• Title/Summary/Keyword: Spatial Data Warehouse

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Multidimensional Model for Spatiotemporal Data Analysis and Its Visual Representation (시공간데이터 분석을 위한 다차원 모델과 시각적 표현에 관한 연구)

  • Cho Jae-Hee;Seo Il-Jung
    • Journal of Information Technology Applications and Management
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    • v.13 no.1
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    • pp.137-147
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    • 2006
  • Spatiotemporal data are records of the spatial changes of moving objects over time. Most data in corporate databases have a spatiotemporal nature, but they are typically treated as merely descriptive semantic data without considering their potential visual (or cartographic) representation. Businesses such as geographical CRM, location-based services, and technologies like GPS and RFID depend on the storage and analysis of spatiotemporal data. Effectively handling the data analysis process may be accomplished through spatiotemporal data warehouse and spatial OLAP. This paper proposes a multidimensional model for spatiotemporal data analysis, and cartographically represents the results of the analysis.

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Data Cube Generation Method Using Hash Table in Spatial Data Warehouse (공간 데이터 웨어하우스에서 해쉬 테이블을 이용한 데이터큐브의 생성 기법)

  • Li, Yan;Kim, Hyung-Sun;You, Byeong-Seob;Lee, Jae-Dong;Bae, Hae-Young
    • Journal of Korea Multimedia Society
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    • v.9 no.11
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    • pp.1381-1394
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    • 2006
  • Generation methods of data cube have been studied for many years in data warehouse which supports decision making using stored data. There are two previous studies, one is multi-way array algorithm and the other is H-cubing algorithm which is based on the hyper-tree. The multi-way array algorithm stores all aggregation data in arrays, so if the base data is increased, the size of memory is also grow. The H-cubing algorithm which is based on the hyper-tree stores all tuples in one tree so the construction cost is increased. In this paper, we present an efficient data cube generation method based on hash table using weight mapping table and record hash table. Because the proposed method uses a hash table, the generation cost of data cube is decreased and the memory usage is also decreased. In the performance study, we shows that the proposed method provides faster search operation time and make data cube generation operate more efficiently.

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Trajectory Data Warehouses: Design and Implementation Issues

  • Orlando, Salvatore;Orsini, Renzo;Raffaeta, Alessandra;Roncato, Alessandro;Silvestri, Claudio
    • Journal of Computing Science and Engineering
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    • v.1 no.2
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    • pp.211-232
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    • 2007
  • In this paper we investigate some issues and solutions related to the design of a Data Warehouse (DW), storing several aggregate measures about trajectories of moving objects. First we discuss the loading phase of our DW which has to deal with overwhelming streams of trajectory observations, possibly produced at different rates, and arriving in an unpredictable and unbounded way. Then, we focus on the measure presence, the most complex measure stored in our DW. Such a measure returns the number of distinct trajectories that lie in a spatial region during a given temporal interval. We devise a novel way to compute an approximate, but very accurate, presence aggregate function, which algebraically combines a bounded amount of measures stored in the base cells of the data cube. We conducted many experiments to show the effectiveness of our method to compute such an aggregate function. In addition, the feasibility of our innovative trajectory DW was validated with an implementation based on Oracle. We investigated the most challenging issues in realizing our trajectory DW using standard DW technologies: namely, the preprocessing and loading phase, and the aggregation functions to support OLAP operations.

A Study on the User Satisfaction Surveys and Analysis for Improvement of the V-World Service (브이월드 서비스 개선을 위한 사용자 만족도 조사 및 분석에 관한 연구)

  • Kang, Jin A;Hwang, Jung Rae
    • Spatial Information Research
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    • v.22 no.6
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    • pp.23-32
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    • 2014
  • Recently, Korea government make an effort to make jobs through public information disclosure and a public-private partnerships. In this regard, the MOLIT (Ministry of Land, Infrastructure and Transport) is pushing the V-World Business. The V-World is the public platform for the government to disclose spatial and adminstration information. However, the V-World is still not been able to fulfill the role of a public platform, private partnerships window, Warehouse jobs. So, the molit is promoting the V-World advanced project, creating a long-term plan. This study performed a user satisfaction survey and analysis, this result are used as a basis data of the efficient execution of the V-World advanced project and creating long-term planning. Also, we suggested V-World Service Improvement, Open API Service Improvement, future service direction. This study improve the current the V-World, will be utilized as basic data of improving utilization of the use.

A Spatial Data Cubes with Concept Hierarchy on Spatial Data Warehouse (공간 데이터 웨어하우스에서 개념 계층을 지원하는 공간 데이터 큐브)

  • Ok Geun-Hyoung;Lee Dong-Wook;You Byeong-Seob;Bae Hae-Young
    • Proceedings of the Korea Information Processing Society Conference
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    • 2006.05a
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    • pp.35-38
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    • 2006
  • 데이터 웨어하우스에서는 OLAP(On-Line Analytical Processing) 연산을 제공하기 위해 다차원 데이터를 큐브의 형태로 관리한다. 특히, 공간 차원과 같이 데이터 큐브의 차원에 개념 계층이 존재하는 경우 사용자는 특정 계층에 대한 집계 결과를 요구한다. 기조의 데이터 큐브의 구조들은 차원의 개념 계층을 지원하지 못하거나 지원하더라도 시간이나 공간적 비용에 대해 비효율적이다. 본 논문에서는 공간 데이터 웨어하우스에서 공간 개념 계층을 이용하여 효율적인 계층별 영역 집계연산을 지원하는 공간 데이터 큐브를 제안한다. 이는 개념 계층을 DAG(Directed Acyclic Graph) 형태로 표현하여 구성된 여러 개의 차원들을 공간차원의 지역성을 기준으로 연결한 구조이다. 이러한 구조를 갖는 큐브를 이용하면, 데이터 검색 시 상위 계층부터 아래 방향으로 탐색하기 때문에 각 차원에 대한 효율적인 검색이 가능하다. 특히, 공간 개념 계층에 대한 DAG를 이용하면, 공간적 지역성에 따른 영역 검색을 지원할 수 있다. 성능평가에서 개념 계층이 적용된 질의에 대한 실험을 통해 제안 기법이 기존 기법들에 비해 저장 공간 효율성 및 질의 응답 성능이 우수함을 증명한다.

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GIS Oriented Platform For Solving Real World Logistic Vehicle Routing Problem

  • Md. Shahid Uz Zaman;Chen, Yen-Wei;Hayao Miyagi
    • Proceedings of the IEEK Conference
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    • 2002.07b
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    • pp.1248-1251
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    • 2002
  • Logistics optimization problems related with vehicle routing such as warehouse locating, track scheduling, customer order delivery, wastage pickup etc. are very interesting and important issues to date. Many Vehicle Routing and Scheduling Systems (VRSS) have been developed/proposed to optimize the logistics problems. But majority of them are dedicated to a particular problem and are unable to handle the real world spatial data directly. The system developed for one problem may not be suitable for others due to inter-problem constraint variations. The constraints may include geographical, environmental and road traffic nature of the working region along with other constraints related with the problem. So the developer always needs to modify the original routing algorithm in order to fulfill the purpose. In our study, we propose a general-purpose platform by combining GIS road map and Database Management System (DBMS), so that VRSS can interact with real world spatial data directly to solve different kinds of vehicle routing problems. Using the features of our developed system, the developer can frequently modify the existing algorithm or create a new one to serve the purpose.

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A GML-based Schema for Data Cube Construction in a Spatial Data Warehouse (공간 데이터 웨어하우스에서 데이터큐브 구축을 위한 GML 기반의 스키마)

  • Kwak Dong-Uk;You Byeong-Seob;Lee Dong-Uk;Lee Jae-Dong;Bae Hae-Young
    • Proceedings of the Korea Information Processing Society Conference
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    • 2006.05a
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    • pp.93-96
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    • 2006
  • 본 논문에서는 OGC 의 공간 정보 인코딩 표준 명세인 GML 을 기반으로 공간 데이터 웨어하우스를 구축하는 스키마를 제안한다. GML 기반의 스키마는 비공간 정보뿐만 아니라 공간 정보에 대한 정의가 가능하다. 그리고 XML 스키마를 이용하여 전체 큐브 스키마, 차원 스키마 및 사실테이블에 대한 스키마 정의의 예를 보인다. 따라서 제안 기법은 GML 을 이용하여 이질적인 시스템간의 데이터 통합이 용이하고, 비공간 정보뿐만 아니라 공간 정보의 활용이 가능하다. 그리고 공간 데이터 웨어하우스의 개념계층 관계에 대한 표현이 용이하고 구조에 대한 이해가 쉽다.

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Enterprise GIS Implementation Plan at Local Government: from Data Centric to Service Centric Architecture (지방자치단체의 Enterprise GIS 고도화전략: 데이터중심에서 서비스중심 아키텍처로)

  • Kang, Young-Ok
    • Spatial Information Research
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    • v.15 no.3
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    • pp.347-362
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    • 2007
  • GIS has been rapidly developed since 1995 when the Ministry of Construction and Transportation started the First National GIS Construction Project and built large scale topographic map at local governments level. From that time local governments have been built several application system such as road management system, waterworks management system, sewer management system, underground facilities management system, and urban planning information system, etc. However, the construction of GIS application system at different department level brings the problem of data sharing and overlapping database construction. To overcome this environment Enterprise GIS concepts has been introduced. In case of Seoul Metropolitan government Spatial Data Warehouse have been constructed. However, Seoul Metropolitan government still have the problem of inactive use of GIS system and adaption to the rapidly changing information environment. This study aims to present Strategic plan to uggrade Enterprise GIS concenpt from data centric to service centric architecture at local government level.

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Location reference technique of ITS Space Database supporting interoperability (상호운용성을 지원하는 ITS 공간 데이터베이스의 위치참조 기법)

  • Kim, Suk-Hee;Choi, Kee-Choo;Jang, Jeong-Ah
    • Journal of Korean Society for Geospatial Information Science
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    • v.12 no.1 s.28
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    • pp.45-53
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    • 2004
  • The purpose of this paper is to study a scheme to ITS service which enables the data (spatial, non-spatial and image) sharing among heterogeneous system (various environment) with employing the concept of object orientedness and to show Location Reference Technique of ITS Space DB for interoperability. Data warehouse service, query object service, interface object service, and naming object service have been identified for this. In addition, a metadata management object service and persistent object service based system framework has been devised. The proposed skeletal framework would be expected to be functioning well for ITS data sharing environment and for the interoperability support.

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Suggestions for the Study of Acupoint Indications in the Era of Artificial Intelligence (인공지능시대의 경혈 주치 연구를 위한 제언)

  • Chae, Youn Byoung
    • Journal of Physiology & Pathology in Korean Medicine
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    • v.35 no.5
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    • pp.132-138
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    • 2021
  • Artificial intelligence technology sheds light on new ways of innovating acupuncture research. As acupoint selection is specific to target diseases, each acupoint is generally believed to have a specific indication. However, the specificity of acupoint selection may be not always same with the specificity of acupoint indication. In this review, we propose that the specificity of acupoint indication can be inferred from clinical data using reverse inference. Using forward inference, the prescribed acupoints for each disease can be quantified for the specificity of acupoint selection. Using reverse inference, targeted diseases for each acupoint can be quantified for the specificity of acupoint indication. It is noteworthy that the selection of an acupoint for a particular disease does not imply the acupoint has specific indications for that disease. Electronic medical record includes various symptoms and chosen acupoint combinations. Data mining approach can be useful to reveal the complex relationships between diseases and acupoints from clinical data. Combining the clinical information and the bodily sensation map, the spatial patterns of acupoint indication can be further estimated. Interoperable medical data should be collected for medical knowledge discovery and clinical decision support system. In the era of artificial intelligence, machine learning can reveal the associations between diseases and prescribed acupoints from large scale clinical data warehouse.