• 제목/요약/키워드: Land-use map

검색결과 519건 처리시간 0.028초

Assessment of Rainfall Runoff and Flood Inundation in the Mekong River Basin by Using RRI Model

  • Try, Sophal;Lee, Giha;Yu, Wansik;Oeurng, Chantha
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2017년도 학술발표회
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    • pp.191-191
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    • 2017
  • Floods have become more widespread and frequent among natural disasters and consisted significant losses of lives and properties worldwide. Flood's impacts are threatening socio-economic and people's lives in the Mekong River Basin every year. The objective of this study is to identify the flood hazard areas and inundation depth in the Mekong River Basin. A rainfall-runoff and flood inundation model is necessary to enhance understanding of characteristic of flooding. Rainfall-Runoff-Inundation (RRI) model, a two-dimensional model capable of simulating rainfall-runoff and flood inundation simultaneously, was applied in this study. HydoSHEDS Topographical data, APPRODITE precipitation, MODIS land use, and river cross section were used as input data for the simulation. The Shuffled Complex Evolution (SCE-UA) global optimization method was integrated with RRI model to calibrate the sensitive parameters. In the present study, we selected flood event in 2000 which was considered as 50-year return period flood in term of discharge volume of 500 km3. The simulated results were compared with observed discharge at the stations along the mainstream and inundation map produced by Dartmouth Flood Observatory and Landsat 7. The results indicated good agreement between observed and simulated discharge with NSE = 0.86 at Stung Treng Station. The model predicted inundation extent with success rate SR = 67.50% and modified success rate MSR = 74.53%. In conclusion, the RRI model was successfully used to simulate rainfall runoff and inundation processes in the large scale Mekong River Basin with a good performance. It is recommended to improve the quality of the input data in order to increase the accuracy of the simulation result.

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HSPF 모형을 이용한 합천댐 유입량 추정 (Estimation of the Hapcheon Dam Inflow Using HSPF Model)

  • 조현경;김상민
    • 한국농공학회논문집
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    • 제61권5호
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    • pp.69-77
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    • 2019
  • The objective of this study was to calibrate and validate the HSPF (Hydrological Simulation Program-Fortran) model for estimating the runoff of the Hapcheon dam watershed. Spatial data, such as watershed, stream, land use, and a digital elevation map, were used as input data for the HSPF model. Observed runoff data from 2000 to 2016 in study watershed were used for calibration and validation. Hydrologic parameters for runoff calibration were selected based on the user's manual and references, and trial and error method was used for parameter calibration. The $R^2$, RMSE (root-mean-square error), RMAE (relative mean absolute error), and NSE (Nash-Sutcliffe efficiency coefficient) were used to evaluate the model's performance. Calibration and validation results showed that annual mean runoff was within ${\pm}4%$ error. The model performance criteria for calibration and validation showed that $R^2$ was in the rang of 0.78 to 0.83, RMSE was 2.55 to 2.76 mm/day, RMAE was 0.46 to 0.48 mm/day, and NSE was 0.81 to 0.82 for daily runoff. The amount of inflow to Hapcheon Dam was calculated from the calibrated HSPF model and the result was compared with observed inflow, which was -0.9% error. As a result of analyzing the relation between inflow and storage capacity, it was found that as the inflow increases, the storage increases, and when the inflow decreases, the storage also decreases. As a result of correlation between inflow and storage, $R^2$ of the measured inflow and storage was 0.67, and the simulated inflow and storage was 0.61.

남강댐 상류유역 수질관리를 위한 BMPs의 다목적 최적화 (Multi-objective Optimization of BMPs for Controlling Water Quality in Upper Basin of Namgang Dam)

  • 박윤경;이재관;김정숙;김상단
    • 한국물환경학회지
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    • 제34권6호
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    • pp.591-601
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    • 2018
  • Optimized BMP plans for controlling water quality using the Pareto trade-off surface curve in upper basin of Namgang Dam is proposed. The proposed alternatives consist of BMP installation scenarios in which the reduction efficiency of non-point pollutants is maximized in a given budget. The multi-objective optimization process for determining the optimal alternatives was performed without direct implementation of a watershed model such as SWAT analysis, thereby reducing the time taken. The shortening of the calculation time further enhances the applicability of the multi-objective optimization technique in preparing regional water quality management alternatives. In this study, different types of BMP are applied depending on the land use conditions. Fertilizer input control and vegetative filter strip are considered as alternatives to applying BMP to the field but only control of fertilizer input can be applied to rice paddies. Fertilizer input control and vegetative filter strip can be installed separately or simultaneously in a hydrologic response unit. Finally, 175 BMP application alternatives were developed for the water quality management of the upper river basin of Namgang dam. The proposed application alternative can be displayed on the map, which has the advantage of clearly defining the BMP installation location.

기계학습 Adaboost에 기초한 미세먼지 등급 지도 (Particulate Matter Rating Map based on Machine Learning with Adaboost Algorithm)

  • 정종철
    • 지적과 국토정보
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    • 제51권2호
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    • pp.141-150
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    • 2021
  • 미세먼지는 사람의 건강에 많은 영향을 미치는 물질로서 이와 관련하여 다양한 연구가 이루어지고 있다. 미세먼지의 인체 영향으로 인해 서울시 모니터링 네트워크에서 측정된 과거 데이터를 활용하여 미세먼지를 예측하려는 다양한 연구가 진행되고 있다. 본 연구는 2019년 5월 서울시의 미세먼지를 중점으로 진행하였으며, 학습에 사용한 변수는 SO2, CO, NO2, O3와 같은 대기오염물질 데이터를 활용하였다. 예측모델은 Adaboost에 기반하여 구축하였고, 훈련모델은 PM10과 PM2.5로 구분하였다. 에러 메트릭스를 통한 예측모델의 정확도 평가 결과로 Adaboost가 시도되었다. 대기오염물질은 초미세먼지와 더 높은 상관성을 보이는 것으로 나타났지만, 보다 효과적인 분포등급을 제시하기 위해서는 많은 양의 데이터를 학습하고, PM10과 PM2.5의 공간분포 등급을 효과적으로 예측하기 위해서 교통량 등의 추가적인 변수를 활용할 필요성이 있다고 판단된다.

무인항공기를 활용한 농촌 지역자원의 물리적 환경변화 분석연구 - 홍성군 갈산면 지역자원을 중심으로 - (A Study on the Changes in the Physical Environment of Resources in Rural Areas Using UAV -Focusing on Resources in Galsan-Myeon, Hongseong-gun-)

  • 안필균;김상범;조숙영;엄성준;김용균;조한솔
    • 한국농촌건축학회논문집
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    • 제23권4호
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    • pp.1-12
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    • 2021
  • Recently, the use of unmanned aerial vehicles (UAVs) is increasing in the field of land information acquisition and terrain exploration through high-altitude aerial photography. High-altitude aerial photography is suitable for large-scale geographic information collection, but has the disadvantage that it is difficult to accurately collect small-scale geographic information. Therefore, this study used low-altitude UAV to monitor changes in small rural spaces around rural resources, and the results are as follows. First, the low-altitude aerial imagery had a very high spatial resolution, so it was effective in reading and analyzing topographic features. Second, an area with a large number of aerial images and a complex topography had a large amount of point clouds to be extracted, and the number of point clouds affects the three-dimensional quality of rural space. Third, 3D mapping technology using point cloud is effective for monitoring rural space and rural resources because it enables observation and comparison of parts that cannot be read from general aerial images. In this study, the possibility of rural space analysis of low-altitude UAV was verified through aerial photography and analysis, and the effect of 3D mapping on rural space monitoring was visually analyzed. If data acquired by low-altitude UAV are used in various forms such as GIS analysis and topographic map production it is expected to be used as basic data for rural planning to maintain and preserve the rural environment.

농어촌 취약지역 접근성 변화에 따른 생활서비스와 공간구조 변화에 관한 연구 - 고흥군 사양도 사양마을 중심으로 - (A Study on the Change of Living Service and Spatial Structure according to the Change of Accessibility in Vulnerable Areas in Rural Areas - Focusing on Sayang Village, Goheung-gun -)

  • 김용균;김상범;김소라
    • 농촌계획
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    • 제29권4호
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    • pp.69-79
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    • 2023
  • This study investigated changes in the spatial structure of rural villages in Sayang Village, where accessibility restrictions to island areas were improved, and analyzed the spatial composition of houses according to changes in the living environment. First, despite the island's vulnerable transportation requirements being resolved by the completion of the land and bridge in 2018, the local economy continues to stagnate due to a vicious cycle of local living services and job losses. Second, when a survey of residents' changed living services was conducted through the continuation of the specification map, the scope of living areas was expanded by analyzing the frequency and place of visit of fresh food purchases, use of convenience facilities, and medical visits. Third, it is judged that the naturally formed village is composed of small roads to the inside of the village due to the disorganized street system and the form of walking instead of vehicles. Finally, as a result of analyzing the residential space of houses in fishing villages, the aging rate of houses over 30 years old was 62 (91.2%), and the average area of the first house space built was 65.2m2 to 14.1m2, an increase of 17.8% of the total area.

최저기온과 휴면심도 기반의 동해위험도를 활용한 'Campbell Early' 포도의 내동성 지도 제작 (Plant Hardiness Zone Mapping Based on a Combined Risk Analysis Using Dormancy Depth Index and Low Temperature Extremes - A Case Study with "Campbell Early" Grapevine -)

  • 정유란;김수옥;윤진일
    • 한국농림기상학회지
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    • 제10권4호
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    • pp.121-131
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    • 2008
  • 본 연구에서는 국가표준 시나리오 A1B와 A2 조건에서 예상되는 2071-2100 평년의 최저기온 예상도와, 휴면심도로부터 추정한 단기내동성 분포도에 근거하여, 남한 전역에 대해 사방 270m 간격으로 경관규모의 국지적인 동해위험 정도를 분석함으로써 현재 평년(1971-2000)에 비해 어떤 결과를 보일지 예측하고자 하였다. 실험에 필요한 270m 해상도의 일별 기온자료와 1월 최저기온자료는 농림수산식품부의 전자기후도 및 그 파생산물, 그리고 국립기상연구소의 기후시나리오자료를 이용하여 준비하였다. 대상작물로서 'Campbell Early' 포도를 선정하고 현재와 미래 평년에 대해 각각 휴면심도를 계산하여 비교한 결과, 단기내동성 유지면적(휴면심도 -150 이하)과 저온내습지역($-15^{\circ}$ 이하)은 두 가지 시나리오 모두 미래기후 조건에서 동시에 줄어들었다. 기온과 휴면심도 두 요인을 종합해 분석해보면 현재 평년에 비해 100년 후 미래 평년에 동해위험이 감소하는 지역은 증가하는 지역보다 더 늘어나므로 포도재배에 있어서 저온피해의 위협은 감소할 것이다. 하지만 피해율 30% 이하의 월동 안전지역의 면적이 현재 평년의 59%에서 미래에는 55% (A1B)${\sim}$63% (A2)로서 뚜렷이 증가하지 않으며, 피해율 70% 이상의 월동 위험지역의 면적은 오히려 현재 평년의 13%에서 미래에는 23% (A1B)${\sim}$25% (A2)로 크게 증가할 것으로 예측되었다. 본 연구에서 사용된 전자기후도에 근거한 동해위험도 분석기술은 국내 주요 과수품종에 적용할 수 있으므로 재배적지의 재배치 등 기후변화대과 수산업분야 적응전략 마련에 유용하게 쓰일 수 있을 것이다.

원격탐사자료를 바탕으로 인구밀도 분포 작성을 위한 하이브리드 대시메트릭 지도법 (A Hybrid Dasymetric Mapping for Population Density Surface using Remote Sensing Data)

  • 김화환;최진무
    • 대한지리학회지
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    • 제46권1호
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    • pp.67-80
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    • 2011
  • 단계구분도는 인구분포를 나타내기 위해 흔히 사용되는 방법으로 인구가 단위지역 내에 균등하게 존재함을 가정한다. 대시메트릭 지도제작법은 주거지역 정보를 통해 단계구분도보다 공간적으로 더 세밀한 인구분포를 작성할 수 있게 한다. 또한 피크노필랙틱 보간법은 단위지역 내 총인구를 유지하면서 주변지역의 인구를 고려하여 인구분포를 보간하는 방법으로 대시메트릭 지도제작법에 의한 인구분포를 연속적이고 부드럽게 하여 좀더 현실적인 인구분포도를 작성할 수 있게 한다. 따라서, 본 연구에서는 대시메트릭 지도제작법과 피크노필랙틱 보간법을 연계하는 방법을 제시하여 인구분포도의 정확도를 향상하고자 하였다. 제시한 방법을 적용하여 인구분포도를 작성하기 위해 1990년도 미국조지아주 Athens 시의 인구자료와 위성영상으로부터 추출된 주거지역 자료를 활용하였다. 결과를 검증하기 위해 인구분포도 작성에 활용된 공간단위보다 더 세밀한 공간단위의 인구자료를 활용하였으며 하이브리드 방법에 의해 높은 정확도를 확보할 수 있음을 확인하였다. 본 연구에서 제시한 하이브리드 대시메트릭에 의한 인구분포는 선거구, 학군, 분수계 등 각종 경계지역으로 변환이 용이해 다양한 응용분야에서 활용될 수 있을 것이다.

어류군집 특성과 하안형태복잡도와의 관계 (Relationship between fish assemblages community and Streamline complexity)

  • 김진아;이상우;황길순;김철구
    • 한국환경복원기술학회지
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    • 제15권2호
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    • pp.19-29
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    • 2012
  • Numerous studies suggested that fish assemblage structure reflects the status of stream ecosystems. The status of streams integrity, including various trophic levels, water quality and habitat degradation, can be assessed by fish assemblages. In this study, we investigated the relationships between fish assemblages and streamline geometry of streams. Previous studies suggested that geomorphologic parameter can be a critical factor of permeability between adjacent two systems. From a landscape ecological perspective, edges may partially control the flow rate of energy between two adjacent systems. Thus, the Streamline geometry can be a geomorphologic parameter that exhibits the integrity of stream. We selected the Nakdong river for study areas, which is one of major rivers and the longest (525 km) River in South Korea. We used the revised IBI representing overall ecological characteristics of Korean fish assemblages and eight sub-assessment criteria of IBI, collected from 82 sampling sites in the Nakdong River. For calculating the Streamline geometry, we measured fractal dimension index that generally used in biology, ecology and landscape ecology. We used the digital land-use/land-cover map and generated a 1-km buffer for each sampling site and refined the shape of the Streamlines. Pearson correlation analyses were performed between Streamline geometry and IBI and sub-assessment criteria of IBI. The results show that IBI and eight sub-assessments of fish are significantly correlated with geometry of Streamline. The fractal dimension of Streamline geometry were related with IBI (r = 0.48) and six sub-assessments of IBI, including total number of native fish and native species, the number of riffle benthic species, sensitive species, tolerant species and native insectivore. Especially, the number of tolerant species(r = -0.52) and native insectivore(r = 0.52) show strong correlation with geometry of Streamline. These results indicate that lower Streamline geometry can result in poor fish assemblages, while higher geometry of Streamline can enhance fish assemblages by potentially supplying insects and better habitat conditions. We expect the results of our study to be useful for stream restoration and management. However, we see the necessity of study investigating the mechanisms how Streamline geometry affect fish assemblages.

소형객체 변화탐지를 위한 화소기반 변화탐지기법의 성능 비교분석 (Comparison of Pixel-based Change Detection Methods for Detecting Changes on Small Objects)

  • 서정훈;박원규;김태정
    • 대한원격탐사학회지
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    • 제37권2호
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    • pp.177-198
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    • 2021
  • 변화탐지 연구는 주로 토지이용/피복의 변화, 재난/재해 피해지역과 같은 토지의 변화, 수역, 식생과 같은 특정 넓게 분포하는 객체의 변화에 대한 연구가 진행되어 왔다. 한편, 위성영상의 공간/시간 해상도가 지속적으로 향상됨에 따라 위성영상으로부터 선박, 차량과 같은 면적이 작은 객체의 변화탐지의 가능성이 높아지고 있다. 이러한 가능성을 확인하기 위하여 본 논문에서는 위성영상으로부터 소형객체 변화탐지를 수행하기 위해 기존 화소기반 변화탐지기법의 성능을 분석하였다. 10일 이내의 짧은 시기에서 촬영된 Kompsat 3A 위성영상 및 Google Earth 영상을 이용하여 대표적인 화소기반 변화탐지기법인 차분, 주성분 분석, MAD 및 IR-MAD을 적용하였다. 영상에서 관측 가능한 소형 객체 주변으로 변화/비변화 참조자료를 정의하고 각 기법을 적용하여 얻어진 변화탐지 결과영상과 참조자료를 비교하여 성능을 분석하였다. 성능분석 결과 실험에 사용한 모든 영상에서 MAD, IR-MAD 기법이 상대적으로 우수한 성능을 제공하였다. LULC, 식생변화 등 대규모 지역의 변화탐지에 우수한 성능을 보인 MAD, IR-MAD 기법이 소형객체의 변화탐지에도 적용될 수 있음을 확인할 수 있었다. 아울러 변화탐지 대상인 소형객체에 높은 반사율 특성을 가지는 분광밴드를 변화탐지를 위한 분석에 포함하는 것이 소형객체 변화탐지율을 높일 수 있었다.