  • In this paper we apply several variations of independent component analysis( ICA) methods, such as spatial ICA (sICA), temporal ICA (tICA), and spatiotemporal ICA (stICA), to yeast cell cycle datasets, and compare their performance in finding components that result in gene clusters coherent with annotations and in extract ins meaningful temporal modes. It turns out that the results of tICA are superior to those of PCA, sICA, and stICA in terms of gene clustering and the temporal modes extracted by stICA highlights particular cellular processes.

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