• 제목/요약/키워드: Spatial Modeling

검색결과 1,248건 처리시간 0.032초

토지이용 공간변화 예측의 통계학적 모형에 관한 연구 (A Study on Statistical Modeling of Spatial Land-use Change Prediction)

  • 김의홍
    • Spatial Information Research
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    • 제5권2호
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    • pp.177-183
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    • 1997
  • 토지이용 분류 체계상에서의 종류라는 개념은 토지이용 변화의 분류 체계성에 그대로 적용시킬 수가 있다. 본 연구에서는 선형 판별 함수를 원용하는 최우법(Maximum likelihood method)으로 산출되는 토지이용분류의 공간적 결과와 Markov 전이 행렬 방법으로 산출되는 정량적 결과가 상호 보완하는 의미에서 합성모형으로 통합되었다. 본 연구에서는 다변수 판별 함수의 계산법과 Markov 연쇄행렬 계산법에 관하여 토의되고 그 합성 모형을 대상 지역에 실제 적용하여 그 결과 '90년, '95년 토지이용도가 예측 작성되었다. 모형화의 문제 및 예측의 정확도 역시 더욱 토의 되어야 하며 추후 개선의 여지를 남긴다.

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Topic Modeling and Sentiment Analysis of Twitter Discussions on COVID-19 from Spatial and Temporal Perspectives

  • AlAgha, Iyad
    • Journal of Information Science Theory and Practice
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    • 제9권1호
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    • pp.35-53
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    • 2021
  • The study reported in this paper aimed to evaluate the topics and opinions of COVID-19 discussion found on Twitter. It performed topic modeling and sentiment analysis of tweets posted during the COVID-19 outbreak, and compared these results over space and time. In addition, by covering a more recent and a longer period of the pandemic timeline, several patterns not previously reported in the literature were revealed. Author-pooled Latent Dirichlet Allocation (LDA) was used to generate twenty topics that discuss different aspects related to the pandemic. Time-series analysis of the distribution of tweets over topics was performed to explore how the discussion on each topic changed over time, and the potential reasons behind the change. In addition, spatial analysis of topics was performed by comparing the percentage of tweets in each topic among top tweeting countries. Afterward, sentiment analysis of tweets was performed at both temporal and spatial levels. Our intention was to analyze how the sentiment differs between countries and in response to certain events. The performance of the topic model was assessed by being compared with other alternative topic modeling techniques. The topic coherence was measured for the different techniques while changing the number of topics. Results showed that the pooling by author before performing LDA significantly improved the produced topic models.

DISTRIBUTED WEB GIS SERVICE BASED ON XML AND INTEROPERABILITY

  • Kim, Do-Hyun
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2002년도 Proceedings of International Symposium on Remote Sensing
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    • pp.145-150
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    • 2002
  • Web GIS (Geographic Information Systems) service systems provide the various GIS services of analyzing and displaying the spatial data with friendly user-interface. These services are expanding the business domain and many users want to access the distributed various spatial data. But, it is difficult to access diverse data sources because of different spatial data format and data access methods. In this paper, we design and implement web GIS services based on the inter-operability and GML (Geography Markup Language) of OGC(Open GIS Consortium) in web distributed environment. Inter-operability provides unique accessing method to distributed data sources based on OLE DB technology of Microsoft. In addition, GML support web GIS services based on XML. We design these GIS services as components using UML (Unified Modeling Language) of an object-oriented modeling language for specifying, visualizing, constructing, and documenting the artifacts of software system. In addition, they also were developed in object-oriented computing environment, and it provides the interoperability, language-independent, easy developing environment as well as re-usability.

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ANALYZING FOREST CHARACTERISTIC OF THE PARASITIC VOLCANO(ORM) USING MULTI-TEMPORAL HIGH RESOLUTION SATELLITE IMAGES AND SML(SPATIAL MODELING LANGUAGE)

  • Jo, Myung-Hee;Song, Wan-Young;Kim, Sung-Jae
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2006년도 Proceedings of ISRS 2006 PORSEC Volume I
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    • pp.294-296
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    • 2006
  • Recently the development of GIS and spatial information technology is used to construct very detail forest information. In addition, in order to classify forest characteristic, the geographical characteristic information of forest could be very useful for the forest classification, In this study sampling points were arranged to clarify the difference between the orm area and the land forest area. Also, forest feature pattern could be discriminated by using satellite images and SML. This study result should be constructed to efficiency forest management in especially forest area in Jeju Island

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기상 입력 자료가 연안지역 고농도 오존 수치 모의에 미치는 영향 (Numerical Study on the Impact of Meteorological Input Data on Air Quality Modeling on High Ozone Episode at Coastal Region)

  • 전원배;이화운;이순환;최현정;김동혁;박순영
    • 한국대기환경학회지
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    • 제27권1호
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    • pp.30-40
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    • 2011
  • Numerical simulations were carried out to investigate the impact of SST spatial distribution on the result of air quality modeling. Eulerian photochemical dispersion model CAMx (Comprehensive Air quality Model with eXtensions, version 4.50) was applied in this study and meteorological fields were prepared by RAMS (Regional Atmospheric Modeling System). Three different meteorological fields, due to different SST spatial distributions were used for air quality modeling to assess the sensitivity of CAMx modeling to the different meteorological input data. The horizontal distributions of surface ozone concentrations were analyzed and compared. In each case, the simulated ozone concentrations were different due to the discrepancies of horizontal SST distributions. The discrepancies of land-sea breeze velocity caused the difference of daytime and nighttime ozone concentrations. The result of statistic analysis also showed differences for each case. Case NG, which used meteorological fields with high resolution SST data was most successfully estimated correlation coefficient, root mean squared error and index of agreement value for ground level ozone concentration. The prediction accuracy was also improved clearly for case NG. In conclusion, the results suggest that SST spatial distribution plays an important role in the results of air quality modeling on high ozone episode at coastal region.

Modeling of Emissions from Open Biomass Burning in Asia Using the BlueSky Framework

  • Choi, Ki-Chul;Woo, Jung-Hun;Kim, Hyeon Kook;Choi, Jieun;Eum, Jeong-Hee;Baek, Bok H.
    • Asian Journal of Atmospheric Environment
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    • 제7권1호
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    • pp.25-37
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    • 2013
  • Open biomass burning (excluding biofuels) is an important contributor to air pollution in the Asian region. Estimation of emissions from fires, however, has been problematic, primarily because of uncertainty in the size and location of sources and in their temporal and spatial variability. Hence, more comprehensive tools to estimate wildfire emissions and that can characterize their temporal and spatial variability are needed. Furthermore, an emission processing system that can generate speciated, gridded, and temporally allocated emissions is needed to support air-quality modeling studies over Asia. For these reasons, a biomass-burning emissions modeling system based on satellite imagery was developed to better account for the spatial and temporal distributions of emissions. The BlueSky Framework, which was developed by the USDA Forest Service and US EPA, was used to develop the Asian biomass-burning emissions modeling system. The sub-models used for this study were the Fuel Characteristic Classification System (FCCS), CONSUME, and the Emissions Production Model (EPM). Our domain covers not only Asia but also Siberia and part of central Asia to assess the large boreal fires in the region. The MODIS fire products and vegetation map were used in this study. Using the developed modeling system, biomass-burning emissions were estimated during April and July 2008, and the results were compared with previous studies. Our results show good to fair agreement with those of GFEDv3 for most regions, ranging from 9.7 % in East Asia to 52% in Siberia. The SMOKE modeling system was combined with this system to generate three-dimensional model-ready emissions employing the fire-plume rise algorithm. This study suggests a practicable and maintainable methodology for supporting Asian air-quality modeling studies and to help understand the impact of air-pollutant emissions on Asian air quality.

제약 기반의 공간 데이터베이스 모델링 (Spatial Database Modeling based on Constraint)

  • 우성구;류근호
    • 한국지리정보학회지
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    • 제12권1호
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    • pp.81-95
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    • 2009
  • 지리정보시스템(GIS)과 같은 대용량 공간 데이터 처리에 대한 새로운 패러다임이 바로 제약 데이터베이스(CDB) 모델이다. 이 논문에서는 기존의 공간 데이터베이스의 관련연구를 통하여 스키마 구성 및 질의처리의 한계점을 찾아내고 보다 효율적인 처리방식의 제약 데이터 모델을 제안한다. 제약 데이터 모델의 개념, 표현방법, 질의처리의 예를 제시했으며, 특히 평면자료에 높이를 표시하는 불규칙 삼각망(TIN)을 제약 데이터 모델로 표현하고, 기존 공간 데이터 모델과 비교 평가했다. 우리는 제약 데이터모델링을 통하여 단순하고 우아하게 형식화할 수 있다는 것을 확인하였다.

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지형공간 콘텐츠 융합에 의한 도시 및 지역의 3차원 모델링 및 활용기법 연구 (3-D modeling and Application Methods for Urban Areas by Convergence of Topographical Spatial Contents)

  • 연상호;이영욱
    • 한국콘텐츠학회:학술대회논문집
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    • 한국콘텐츠학회 2009년도 춘계 종합학술대회 논문집
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    • pp.488-490
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    • 2009
  • 3차원 지형 환경의 공간영상콘텐츠는 국토계획 및 통신설비계획, 철도건설, 시공, 입체적인 유비쿼터스 도시 구현, 안전 및 방재 등에서 많은 요구와 그 중요성이 크게 부각되고 있다. 국내 운행하고 있는 국토 및 도시지역의 지형공간정보를 가장 정밀하게 촬영하기 위하여 항공기에 고해상도 디지털 지상촬영 카메라를 탑재하여 원하는 지역에 대한 항공사진 촬영을 실시하여 지상의 기준점에 맞도록 기하보정을 실시하고, 각 지형에 수직대응 방향으로의 조건식을 적용한 정사보정작업을 거쳐 정확한 지도영상을 작성하였다. 지형공간위의 다양한 지형정보를 직접 혹은 간접으로 수집하여 데이터베이스화하기 위한 정확한 초기 공간 자료의 수집, 저장, 편집, 조작 및 응용기술의 데이터베이스 구축은 도시 및 지역 계획 및 설계뿐만 아니라 관련 미래의 공간콘텐츠 구성을 위한 유비쿼터스 정보통신에서 크게 활용할 수 있을 것이다.

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