• Title/Summary/Keyword: land classification

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An Assessment of Environmental Changes in an Alluvial Low Land Using Multitemporal Landsat TM Data

  • M.A., Mohammed Aslam;Harada, I.;Kondoh, A.;;Y, Shen;Tj, Ferry L.
    • Proceedings of the KSRS Conference
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    • 2003.11a
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    • pp.712-714
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    • 2003
  • The modifications taking place within the alluvial plains impart a larger extent of disturbances to hydrologic systems. The objective of the present investigation is to detect the sensitivity of multi-temporal image data from Landsat TM (Thematic Mapper) for finding out the land-cover/land-use changes associated with alluvial low land. The eastern coast of Chiba Prefecture, Japan, forms a very important geographic unit owing to the existence of a unique alluvial landform. The alluvial plain occupied in the study area is widely known as 'Kujukuri Plain'. The TM images have been classified by means of maximum likelihood supervised classifier and the extent of changes has been estimated.

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A study on Comparison of Surface Wave Tests for Soil Classification (지반분류를 위한 표면파 시험법의 비교 연구)

  • Jung, Jong-Suk;Park, Jong-Bae;Park, Yong-Boo;Sim, Young-Jong
    • Proceedings of the Korean Geotechical Society Conference
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    • 2010.03a
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    • pp.1000-1005
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    • 2010
  • 국내에 대표적인 표면파 탐사법인 MASW, SASW, HWAW를 비교한 결과에 따르면, 세기법들의 결과가 매우 유사하게 도출되는 것을 확인할 수 있었으나, 각 현장별로 획득한 탐사심도의 차이가 존재하였다. 넓은 시험 측선을 필요로 하는 SASW 및 MASW 기법의 경우 현장 상황 및 조건에 따라 15m 정도의 얕은 심도의 물성만을 획득하였다. 표면파 기법은 토사층에서는 매우 신뢰성있는 결과를 도출하였으며 2차원 영상화를 통한 넓은 영역의 물성치를 빠르고 경제적으로 획득할 수 있는 장점이 있다. 현재 지반조사 시 소수의 시추자료를 이용하여 부지의 특성을 파악하기 때문에 시추공간 물성치 및 지반구조에 대해서 확실한 파악이 이뤄지지 않고 있기 때문에 표면파 기법은 토사층의 물성산출 뿐만 아니라 시추공탐사법을 보완하여 시추공간 물성변화를 파악하는 유용한 시험법이라고 판단된다.

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Surface Feature Detection Using Multi-temporal SAR Interferometric Data

  • Liao, Jingjuan;Guo, Huadong;Shao, Yun
    • Proceedings of the KSRS Conference
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    • 2003.11a
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    • pp.1346-1348
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    • 2003
  • In this paper, the interferometric coherence was estimated and the amplitude intensity was extracted using the repeat-pass interferometric data, acquired by European Remote Sensing Satellite 1 and 2. Then discrimination and classification of surface land types in Zhangjiakou test site, Hebei Province were carried out based on the coherence estimation and the intensity extraction. Seven types of land were discriminated and classified, including in two different types of meadows, woodland, dry land, grassland, steppe and water body. The backscatter and coherence characteristics of these land types on the multi-temporal images were analyzed, and the change of surface features with time series was also discussed.

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Classification of satellite image using pyramid structure and texture features (계층 구조와 텍스쳐 특징을 이용한 위성 영상의 분류)

  • Um, Gi-Mun;Kim, Jeong-Ho;Kim, Jeong-Kee;Lee, Kwae-Hi
    • Proceedings of the KIEE Conference
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    • 1992.07a
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    • pp.449-452
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    • 1992
  • Before performing an adaptive stereo matching using satellite images, classification is needed as a preprocessing step. This paper describes that classification of three land cover types : river, mountain, and agricultural fields. We proposed that classification algorithm using pyramid structure and texture features. Results of applying the proposed algorithm to satellite image improved classification accuracy.

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Study on Usability of Cave Type Classification using Cluster Analysis (군집분석을 이용한 동굴 유형분류의 유용성에 관한 연구)

  • Hong, Hyun-Cheol
    • Journal of the Speleological Society of Korea
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    • no.84
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    • pp.1-9
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    • 2008
  • Since the existing cave type classification has no variety but was limited to the structural, genetical and dimensional classification, we need the new cave type classification. When we analyze the theoretical background of cluster analysis, the cave type can be classified in consideration of diverse variables depending on the selection of variables to use and the usability of such classification is very high. With the practical consideration on the internal environment of cave and surrounding environment, three classifications are available; first, numerical classification by the dimension and form of cave; second, classification by the use of land out of the cave and geographic features; third, classification by the feature of location related to the surrounding areas of cave.

Land Cover Classification of High-Spatial Resolution Imagery using Fixed-Wing UAV (고정익 UAV를 이용한 고해상도 영상의 토지피복분류)

  • Yang, Sung-Ryong;Lee, Hak-Sool
    • Journal of the Society of Disaster Information
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    • v.14 no.4
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    • pp.501-509
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    • 2018
  • Purpose: UAV-based photo measurements are being researched using UAVs in the space information field as they are not only cost-effective compared to conventional aerial imaging but also easy to obtain high-resolution data on desired time and location. In this study, the UAV-based high-resolution images were used to perform the land cover classification. Method: RGB cameras were used to obtain high-resolution images, and in addition, multi-distribution cameras were used to photograph the same regions in order to accurately classify the feeding areas. Finally, Land cover classification was carried out for a total of seven classes using created ortho image by RGB and multispectral camera, DSM(Digital Surface Model), NDVI(Normalized Difference Vegetation Index), GLCM(Gray-Level Co-occurrence Matrix) using RF (Random Forest), a representative supervisory classification system. Results: To assess the accuracy of the classification, an accuracy assessment based on the error matrix was conducted, and the accuracy assessment results were verified that the proposed method could effectively classify classes in the region by comparing with the supervisory results using RGB images only. Conclusion: In case of adding orthoimage, multispectral image, NDVI and GLCM proposed in this study, accuracy was higher than that of conventional orthoimage. Future research will attempt to improve classification accuracy through the development of additional input data.

Stream Classification Based on the Ecological Characteristics for Effective Stream Management - In the Case of Nakdong River - (효율적인 하천관리를 위한 하천생태 특성을 고려한 유형 분류 - 낙동강수계를 대상으로 -)

  • Lee, Yoo-Kyoung;Lee, Sang-Woo
    • Journal of the Korean Society of Environmental Restoration Technology
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    • v.15 no.5
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    • pp.103-114
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    • 2012
  • The purpose of this research is classifying stream into different types depending on various factor from the perspective of stream corridor restoration and using it as basic data, which are used to consider efficient management and planning for the healthy stream according to the characteristic by types. In this study, 130 points of location of the Nakdong river basin which consist of various geographic factors have been chosen and hierarchical cluster analysis has been carried out in these points by using biological and physiochemical factors whose health can be considered to be predicted and evaluated. As a result of cluster analysis, there were three divided types. Type A whose biology and water quality are considered the best was the highest in forest area percentage so that it was classified into natural stream. Type B was classified into a rural region stream with a mixture of urban and agricultural region. Type C, with the most damaged water quality and biology health had the most urban region surface area and was named as urban region stream. Moreover, an overall restoration strategy according to characteristic by stream types was set. By the results of correlation analysis on factors, water quality showed a high correlation with biological properties and was affected by surrounding land usage. In evaluation of streams, it proves the need to consider not only other habitat's geographical and biological factors but also the water quality and land usage factors. There needs to be further research on stream ecosystem functionality factors and structural aspects by using a more objective and total evaluation result in selecting additional index and various other specific classification methods by stream types and its restoration strategies.

A Spatial Change Analysis of Water Quality Pollutant using GIS and Satellite Image (GIS와 위성영상을 이용한 수질 오염인자의 공간 변화 분석)

  • Jo, Myung-Hee;Kwon, Bong-Kyum;Bu, Ki-Dong
    • Journal of the Korean Association of Geographic Information Studies
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    • v.2 no.3
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    • pp.60-70
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    • 1999
  • The purpose of this study is to analyze the spatial change of water quality pollutant in the upper-stream of Kumho River basin. For this purpose, it compared with ground survey data of water quality measurement, using GIS and Landsat TM image, and then constructed a database of water quality pollutants in the watershed by Arc/Info. Also the land cover classification maps of 1985 and 1997 were prepared using maximum likelihood classification. This study detected and analysed the classified images to produce the area of land cover change per sub-basin. In addition, choropleth maps were prepared with spatial change value of water quality pollutants, and overlay analysis was carried out with weight score for each layer. The results of this study revealed that population, animals and fruit orchards were main factors in the spatial change of water pollution of Kumho River basin. The Comparision of pollutions by sub-basins showed a high pollution value in Daechang-chun and Omok -chun stream which follows through the urban area.

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Comparative Analysis of Land-use thematic GIS layers and Multi-resolution Image Classification Results by using LANDSAT 7 ETM+ and KOMPSAT EOC image (Landsat 7 ETM+와 KOMPSAT EOC 영상 자료를 이용한 다중 분해능 영상 분류결과와 토지이용현황 주제도 대비 분석)

  • 이기원;유영철;송무영;사공호상
    • Spatial Information Research
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    • v.10 no.2
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    • pp.331-343
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    • 2002
  • Recently, as various fields of applications using space-borne imagery have been emphasized, interests on integrated analysis or fusion using multi-sources are also increasing. In this study, to investigate applicability of multiple imageries for further regional-scaled application, DN value analysis and multi-resolution classification by using KOMPSAT EOC imagery and Landsat 7 ETM+image data in the Namyangju-city area were performed, and then this classified results were compared to land-use thematic data at the same area. In case of classified results by using muff-resolution image data, it is shown that linear-type features can be easily extracted. furthermore, it is expected that multi-resolution classified image can be effectively utilized to urban environment analysis, according to results of similar pattern by comparative study based on multi-buffered zone analysis or so-called distance analysis along main road features in the study area.

Estimation of Flow Loads for Landcover Using HyGIS-SWAT (HyGIS-SWAT을 이용한 토지피복도에 따른 유출부하 평가)

  • Kim, Joo-Hun;Kim, Kyung-Tak
    • Journal of the Korean Association of Geographic Information Studies
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    • v.14 no.2
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    • pp.28-39
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    • 2011
  • This study estimates the characteristics of flow loads by classification items of the Ministry of Environment and by land cover change using HyGIS-SWAT. The result of analyzing the land cover change using the classification items shows that the urban area and the farmland area in Mishim-cheon and Gap-cheon are expanding while the forest area is decreasing. The result of analyzing the characteristics of classification items shows that peak discharge increases and total yearly discharge decreases in Mushim-cheon. The result of analyzing the characteristics by data-construction period shows that peak discharge decreases but total discharge increases in Gap-cheon. Three land cover change scenarios are applicable to the expansion of urban area and farmland area. According to the result of application, urbanization influences and Farmland area expansion influences increase peak discharge, total yearly discharge and sediment concentration.