• 제목/요약/키워드: land use/land cover

검색결과 523건 처리시간 0.029초

A Neuro-Fuzzy Model Approach for the Land Cover Classification

  • Han, Jong-Gyu;Chi, Kwang-Hoon;Suh, Jae-Young
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 1998년도 Proceedings of International Symposium on Remote Sensing
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    • pp.122-127
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    • 1998
  • This paper presents the neuro-fuzzy classifier derived from the generic model of a 3-layer fuzzy perceptron and developed the classification software based on the neuro-fuzzl model. Also, a comparison of the neuro-fuzzy and maximum-likelihood classifiers is presented in this paper. The Airborne Multispectral Scanner(AMS) imagery of Tae-Duk Science Complex Town were used for this comparison. The neuro-fuzzy classifier was more considerably accurate in the mixed composition area like "bare soil" , "dried grass" and "coniferous tree", however, the "cement road" and "asphalt road" classified more correctly with the maximum-likelihood classifier than the neuro-fuzzy classifier. Thus, the neuro-fuzzy model can be used to classify the mixed composition area like the natural environment of korea peninsula. From this research we conclude that the neuro-fuzzy classifier was superior in suppression of mixed pixel classification errors, and more robust to training site heterogeneity and the use of class labels for land use that are mixtures of land cover signatures.

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LANDCOVER CHANGE DETECTION USING MODIS TEMPORAL PROFILE DATA SUPPORED BY ASTER NDVI

  • Yoon, Jong-Suk;Kang, Sung-Jin;Lee, Kyu-Sung
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2008년도 International Symposium on Remote Sensing
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    • pp.382-385
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    • 2008
  • MODIS images have a great advantage of high temporal resolution to monitor land cover changes in a large area. The moderate and low spatial resolution satellite images are incomparably economic than high resolution satellite images. As diverse satellite images are provided recently, strategies using satellite images are necessary for continuous, effective and long-term land monitoring. This research purposed to use MODIS images to monitor land cover in Korean peninsula for long-term and continuous change detection. To maximize the advantages of high temporal resolution, the change detection was based on the MODIS temporal profiles of the surface reflectance for one year. In this study as the reflectance patterns of year 2005 were compared with the reflectance patterns of year 2007, the changed pixels could be detected during two years. To set up the threshold value for the decision of change, ASTER images with the higher spatial resolution, 15m, were used for this study. The test area covered the suburban area of metropolitan city, Seoul, where the landcover changes have been frequently happened.

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Urban Spatial Analysis using Multi-temporal KOMPSAT-1 EOC Imagery

  • Kim Youn-Soo;Jeun Gab-Ho;Lee Kwang-Jae;Kim Byung-Kyo
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2004년도 Proceedings of ISRS 2004
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    • pp.515-517
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    • 2004
  • Although sustainable development of a city should in theory be based on updated spatial information like land cover/use changes, in practice there are no effective tools to get such information. However the development of satellite and sensor technologies has increased the supply of high resolution satellite data, allowing cost-effective, multi-temporal monitoring. Especially KOMPSAT-1(KOrea Multi-Purpose SATellite) acquired a large number of images of the whole Korean peninsula and covering some large cities a number of times. In this study land-use patterns and trends of Daejeon from the year 2000 to the year 2003 will be considered using land use maps which are generated by manual interpretation of multi-temporal KOMPSAT EOC imagery and to show the possibility of using high resolution satellite remote sensing data for urban analysis.

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도시지역의 토지이용 적지분석을 위한 지리정보시스템의 이용 - 구미시를 중심으로 - (Utilizing Geographic Information System for Analyzing Land Use Suitability in a Urban Area - A Case Study of Kumi City -)

  • 이진덕;이현화;김성길
    • 한국지리정보학회지
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    • 제4권4호
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    • pp.29-38
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    • 2001
  • 본 연구는 도시계획의 중요한 의사결정 중의 하나로서 토지이용계획을 위한 적지분석에 지리정보시스템의 접목을 시도한 것이다. 도 농 통합 이전의 구미시 지역을 대상지역으로 하여 관련 환경인자들과 가중치 등의 분석기준을 결정하고, GIS 데이터베이스를 구축하였다. 또한 위성영상처리를 통하여 추출한 토지이용/피복도와 NDVI 식생도를 데이터베이스에 포함시켰다. 중첩법을 이용하여 주거, 상업, 공업, 녹지지역의 토지용도별 적지를 등급별로 도출하였다. 연구지역의 4가지 기능공간에 대한 적지분석 결과는 기존 토지이용 및 도시기본계획상 토지이용구상도와 비교되었다. 더 나은 분석을 위해서는 실제적인 개발계획, 지가자료, 토양자료 등이 포함되어야 하며, 토지 이용별 수요추정 자료를 추가한다면 토지이용별 입지 배분 및 분포면적의 신뢰도를 더 높일 수 있을 것이다.

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Evaluation of Future Climate Change Impact on Streamflow of Gyeongancheon Watershed Using SLURP Hydrological Model

  • Ahn, So-Ra;Ha, Rim;Lee, Yong-Jun;Park, Geun-Ae;Kim, Seong-Joon
    • 대한원격탐사학회지
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    • 제24권1호
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    • pp.45-55
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    • 2008
  • The impact on streamflow and groundwater recharge considering future potential climate and land use change was assessed using SLURP (Semi-distributed Land-Use Runoff Process) continuous hydrologic model. The model was calibrated and verified using 4 years (1999-2002) daily observed streamflow data for a $260.4km^2$ which has been continuously urbanized during the past couple of decades. The model was calibrated and validated with the coefficient of determination and Nash-Sutcliffe efficiency ranging from 0.8 to 0.7 and 0.7 to 0.5, respectively. The CCCma CGCM2 data by two SRES (Special Report on Emissions Scenarios) climate change scenarios (A2 and B2) of the IPCC (Intergovemmental Panel on Climate Change) were adopted and the future weather data was downscaled by Delta Change Method using 30 years (1977 - 2006, baseline period) weather data. The future land uses were predicted by CA (Cellular Automata)-Markov technique using the time series land use data of Landsat images. The future land uses showed that the forest and paddy area decreased 10.8 % and 6.2 % respectively while the urban area increased 14.2 %. For the future vegetation cover information, a linear regression between monthly NDVI (Normalized Difference Vegetation Index) from NOAA/AVHRR images and monthly mean temperature using five years (1998 - 2002) data was derived for each land use class. The future highest NDVI value was 0.61 while the current highest NDVI value was 0.52. The model results showed that the future predicted runoff ratio ranged from 46 % to 48 % while the present runoff ratio was 59 %. On the other hand, the impact on runoff ratio by land use change showed about 3 % increase comparing with the present land use condition. The streamflow and groundwater recharge was big decrease in the future.

훈련지역의 취득방법 및 규모에 따른 JERS-1위성영상의 토지피복분류 정확도 평가 (Estimation of Classification Accuracy of JERS-1 Satellite Imagery according to the Acquisition Method and Size of Training Reference Data)

  • 하성룡;경천구;박상영;박대희
    • 한국지리정보학회지
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    • 제5권1호
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    • pp.27-37
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    • 2002
  • 정량적인 토지피복도의 확보는 유역에 분포하는 비점오염원의 규명에 있어서 매우 중요한 과제로 인식되고 있다. 본 연구는 위성영상을 이용한 토지피복분류 과정에 있어서, 훈련지역의 취득방법 및 규모가 분류정확도에 미치는 영향을 JERS-1 OPS 위성영상을 기반으로 평가하였다. 전체 연구대상지역 중에서 0.3%, 0.5%, 1.0%를 훈련지역으로 추출함에 있어서 두 가지 기법을 제안하였다. 첫번째 기법은 해당지역에 대한 사전 지식을 갖춘 연구자가 훈련지역을 추출하였으며, 두번째 기법은 기하학적 보정을 행한 항공사진과 수치지도를 이용하여 훈련지역을 추출하였다. 영상의 토지피복 분류는 최대우도분류법을 이용하였다. 연구결과 사용자에 의한 훈련지역 취득기법보다 항공사진과 수치지도를 이용하여 훈련지역을 추출하여 최대우도분류법을 적용할 경우 전체정확도가 최대 18% 정도 향상하였다. 우리나라와 같이 복잡하고 다양한 토지이용을 가진 지형에서 JERS-1 영상을 이용하여 95%의 신뢰도를 얻기 위해서는 적어도 훈련지역을 전체지역의 약 1% 이상 추출하여야 만족할 만한 토지피복분류를 수행할 수 있었다.

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대도시 주변 신개발지의 개발특성에 관한 연구 - 대구광역시를 사례지역으로 - (The Characteristics of Land Use Change at the Urban Fringe - The Case of Daegu Metropolitan City -)

  • 박선형;김재익
    • 한국지리정보학회지
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    • 제10권2호
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    • pp.36-46
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    • 2007
  • 도시의 외연적 확산은 도시 주변부의 농지나 녹지지역을 도시적 용도로 전환시킨다. 도시주변부의 개발은 도시기반시설의 설치비용 및 교통비용 등 여러 가지 사회적 비용을 수반한다. 도시의 확산과정에서 새롭게 개발되는 도시 주변부의 개발특징을 파악하고 이를 합리적으로 관리하는 것은 지속가능한 도시발전을 위한 중요한 과제이다. 본 연구는 대구광역시를 대상으로 1990년과 2000년 사이 도시주변부의 신개발지를 대상으로 위성영상, 토지관리정보시스템, 인구 및 주택총조사 자료 등을 GIS로 구축 활용하여 토지이용전환에 영향을 주는 요인, 토지이용현황 및 공간적 분포, 개발 밀도 등을 중심으로 개발특성을 도출하였다. 분석결과 대구광역시의 도시지역의 확장은 주거지 개발이 주도한 가운데 지역에 따라 산업단지 및 유통단지 등의 형태로 토지이용의 차이를 보였다. 이러한 결과를 기초로 도시개발의 입지, 규모, 밀도 등의 도시성장관리에 필수적인 다양하고 유용한 정보를 제공할 수 있었다.

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Effect of Sirikit Dam Operation Improvement on water shortage situations due to the land use and climate changes from the Nan Basin

  • Koontanakulvong, Sucharit;Suthidhummajit, Chokchai
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2015년도 학술발표회
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    • pp.232-232
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    • 2015
  • Land use and climate changes are the important factors to determine the runoff and sediment loads from the watershed. The changes also affected to runoff volume/pattern to the dam operation and may cause flood and drought situations in the downstream area. Sirikit Dam is one of the biggest dams in Thailand which cover about 25 % of the runoff into the Central Plain where the Bangkok Capital is located. The study aims to determine the effect of land use change to the runoff/sediment volume pattern and the rainfall-runoff-sediment relationship in the different land use type. Field measurements of the actual rainfall, runoff and sediment in the selected four sub-basins with different type of land use in the Upper Nan Basin were conducted and the runoff ratio coefficients and sediment yield were estimated for each sub-basin. The effect of the land use change (deforestation) towards runoff/sediment will be investigated. The study of the climate change impact on the runoff in the future scenarios was conducted to project the change of runoff volume/pattern into the Sirikit Dam. The improvement of the Sirikit Dam operation rule was conducted to reduce the weakness of the existing operation rules after Floods 2011. The newly proposed dam operation rule improvement will then be evaluated from the water shortage situations in the downstream of Sirikit Dam under various conditions of changes of both land use and climate when compared with the situations based on the existing reservoir operation rules.

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