• Title/Summary/Keyword: 공간 군집지역

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Prediction of Consumer Propensity to Purchase Using Geo-Lifestyle Clustering and Spatiotemporal Data Cube in GIS-Postal Marketing System (GIS-우편 마케팅 시스템에서 Geo-Lifestyle 군집화 및 시공간 데이터 큐브를 이용한 구매.소비 성향 예측)

  • Lee, Heon-Gyu;Choi, Yong-Hoon;Jung, Hoon;Park, Jong-Heung
    • Journal of Korea Spatial Information System Society
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    • v.11 no.4
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    • pp.74-84
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    • 2009
  • GIS based new postal marketing method is presented in this paper with spatiotemporal mining to cope with domestic mail volume decline and to strengthening competitiveness of postal business. Market segmentation technique for socialogy of population and spatiotemporal prediction of consumer propensity to purchase through spatiotemporal multi-dimensional analysis are suggested to provide meaningful and accurate marketing information with customers. Internal postal acceptance & external statistical data of local districts in the Seoul Metropolis are used for the evaluation of geo-lifestyle clustering and spatiotemporal cube mining. Successfully optimal 14 maketing clusters and spatiotemporal patterns are extracted for the prediction of consumer propensity to purchase.

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Relationship between the Spatial Allocation of Developed Area and the Heat Wave Phenomenon: The Case of Five Metropolitan Cities (시가화지역 공간상 위치분배와 폭염현상과의 관계성: 5개 광역시 사례)

  • Kang, Sangjun
    • Journal of Environmental Impact Assessment
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    • v.30 no.3
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    • pp.175-185
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    • 2021
  • To better understand the heat wave phenomenon in the urban areas, it is desirable to explore the relationship between spatial allocation of land use and the heat wave. The purpose of this paper is to investigate the ranking correlation between heat wave days and developed types, specifically, core and islet developments. The methods employed are morphological spatial pattern, spatial autocorrelation, and spearman ranking correlation analyses by using the 30-year annual heat wave day records forthe five metropolitans. This research indicates that a fragmented development pattern including islets has mostly negative effects to the urban heat wave phenomenon. It means there is a relation between development pattern and heat wave.

Analysis of Calssification Method for Drought in Jeju Island by Standard Precipitation Index (표준강수지수를 이용한 제주도 가뭄의 공간적 분석)

  • Lee, Jun Ho;Yang, Sung Kee;Yang, Won Seok;Kang, Myung Su;Kim, Min Chul
    • Proceedings of the Korea Water Resources Association Conference
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    • 2017.05a
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    • pp.367-367
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    • 2017
  • 지국온난화에 의한 기후변화는 전 세계적으로 강수의 편중이나 이상기온 등의 현상들이 빈번하게 발생하여 가뭄 및 홍수로 인한 피해가 점차 늘어나고 있다. 제주도는 수자원의 98% 이상을 지하수에 의존하고 있기 때문에 기후변화에 따른 수자원 영향에 대한 지속적인 관심과 연구가 필요한 지역이다. 본 연구에서는 표준강수지수를 활용한 제주도 가뭄의 공간적 특성을 분석하기 위하여 가뭄 속성 인자들 간의 상관관계가 높은 변수인 가뭄지속시간과 가뭄 심도를 변수로 선택하여 각 지역의 가뭄특성과 지역 분류를 수행하였다. 제주도의 4개 기상대(제주, 서귀포, 성산, 고산)의 관측소별 표준강수지수(SPI 3, 6, 9, 12)를 산정한 결과 SPI 12가 SPI6에 비해 비교적 단순한 경향을 가지고 있는 것으로 확인 되었으며 단기간 일수록 변동성이 심하고 장기간 표준강수지수는 비교적 극심한 가뭄을 판단하기 위한 자료로 활용이 가능한 것을 확인하였다. 지역별 가뭄의 특성을 고려하기 위한 지역을 구분하기 위하여 한가지 요소로만 구분할 수 없어 가뭄 속성 인자들의 동질성을 구분하였으며 가뭄 속성인자의 변량을 71.8%를 설명해 주는 2개의 요인을 주요인으로 산정하였다. 인자분석의 결과로 추출된 2개의 변수로 비계측적 군집방법 중 하나인 K-means 기법을 이용하여 군집분석을 실시하여 7번의 반복계산에 걸쳐 군집이 종료 되었으며 최종적으로 2개의 군집이 형성 되었다. 기후변화는 전 세계와 제주도 수자원에 지속적인 영향을 미칠 것으로 전망되어 수자원 정책 평가 및 관리에 매우 신중한 대비책을 요구하고 있다. 향후 다양한 입력자료를 활용하고 가뭄 산정기법과 가뭄 분류 등을 통하여 활발한 후속 연구가 필요하다.

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A Study on the Spatial Pattern of Other Vacant Housing (빈집 현황 및 공간 패턴 변화 연구)

  • Noh, Min Ji;Yoo, Seon Jong
    • Korea Real Estate Review
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    • v.27 no.4
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    • pp.21-34
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    • 2017
  • In this study, we defined abandoned vacant housing, as well as analyzed where and how the vacancies occurred. The temporal range of this study is 2005 and 2010, while the spatial range is nationwide. The minimum unit of space for the analysis is city district. First, we suggested that in the rural areas, it is necessary to manage an aged detached housing, while in the urban areas, it is necessary to manage aged apartments in order to prevent a large amount of old apartment buildings from becoming an abandoned vacant houses. Second, we proposed to select and manage the priority area in the empty area management. Finally, in the areas where other vacant houses are populated, the abandoned housing problem should be discussed with different measures from a long-term point of view in terms of population movement, population decline, and aging population.

Spatial Analysis of Drought Characteristics in Korea Using Cluster Analysis (군집분석을 이용한 우리나라 가뭄특성의 공간적 분석)

  • Yoo, Ji-Young;Choi, Min-Ha;Kim, Tae-Woong
    • Journal of Korea Water Resources Association
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    • v.43 no.1
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    • pp.15-24
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    • 2010
  • Regional frequency analysis is often used to overcome the limitation of point frequency analysis to estimate probability rainfall depths. However, point frequency analysis is still used in drought analyses. This study proposed a practical method to categorize the homogeneous regions of drought characteristics for the analyses of regional characteristics of droughts in Korea. Using rainfall data from 58 observation stations managed by the Korea Meteorological Administration, this study calculated drought attributes, i.e., mean drought indices for various durations using the Standardized Precipitation Index (SPI) and drought severities expressed by durations, depth, and intensity. The drought attributes provided useful information for categorizing stations into the hydrological homogeneous regions. This study introduced a cluster analysis with K-means techniques to group observation stations. The cluster analysis grouped observation stations into 6 regions in Korea. The data in the hydrological homogeneous region would be used in spatial analysis of drought characteristics and drought regional frequency analysis.

Study on Establishment Criteria of Flood Risk in Urban Area of Han River Basin Considering Regional Characteristics (지역특성을 고려한 한강권역 도시지역의 홍수위험 판단기준 산정에 대한 연구)

  • Shin, Heejae;Choi, Youngje;Yi, Jaeeung
    • Proceedings of the Korea Water Resources Association Conference
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    • 2018.05a
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    • pp.136-136
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    • 2018
  • 최근 기후변화로 인해 설계 빈도 이상의 강우가 빈번하게 발생하고 있으며 이러한 집중호우에 의한 피해는 지역별로 토지이용, 사회 환경적인 조건에 따라 차이가 있다. 특히 인구와 경제 제반 시설이 밀집되어 있는 도시지역의 경우 홍수가 발생하게 되면 피해가 과거에 비해 큰 규모로 나타나고 있다. 현재 각 지자체는 홍수 대응을 위해 기상청에서 제공하고 있는 6시간, 12시간 강우량을 기준으로한 호우주의보 및 경보를 사용하고 있다. 하지만 도시지역의 경우 지속시간이 1~2시간인 짧은 호우에서 피해가 발생하여 기상청에서 제공하고 있는 홍수특보를 활용하는데 있어 한계가 있다. 또한 이러한 기준은 각 지역별 사회 경제적 특성을 반영하지 않아 지역별 실질적인 홍수 대응에 효과적이지 않다. 따라서 각 지역별로 특성을 파악하여 홍수에 대한 피해를 저감하기 위한 대책 수립이 필요한 실정이다. 본 연구의 공간적 범위로 한강권역에서 서울시와 인천시의 경우 '구 단위', 경기도와 강원도, 충청북도는 '시 군 단위'로 총 88개 행정구역으로 하고 도시별 특성에 따라 군집화를 위해 환경적, 사회적 및 경제적 특성 중 홍수에 대한 취약성을 반영할 수 있는 인자를 선정하였다. 선정된 인자들을 주성분분석을 통해 공통된 특성이나 유사한 성질에 따라 공통인자를 추출하고 이를 이용하여 각 도시별 군집분석을 시행하였다. 그 후 각 도시 군집별 특성에 따라 홍수에 의한 피해를 가장 잘 나타낼 수 있는 인자를 위험영향(Risk Impact)으로 산정하였다. 이때 위험영향은 강우규모에 따른 잠재 피해 정도를 나타내며 홍수위험도표를 작성하기 위해서는 이러한 위험영향을 정량적으로 설명할 수 있어야 한다. 본 연구에서는 각 도시 군집별 특성에 따른 위험영향의 임계값을 추정하고 그에 따른 홍수위험도표를 작성하였다.

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Analysis of Precipitation Distribution in the region of Gangwon with Spatial Analysis (I): Classification of Precipitation Zones and Analysis for Seasonal and Annual Precipitation (공간분석을 이용한 강원도 지역의 강수분포 분석 (I): 강수지역 구분과 계절별 및 연평균 강수량 분석)

  • Um, Myoung-Jin;Jeong, Chang-Sam;Cho, Won-Cheol
    • Journal of the Korean Society of Hazard Mitigation
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    • v.9 no.5
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    • pp.103-113
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    • 2009
  • In this study, we separated the precipitation zones using the geographic location of stations and precipitation characteristics (monthly, seasonal, annual) in Gangwon province. Precipitation data of 66 weather stations (meterological office: 11 locations, auto weather system (AWS): 55 places) were used, and statistical method, K-means cluster method, was conducted for division of the precipitation regions. As the results of regional classification, the five zones of precipitation (Yongdong: 1 region, Youngseo: 4 regions) were separated. Seasonal average precipitation in spring is similar throughout Gangwon Province, seasonal average precipitation in summer has high values at Youngseo, and seasonal average precipitation in autumn and winter have high values at Youngdong. The some areas, the vicinity of Misiryeong and Daegwallyeong, happens the orographic precipitation in spatial analysis, but the orographic effects didn't occur for the whole Gangwon areas. However, to achieve more accurate results, the expansion of observatories per elevation and AWS data are demanded.

Spatial Association of Population Concentration in Seoul Metropolitan Area (서울대도시권 인구집중의 공간적 연관성 연구)

  • Park, Jane;Chang, Hoon;Kim, Jy So
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.28 no.3D
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    • pp.391-397
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    • 2008
  • This paper analyzes the spatial patterns of population distribution in Seoul Metropolitan Area in terms of spatial association using spatial statistics and spatial exploratory technique. Our empirical analysis based on global index shows that, in Seoul Metropolitan Area, the population had been distributed with strong positive spatial association over the period of 1980-2005. It implies that the population of each region is affected by the population distribution of adjacent regions. In addition, the analysis using local index was conducted for detecting the local patterns of spatial association, and the result shows that the clusters of population had been moved in the direction of West(Incheon and Bucheon) and South(Anyang and Seongnam) of Seoul where a large scale of lands or towns were developed over the period. These results will be the preliminary data for establishing management and development plans of Seoul Metropolitan Area.

Analysis of Area Type Classification of Seoul Using Geodemographics Methods (Geodemographics의 연구기법을 활용한 서울시 지역유형 분석 연구)

  • Woo, Hyun-Jee;Kim, Young-Hoon
    • Journal of the Korean association of regional geographers
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    • v.15 no.4
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    • pp.510-523
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    • 2009
  • Geodemographics(GD) can be defined as an analytical approach of socio-economic and behavioral data about people to investigate geographical patterns. GD is based on the assumptions that demographical and behavioral characteristics of people who live in the same neighborhood are similar and then the neighborhoods can be categorized with spatial classifications with the geographical classifications. Thus, this paper, in order to identify the applicability of the geographical classification of the GD, explores the concepts of the geodemographics into Seoul city areas with Korea census data sets that contain key characteristics of demographic profiles in the area. Then, this paper attempt to explain each area classification profile by using clustering techniques with Ward's and k-means statistical methods. For this as as as, this paper employs 2005 Census dataset released by Korea National Statistics Office and the neighborhood unit is based on Dong level, the smallest administrative boundary unit in Korea. After selecting and standardizing variables, several areas are categorized by the cluster techniques into 13, this paps as distinctive cluster profiles. These cluster profiles are used to cthite a short description and expand on the cluster names. Finally, the results of the classification propose a reasonable judgement for target area types which benefits for the people who make a spatial decision for their spatial problem-solving.

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The Developmental Directions and Classification of Regional Types Based on Natural Resources (자연자원에 기반한 지역유형분류와 발전방안)

  • Park, Jong-Jun;Yoon, Ki-Ran;Park, Chang-Sug
    • Journal of the Korean Institute of Landscape Architecture
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    • v.39 no.2
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    • pp.10-17
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    • 2011
  • The paradigm of the use and management of natural resources is changing. Wise use of natural resources can be achieved by enhancing their conservation value and, at the same time, taking them as an opportunity for regional development. It leads to an idea of pursuing regional development by making good use of natural resources. In this paper, natural resources were classified as living species resources, ecosystem and landscape resources, and non-living resources. The resources were divided into 27 detailed analysis indices. The administrative boundaries of 165 municipalities in Korea were defined as spatial analysis units. Finally, a spatial database of natural resources was built. To classify the regional types, we conducted factor analyses with a detailed index of natural resources and a cluster analysis with the factor value. As the result of the factor analysis, six factors have been deduced as follows: forest resources, landscape resources, coastal ecology resources, inland water resources, landform resources, and ecology visit resources. In addition, the cluster analyses were conducted for the points of the factors drawn. The final classification consists of nine groups, and appropriate methods for each regional development have been suggested. Results of this study will contribute to providing fundamental materials for site selection and objective-setting for regional development policies and planning in consideration of natural resources.