• 제목/요약/키워드: Spatial Analysis

검색결과 8,324건 처리시간 0.034초

A Cluster Analysis for Housing Submarkets Considering Spatial Autocorrelation

  • Lee, Bae Sung;Yu, Ki Yun;Kim, Ji Young
    • 대한공간정보학회지
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    • 제24권2호
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    • pp.63-70
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    • 2016
  • A housing market in an urban area is not just a single market but a combination of regionally different submarkets. This study begins with a critical mind that previous researches did not consider the spatial autocorrelation of each area where the housings are located. The clustering analysis of housing submarket which considers spatial autocorrelation is performed as it follows. First, 4 housing market attribute variables are reducted to 1 variable by principle component analysis. Then, after calculating $Gi^*max$ by AMOEBA, 7 housing submarkets which have similar characteristics based on $Gi^*max$ are classified. The characteristics of each submarket are investigated, then political implication is deduced as the following. Different level of housing policy should be made to each cluster because each cluster has different level of spatial autocorrelation.

Research On The Relevance Between Mixed-use Complex and User Behaviour Based On Three-dimensional Spatial Analysis

  • Zhendong Wang;Yihan Pan;Yi Lu;Xihui Zhou
    • 국제초고층학회논문집
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    • 제12권1호
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    • pp.83-91
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    • 2023
  • Under the dual pressure of population growth and land shortage, threedimensional development is the inevitable choice for cities in China. In such a scenario, a mixed-use complex has considerable potential in its realization and research. Based on space syntax and the three-dimensional visibility graph analysis, this paper describes the spatial and functional layout of the Shanghai Super Brand Mall and studies the relationship between spatial visibility and user behaviour through linear regression analysis and correlation analysis. This paper studies three different types of user behaviour, namely, path selection, staying selection, and store selection, and finds that spatial visibility and accessibility have different effects on user behaviour depending on the type and purpose of the activity. This paper reveals the influence of spatial and functional layout on user behaviour and puts forward the corresponding design strategy under the three-dimensional environment.

공간빅데이터 연구 동향 파악을 위한 토픽모형 분석 (Topic Model Analysis of Research Trend on Spatial Big Data)

  • 이원상;손소영
    • 대한산업공학회지
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    • 제41권1호
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    • pp.64-73
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    • 2015
  • Recent emergence of spatial big data attracts the attention of various research groups. This paper analyzes the research trend on spatial big data by text mining the related Scopus DB. We apply topic model and network analysis to the extracted abstracts of articles related to spatial big data. It was observed that optics, astronomy, and computer science are the major areas of spatial big data analysis. The major topics discovered from the articles are related to mobile/cloud/smart service of spatial big data in urban setting. Trends of discovered topics are provided over periods along with the results of topic network. We expect that uncovered areas of spatial big data research can be further explored.

이산사건 시뮬레이션을 활용한 공간밀도측정 및 구조특성평가 (A Study on the Measurement of Spatial Density and Structural Characteristic Evaluation using Discrete Event Simulation)

  • 윤소희;김건아;김석태
    • 한국멀티미디어학회논문지
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    • 제20권7호
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    • pp.1090-1101
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    • 2017
  • This study analyzes spatial density and integration of Space Syntax and Discrete Event Simulation (DEVS) of complex system theory and analyzes spatial structure by property, type and depth. The aim of this study is to secure the validity of the theoretical application. The study evaluated the correlation between spatial density and integration by setting up eight types of analysis models. In addition, analyzed the correlation of structural characteristics and approached the application of discrete event simulation of spatial syntax theory. It is confirmed that the concept of integration of spatial syntax theory and analysis using discrete event simulation are valid as new spatial analysis methodology. Also expect that realistic and concrete predictions will be possible if discrete event simulation evolves into research for space allocation and space efficiency optimization.

Pedestrian Distribution in High-Rise Commercial Complexes: An Analysis of Integrating Spatial and Functional Factors

  • Xu, Leiqing;Xia, Zhengwei
    • 국제초고층학회논문집
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    • 제5권2호
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    • pp.95-103
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    • 2016
  • One of the key problems in the design of high-rise commercial complex is how to guide reasonable pedestrian distribution in commercial space. In this study, pedestrian distribution in three high-rise commercial complexes in Shanghai and Hong Kong was studied using spatial configuration analysis software Space Syntax and quantification of physical elements in commercial spaces, such as functional attractiveness, entrances, escalators, level variations and passage width. Additionally, in an attempt to integrate functions with spatial integration and spatial depth, two combination variables, the spatial coefficient of function (IF) and spatial depth coefficient of function (F/D), were proposed. The results of the correlation analysis and multiple regression analyses reflected the following: (1) Regarding the influence on pedestrian distribution, there was a synergistic and complementary relationship between function and space; (2) The comprehensive flow distribution analytic model could successfully interpret flow distribution in high-rise commercial complexes and its R Square ranged up to about 70% in the three cases; (3) The spatial coefficient of function (IF) and spatial depth coefficient (F/D) could effectively integrate functions and spatial configuration, which could help close the gap between over-emphasis on function in commercial research and the lack of consideration of function in space-syntax analysis.

농촌계획 수립에 적합한 공간단위 설정을 위한 공간 단위에 따른 인구 비교 분석 (Analysis of Population Depending on Spatial Unit for Setting Suitable Spatial Unit to Rural Planning)

  • 이지민
    • 농촌계획
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    • 제25권3호
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    • pp.1-9
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    • 2019
  • Population is important as a fundamental element of local industry and economy, and census data is essential to regional planning and policy making. Although there have been many researches on population and regional planning, there are few studies on population considering spatial unit. In this study, the population of three spatial scales were compared in order to establish the spatial unit suitable for the rural planning. The study area is Gangwon, Chungcheong-Nam, Chungcheong-Buk, Jeolla-Nam, Jeolla-Buk, Gyeonsang-Nam, Gyeonsang-Buk and Jeju province. Population were compared using statistical data analysis, GIS visualization, and spatial statistics. The mean, maximum, minimum, and variance of population were calculated and the coefficient of variation according to spatial unit was compared. The mean, maximum, minimum, and variance of population were calculated and the coefficient of variation according to spatial unit was compared. As the results, the census output area unit is difficult to interpret spatial analysis results. Administrative district unit has the limit that includes areas where the population does not live. The grid unit is well suited to the geographical characteristics but has many disadvantages of the grid with small population. Therefore, It is necessary to complement the limits of the Eup and Myeon-dong administrative district through the grid unit data.

하둡 및 Spark 기반 공간 통계 핫스팟 분석의 분산처리 방안 연구 (Distributed Processing Method of Hotspot Spatial Analysis Based on Hadoop and Spark)

  • 김창수;이주섭;황규문;성효진
    • 정보과학회 논문지
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    • 제45권2호
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    • pp.99-105
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    • 2018
  • 공간통계 분석중 하나인 핫스팟 분석은 "인접해 있는 것은 멀리 있는 것 보다 더 연관성이 있다"는 법칙에 따라 공간속성이나 사건의 공간 패턴을 쉽게 파악할 수 있는 기법 중 하나 이지만, 공간의 인접성이 고려되어야 하므로 분산 처리하기 용이하지 않다. 본 논문에서는 핫스팟 분석의 분산처리 방안을 기술하고 성능을 하둡 및 인메모리 기반인 Spark으로 평가한 결과 단일 시스템 대비 하둡기반 처리는 625.89%, Spark기반 처리는 870.14%의 성능향상을 확인하였으며, 하둡 기반과 Spark기반의 비교에서는 대용량 데이터 셋을 처리 할수록 Spark기반의 성능향상율이 높아짐을 확인하였다.

A multi-dimensional crime spatial pattern analysis and prediction model based on classification

  • Hajela, Gaurav;Chawla, Meenu;Rasool, Akhtar
    • ETRI Journal
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    • 제43권2호
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    • pp.272-287
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    • 2021
  • This article presents a multi-dimensional spatial pattern analysis of crime events in San Francisco. Our analysis includes the impact of spatial resolution on hotspot identification, temporal effects in crime spatial patterns, and relationships between various crime categories. In this work, crime prediction is viewed as a classification problem. When predictions for a particular category are made, a binary classification-based model is framed, and when all categories are considered for analysis, a multiclass model is formulated. The proposed crime-prediction model (HotBlock) utilizes spatiotemporal analysis for predicting crime in a fixed spatial region over a period of time. It is robust under variation of model parameters. HotBlock's results are compared with baseline real-world crime datasets. It is found that the proposed model outperforms the standard DeepCrime model in most cases.

공간감각의 개념 분석 및 교수-학습 방안 탐색 (A Conceptual Analysis of Spatial Sense and Exploring an Effective Way of Teaching-Leaning of Spatial Sense)

  • 한기완
    • 한국수학교육학회지시리즈C:초등수학교육
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    • 제5권1호
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    • pp.57-69
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    • 2001
  • A new initiative in the 7th curriculum of mathematics is the inclusion of spatial sense in geometry. The purpose of this study is threefold: a) to identify the concepts of spatial sense; b) to systematize the contents of spatial sense by analysis the curricular and texbooks; and c) to explore an effective way of teaching-leaning of spatial sense.

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공간분석 WPS 모델을 위한 BPEL 설계 및 구현 - 상수도 보급 대상 가구 선정 사례 중심으로 - (The Design and Implementation of BPEL for Spatial Analysis WPS model - With Emphasis on the Selection of Housing Units for Water Supply -)

  • 이하경;염재홍
    • 한국측량학회지
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    • 제31권5호
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    • pp.355-363
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    • 2013
  • 웹 기반으로 공간분석 모델을 공유하면 개발된 공간분석 프로세스 재활용이 가능하며 사용자가 공간분석 모델에 쉽게 접근할 수 있으므로 공간정보의 활발한 분석과 정보의 교류를 기대할 수 있다. 그러나 웹 기반의 공간분석 모델 배포는 모델 설계의 어려움과 공간 데이터 교환의 어려움 때문에 한계가 많다. 본 연구에서는 상수도 보급 대상 가구 선정이라는 사례로 OGC 표준 기반의 공간분석 WPS 모델을 정의하였다. 정의된 모델을 처리 순서, 공간 데이터 교환을 가능하게 하도록 BPEL 표준을 적용하였다. 외부에서 제공되는 WPS와 WFS에 접근하기 위한 WSDL를 정의하였으며, 공간분석 처리 순서를 설계하기 위하여 BPEL을 정의하였으며, XML 데이터 교환을 위한 XSLT를 정의하였다. 또한, BPEL을 실행하기 위해 RESTful 바인딩을 제공하는 Apache ODE 엔진 구축을 통해 공간분석 WPS 모델을 설계 및 배포하였다. 본 논문에서 제시한 방법으로 BPEL 적용을 통한 WPS Orchestration이 쉽게 정의되어, 공간분석 모델을 웹으로 쉽게 배포할 수 있으므로 효과적인 의사 결정을 기대할 수 있다.