• 제목/요약/키워드: Impervious Surface

검색결과 134건 처리시간 0.02초

IMPERVIOUS SURFACE ESTIMATION USING REMOTE SENSING IMAGES AND TREE REGRESSIOIN

  • Kim, Soo-Young;Kim, Jong-Hong;Heo, Joon;Heo, Jun-Haeng
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2006년도 Proceedings of ISRS 2006 PORSEC Volume I
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    • pp.239-242
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    • 2006
  • Impervious surface is an important index for the estimation of urbanization and environmental change. In addition, impervious surface has an influence on the parameters of rainfall-runoff model during rainy season. The increase of impervious surface causes peak discharge increasing and fast concentration time in urban area. Accordingly, impervious surface estimation is an important factor of urban rainfall-runoff model development and calibration. In this study, impervious surface estimation is performed by using remote sensing images such as landsat-7 ETM+ and high resolution satellite image and regression tree algorithm based on case study area ? Jungnang-cheon basin in Korea.

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경상남도 행정구역별 불투수면적률 현황 및 변화 연구 (A Study on Changes in Impervious Surface Area Rate at Administrative Units for Gyeongsangnam-do)

  • 김현준;최윤희;김학관;장민원
    • 농촌계획
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    • 제29권4호
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    • pp.117-125
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    • 2023
  • This study aimed to analyze the recent status and changes in impervious surface areas and their ratios across regions in Gyeongsangnam-do, providing fundamental data for regional development and impervious surface management. Based on the 'Guidelines for Calculating Water Cycle Management Indicators for Nonpoint Pollution Source Control(Ministry of Environment)', we processed the land characteristics survey map(shapefile) from 2018 and 2022 to analyze impervious surface area and their rates by administrative boundaries. The impervious surface area in Gyeongsangnam-do increased from 75,652 ha in 2018 to 81,055 ha in 2022, with the rate rising by 0.51% from 7.18% to 7.69%. The average of impervious surface area across 545 eupmyeon units expanded by approximately 9 ha, from 139.8 ha in 2018 to 148.8 ha in 2022, with the rate increasing by 0.71%. Concurrently, the whole population declined by 2.8% while the number of households surged by 6.4%, correlating with the growth in impervious areas. Despite population decreases, factors such as population migration, increased household fragmentation, new residential developments, and industrial facility expansions have consistently contributed to the rise in impervious surface area. Notably, even in areas with high impervious surface area rate, significant disparities existed between urbanized areas and predominantly rural regions. Furthermore, about 333 units(61% of the whole eupmyeons), showed negligible changes in their impervious surface area rate, with an increase of less than 0.5%.

Comparison of various image fusion methods for impervious surface classification from VNREDSat-1

  • Luu, Hung V.;Pham, Manh V.;Man, Chuc D.;Bui, Hung Q.;Nguyen, Thanh T.N.
    • International Journal of Advanced Culture Technology
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    • 제4권2호
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    • pp.1-6
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    • 2016
  • Impervious surfaces are important indicators for urban development monitoring. Accurate mapping of urban impervious surfaces with observational satellites, such as VNREDSat-1, remains challenging due to the spectral diversity not captured by an individual PAN image. In this article, five multi-resolution image fusion techniques were compared for the task of classifting urban impervious surfaces. The result shows that for VNREDSat-1 dataset, UNB and Wavelet tranformation methods are the best techniques in reserving spatial and spectral information of original MS image, respectively. However, the UNB technique gives the best results when it comes to impervious surface classification, especially in the case of shadow areas included in non-impervious surface group.

위성원격탐사와 분류 및 회귀트리를 이용한 중랑천 유역의 불투수층 추정 (Impervious Surface Estimation of Jungnangcheon Basin Using Satellite Remote Sensing and Classification and Regression Tree)

  • 김수영;허준행;허준;김성훈
    • 대한토목학회논문집
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    • 제28권6D호
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    • pp.915-922
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    • 2008
  • 불투수층은 자연적인 침투를 허용하지 않는 인위적인 토지피복상태로, 도시화율을 추정하거나 도시의 환경변화 정도를 분석하기 위한 척도로 사용되어 왔다. 수문학적인 관점에서 불투수층은 단기 유출현상에 큰 영향을 끼치는 요소로 급속한 도시화로 인해 불투수층의 영향이 더욱 커짐에 따라 불투수층의 추정에 대한 필요성이 증가하고 있다. 따라서 본 연구에서는 불투수층을 추정하기 위해 중랑천 유역을 대상지역으로 선정하고, $30m{\times}30m$ 공간해상도의 Landsat-7 ETM+ 영상과 $1m{\times}1m$의 고해상도 위성영상을 구축하였으며 tasselled cap 변환과 식생지수(NDVI) 변환을 수행하여 다양한 예측변수를 고려하였다. 수집된 학습자료에 분류 및 회귀트리를 적용하여 불투수층 추정모델을 구성하였고, 이를 지도화하여 중랑천 유역의 불투수층을 나타냈다.

분광혼합분석 기법을 이용한 탄천유역 불투수율 평가 (Estimating Impervious Surface Fraction of Tanchon Watershed Using Spectral Analysis)

  • 조홍래;정종철
    • 대한원격탐사학회지
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    • 제21권6호
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    • pp.457-468
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    • 2005
  • 도시화에 따른 불투수 지표면의 증가는 도시환경에 부정적인 영향을 미치게 된다. 따라서 도시 내 불투수 지역의 시공간적 변화 사항을 탐색하고 정량화하는 작업은 도시환경을 연구함에 있어 무엇보다 중요한 일이라 할 수 있다 지난 시기 도시지역의 불투수 지표면을 탐색하는 방법으로는 전통적인 영상분류 기법이 많이 사용되었다. 그러나 기존의 전통적인 영상분류 기법은 영상을 구성하는 각 셀이 지표면에 존재하는 다양한 객체들의 분광특성이 혼합된 결과임에도 불구하고 단 하나의 클래스로만 구분하는 단점을 가진다. 또한 불투수 지표면의 비율을 산정하기 위해서는 영상분류 후 각 분류항목에 불투수율을 할당해야하는 2중의 노력이 필요하며, 각 클래스에 단일한 불투수율을 지정해야만 하는 단점을 갖는다. 본 논문에서는 기존의 영상 분류방법이 갖는 이러한 단점을 보완하고자 불투수 지표면의 비율을 산정하기 위해 분광혼합분석 (spectral mixture analysis) 기법을 이용하였다. 분광혼합분석 기법을 적용하기 위해 식생, 토양, low albedo, high albedo 등 4가지 요소를 엔드멤버로 선택하였으며, 불투수율은 low albedo와 high albedo의 합으로 산정하였다. 대상 연구지역은 지난 십여년 동안 급격한 도시화가 진행된 탄천유역을 선정하였으며, 1988, 1994, 2001년의 Landsat 영상을 이용하여 신도시 건설에 따른 불투수 지표면의 변화율을 검토하였다. 분석결과 탄천유역의 불투수율은 88년 $15.6\%$, 94년 $20.1\%$, 2001년 $24\%$로 증가된 것으로 나타났다. 결론적으로 도시 불투수율을 분석 시 분광혼합분석 기법을 적용할 경우 추가적인 노력 없이 비교적 정확한 불투수율을 얻을 수 있음을 확인할 수 있었다.

GENERATION OF AN IMPERVIOUS MAP BY APPLYING TASSELED-CAP ENHANCEMENT USING KOMPSAT-2 IMAGE

  • Koh, Chang-Hwan;Ha, Sung-Ryong
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2008년도 International Symposium on Remote Sensing
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    • pp.378-381
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    • 2008
  • The regulating and relaxing targets in the Land Use Regulation and Total Maximum Daily Loads are influenced by Land cover information. For the providing more accurate land information, this study attempted to generate an impervious surface map using KOMPSAT-2 image which a Korea manufactured high resolution satellite image. The classification progress of this study carried out by tasseled-cap spectral enhancement through each class extraction technique neither existing classification method. KOMPSAT-2 image of this study is enhanced by Soil Brightness Index(SBI), Green vegetation Index(GVI), None-Such wetness Index(NWI). Then ranges of extracted each index in enhanced image are determined. And then, Confidence Interval of classes was determined through the calculating Non-exceedance Probability. Spectral distributions of each class are changed according to changing of Control coefficient(${\alpha}$) at the calculated Non-exceedance Probability. Previously, Land cover classification map was generated based on established ranges of classes, and then, pervious and impervious surface was reclassified. Finally, impervious ratio of reclassified impervious surface map was calculated with blocks in the study area.

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도시의 불투수면 총량규제에서 원격탐사와 GIS의 활용 (Utilization of Remote Sensing and GIS in Aggregate Control of Urban Impervious Coverage)

  • 엄정섭
    • 환경영향평가
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    • 제13권5호
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    • pp.263-276
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    • 2004
  • This research is primarily intended to propose a new concept for aggregate control of impervious coverage using remote sensing and GIS. An empirical study for a case study site was conducted to demonstrate how a standard remote sensing and GIS technology can be used to assist in implementing the aggregate control for impervious coverage as intermediary between decision makers and scientists. Guidelines for a replicable methodology are presented to provide a strong theoretical basis for the standardization of factors involved in the aggregate control; the meaningful definition of land mosaic in terms of pervious areas, classification of pervious intensity, change detection for pervious areas. Detailed visual maps (e.g. estimation of impervious surface allowable) can be generated over large areas quickly and easily to increase the scientific and objective decision-making for the aggregate control. It is anticipated that this research output could be used as a valuable reference to confirm the potential of remote sensing and GIS in the aggregate control for impervious coverage.

GIS기반의 도시지역 불투수면 관리를 위한 최적 투수/불투수도 제작 방법에 관한 연구 (A Study on Optimal Pervious/Impervious Map Generation Method for Urban Impervious Surface Management based on GIS)

  • 오성광;김계현;이철용;유광현
    • 한국물환경학회지
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    • 제31권2호
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    • pp.120-133
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    • 2015
  • Due to increasing impervious surfaces resulting from urbanization and industrialization which are directly linked to urban inundation and non-point pollutants runoff, there is a need to manage them systematically. A management over urban impervious surfaces calls for pervious/impervious maps, which enable viewing the distribution of impervious surfaces. Nevertheless, relevant data are absent as now. In this respect, despite the diversity of proposed methods, pilot implementation and accuracy verification have never been conducted. Therefore, this study is aimed to produce a pilot pervious/impervious map based on previously proposed methods and to elucidate its pros and cons with a view to proposing a method for producing a GIS-based optimal pervious/impervious map. Following previously proposed methods, a pervious/impervious map of Bupyeong-gu, Incheon was produced. Then, a method of producing optimal pervious/impervious maps applicable to urban areas was proposed through the comparison of pros and cons of relevant spatial data. As a result, the map had been confirmed 99.2% of classification accuracy. Based on the present findings, future studies should establish a standardized method for producing. Also, this method should be used to produce pervious/impervious maps of other regions so that it can be applied to managing impervious surfaces in major urban areas nationwide.

RapidEye 위성영상을 이용한 청주시의 불투수면지도 생성기법 (Impervious Surface Mapping of Cheongju by Using RapidEye Satellite Imagery)

  • 박홍련;최재완;최석근
    • 대한공간정보학회지
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    • 제22권1호
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    • pp.71-79
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    • 2014
  • 많은 연구들은 저해상도 위성영상을 이용하여 불투수면을 생성하며, 광역적인 객체 단위의 불투수면을 생성하는 데에 효율적인 성과를 이루지 못하고 있는 실정이다. 본 논문에서는 RapidEye 위성영상을 활용한 객체 기반의 불투수면 생성 기법을 제안하였으며, 이를 실험지역에 적용하고자 하였다. 분광반사율로 변환된 RapidEye 위성영상을 활용하여 추가적인 밴드를 생성하였으며, 훈련자료를 이용하여 그림자 및 수계 클래스를 추출하였다. 해당 클래스를 제외한 나머지 클래스들은 환경부의 중분류 토지피복지도와 분광혼합분석 모델을 활용하여 피복단위의 불투수 비율 영상을 생성하였다. 참조자료와의 정량적 비교평가를 통하여 본 연구에서 적용한 불투수면 생성 방법의 효용성을 검증하였다.

GIS 기반 불투수율 산정방법론을 활용한 강우유출수 부담금 모의산정 방안 연구 (A Study on the Calculation of Stormwater Utility Fee Using GIS based Impervious Surface Ratio Estimation Methodology)

  • 유재현;김계현;최지용;이철용
    • 한국물환경학회지
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    • 제37권3호
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    • pp.157-167
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    • 2021
  • Korea needs to develop a rational system to separate stormwater utility fee from current sewerage fee. In this study, the scenario for calculating stormwater utility fee of Bupyeong-gu was suggested and the results were considered. For this purpose, the application of stormwater utility fee overseas and current domestic system were analyzed. A three step calculating scenario considering suitable domestic situation and impervious surface area was suggested. Water, sewerage usage, and hydrant data were collected. The total amount of water and sewerage fees for land use were calculated. The sewerage fee of Bupyeong-gu for the year 2014 was 21,685,446,578 won. Assuming that 40% of this amount was the cost associated to stormwater, the result showed that the fees for residential area in third step decreased by 0.77% compared to that of the first step. For commercial area, the stormwater utility fee decreased by 36.87%. For industrial area, although the consumption of water was similar to that of commercial area, the stormwater utility fee increased by 8.35%. For green area, the fee increased by 37.46%. This study demonstrated that the calculation of actual stormwater utility fee using impervious surface map and impervious Surface Ratio Estimation Methodology developed in previous studies is feasible.