• Title/Summary/Keyword: Digital Map System

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Aerial Scene Labeling Based on Convolutional Neural Networks (Convolutional Neural Networks기반 항공영상 영역분할 및 분류)

  • Na, Jong-Pil;Hwang, Seung-Jun;Park, Seung-Je;Baek, Joong-Hwan
    • Journal of Advanced Navigation Technology
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    • v.19 no.6
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    • pp.484-491
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    • 2015
  • Aerial scene is greatly increased by the introduction and supply of the image due to the growth of digital optical imaging technology and development of the UAV. It has been used as the extraction of ground properties, classification, change detection, image fusion and mapping based on the aerial image. In particular, in the image analysis and utilization of deep learning algorithm it has shown a new paradigm to overcome the limitation of the field of pattern recognition. This paper presents the possibility to apply a more wide range and various fields through the segmentation and classification of aerial scene based on the Deep learning(ConvNet). We build 4-classes image database consists of Road, Building, Yard, Forest total 3000. Each of the classes has a certain pattern, the results with feature vector map come out differently. Our system consists of feature extraction, classification and training. Feature extraction is built up of two layers based on ConvNet. And then, it is classified by using the Multilayer perceptron and Logistic regression, the algorithm as a classification process.

A study on Watershed Model for Predicting the Runoff Characteristics of Urban Area (도시 지역의 유출량 변화 예측을 위한 유역 모델 연구)

  • Lee, Hye-Won
    • Journal of Korean Society of Environmental Engineers
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    • v.31 no.12
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    • pp.1089-1094
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    • 2009
  • The SWMM (Storm Water Management Model) was applied to Princeton University campus, USA to predict the change of the runoff characteristics. Topography and infra structure of urban area are used in detail and watershed is made as form of regular square to improve the efficiency of data. Princeton campus was divided into 131 sub-basins and model input parameters were obtained from DEM (Digital Elevation Model), land use type, and campus management map, etc.. The model was validated based on the measured meteorological data. The validated model was used to analyze the change of the runoff characteristics according to urbanization, which are two different scenarios: 50% and 100% increase of impervious area. The increase of impervious area causes the increase of runoff, especially in the first-flush.

An Uncertainty Analysis of Topographical Factors in Paddy Field Classification Using a Time-series MODIS (시계열 MODIS 영상을 이용한 논 분류와 지형학적 인자에 따른 불확실성 분석)

  • Yoon, Sung-Han;Choi, Jin-Yong;Yoo, Seung-Hwan;Jang, Min-Won
    • Journal of The Korean Society of Agricultural Engineers
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    • v.49 no.5
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    • pp.67-77
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    • 2007
  • The images of MODerate resolution Imaging Spectroradiometer (MODIS) that provide wider swath and shorter revisit frequency than Land Satellite (Landsat) and Satellite Pour I' Observation de la Terre (SPOT) has been used fer land cover classification with better spatial resolution than National Oceanic and Atmosphere Administration/Advanced Very High Resolution Radiometer (NOAA/AVHRR)'s images. Due to the advantages of MODIS, several researches have conducted, however the results for the land cover classification using MODIS images have less accuracy of classification in small areas because of low spatial resolution. In this study, uncertainty of paddy fields classification using MODIS images was conducted in the region of Gyeonggi-do and the relation between this uncertainty of estimating paddy fields and topographical factors was also explained. The accuracy of classified paddy fields was compared with the land cover map of Environmental Geographic Information System (EGIS) in 2001 classified using Landsat images. Uncertainty of paddy fields classification was analyzed about the elevation and slope from the 30m resolution Digital Elevation Model (DEM) provided in EGIS. As a result of paddy classification, user's accuracy was about 41.5% and producer's accuracy was 57.6%. About 59% extracted paddy fields represented over 50 uncertainty in one hundred scale and about 18% extracted paddy fields showed 100 uncertainty. It is considered that several land covers mixed in a MODIS pixel influenced on extracted results and most classified paddy fields were distributed through elevation I, II and slope A region.

Estimation of Carbon Absorption Distribution by Land Use Changes using RS/GIS Method in Green Land (RS/GIS를 이용한 토지이용변화에 의한 녹지의 이산화탄소 (CO2) 흡착량 분포 추정)

  • Na, Sang-Il;Park, Jong-Hwa;Park, Jin-Ki
    • Journal of The Korean Society of Agricultural Engineers
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    • v.52 no.3
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    • pp.39-45
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    • 2010
  • Quantification of carbon absorption and understanding the human induced land use changes (LUC) forms one of the major study with respect to global climatic changes. An attempt study has been made to quantify the carbon absorption by LUC through remote sensing technology. The Landsat imagery four time periods was classified with the hybrid classification method in order to quantify carbon absorption by LUC. Thereafter, for estimating the amount of carbon absorption, the stand biomass of forest was estimated with the total weight, which was the sum of individual tree weight. Individual tree volumes could be estimated with the crown width extracted from digital forest cover type map. In particular, the carbon conversion index and the ratio of the $CO_2$ molecular weight to the C atomic weight, reported in the IPCC guideline, was used to convert the stand biomass into the amount of carbon absorption. Total carbon absorption has been modeled by taking areal estimates of LUC of four time periods and carbon factors for land use type and standing biomass. Results of this study, through LUC suggests that over a period of construction, 7.10 % of forest and 9.43 % of barren were converted into urban. In the conversion process, there has been a loss of 6.66 t/ha/y (7.94 %) of carbon absorption from the study area.

Topographic Mapping using SAR Interferometry Method (레이다 간섭기법(SAR Interferometry)을 이용한 지형도 제작)

  • Jeong, Do-Chan;Kim, Byung-Guk
    • 한국공간정보시스템학회:학술대회논문집
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    • 2000.06a
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    • pp.67-76
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    • 2000
  • Recently, SAR Interferometry method is actively being studied as a new technic in topographic mapping using satellite imageries. it extract height values using two SAR imageries covering same areas. Unlike when using SPOT imageries, it isn't affected by atmospheric conditions and time. But it is difficult to process radar imageries and the height accuracy is very low where relief displacements are high. In this study, we produced DEM(Digital Elevation Model) using ERS-1, ERS-2 tandem data and analysed the height accuracy over 14 ground control points. The mean error in height was 14.06m. But when using airborne SAR data, it Is expected that we can produce more accurate DEM which will be able to ue used in updating 1/10,000 or 1/25,000 map.

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Agroclimatic Maps Augmented by a GIS Technology (디지털 농업기후도 해설)

  • Yun, Jin-I.
    • Korean Journal of Agricultural and Forest Meteorology
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    • v.12 no.1
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    • pp.63-73
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    • 2010
  • A comprehensive mapping project for agroclimatic zoning in South Korea will end by April 2010, which has required 4 years, a billion won (ca. 0.9 million US dollars) and 22 experts from 7 institutions to complete it. The map database from this project may be categorized into primary, secondary and analytical products. The primary products are called "high definition" digital climate maps (HD-DCMs) and available through the state of the art techniques in geospatial climatology. For example, daily minimum temperature surfaces were prepared by combining the climatic normals (1971-2000 and 1981-2008) of synoptic observations with the simulated thermodynamic nature of cold air by using the raster GIS and microwave temperature profiling which can quantify effects of cold air drainage on local temperature. The spatial resolution of the gridded climate data is 30m for temperature and solar irradiance, and 270m for precipitation. The secondary products are climatic indices produced by statistical analysis of the primary products and includes extremes, sums, and probabilities of climatic events relevant to farming activities at a given grid cell. The analytical products were prepared by driving agronomic models with the HD-DCMs and dates of full bloom, the risk of freezing damage, and the fruit quality are among the examples. Because the spatial resolution of local climate information for agronomic practices exceeds the current weather service scale, HD-DCMs and the value-added products are expected to supplement the insufficient spatial resolution of official climatology. In this lecture, state of the art techniques embedded in the products, how to combine the techniques with the existing geospatial information, and agroclimatic zoning for major crops and fruits in South Korea will be provided.

Prediction of Slope Hazard Probability around Express Way using Decision Tree Model (의사결정나무모형을 이용한 고속도로 주변 급경사지재해 발생가능성 예측)

  • Kim, Chan-Kee;Bak, Gueon Jun;Kim, Joong Chul;Song, Young-Suk;Yun, Jung-Mann
    • Journal of the Korean Geosynthetics Society
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    • v.12 no.2
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    • pp.67-74
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    • 2013
  • In this study, the prediction of slope hazard probability was performed to the study area located in Hadae-ri, Woochun-myeon, Hoengsung-gun, Gangwon Province around Youngdong express way using the computer program SHAPP ver 1.0 developed by a decision tree model. The soil samples were collected at total 10 points, and soil tests were performed to measure soil properties. The thematic maps of soil properties such as coefficient of permeability and void ratio were made on the basis of soil test results. The slope angle analysis of topography was performed using a digital map. As the prediction result of slope hazard probability, 2,120 cells among total 27,776 cells were predicted to be in the event of slope hazards. Therefore, the predicted area of occurring slope hazards may be $53,000m^2$ because the analyzed cell size was $5m{\times}5m$.

Landform and Environment in Border Region of N. Korea and China (북중 접경 지역의 지형과 환경)

  • Lee, Min-Boo;Kim, Nam-Shin;Cho, Yong-Chan;Cha, Jin-Yeol
    • Journal of the Korean Geographical Society
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    • v.51 no.6
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    • pp.761-777
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    • 2016
  • This study is to suggest landform and environmental problems of border region of N. Korea and China by analyzing results of field work for the Dumangang and the Amnokgang from year 2000 up to year 2016. By the social system in North korea, access of study material is possible with satellite image and published statistical data, but impossible direct data collection. We gathered field work data on landform and environment in border Region of N. Korea and China. Before field survey, we analysed geometrical landform and geology using DEM and digital geology map. We analyzed landform and environmental problems occurring in upper, midstream, and downstream region of the Dumangang and the Amnokgang using field work data. Resultingly, this study will be expected to support as basic data for resonable management on natural resources and empirical research activities on North Korea.

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Extracting Damage Information from Torrential Rainfall using Airphotos and Spatial Data (항공사진과 공간자료를 이용한 집중호우로 인한 피해정보 추출 방법에 관한 연구)

  • Nam, Gi-Beom;Kim, Kye-Hyun;Seo, Jung-Taek
    • Spatial Information Research
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    • v.18 no.2
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    • pp.35-44
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    • 2010
  • This research intended to estimate the damage information from torrential rainfalls using airphotos and spatial data which have been rapidly increasing their applicability recently. The study area was Bonghwagun of Gyungsangbukdo where the large amount of damages were occurred from torrential rainfall in July, 2008. For this study, the database was constructed for the study area by collecting usable data. The interpretable items from the airphotos of 40cm spatial resolution were selected. Also, the useful GIS layers such as road were selected in the digital map to extract the damage information more accurately and rapidly. The damaged area was easily identified through the comparison of pre- and post-disaster airphotos. The recovery cost was estimated by applying unit cost to the damaged area. GIS's overlay function was used to extract the damage information of for individual items damaged. The method for extracting damages information using GIS and airphotos could be more efficient and cost effective in case of relatively wide and unapproachable damaged areas. It is also expected that the method using high resolution imagery would lead to minimize the secondary damages as well since it can facilitate the damage estimation within short period of time thereby supporting early securing budget for recovery.

A Study of Public Records Management Act: Legal Status of the National Archives of Korea and Right to Know (『공공기록물 관리에 관한 법률』의 제정 의의와 개선방안 - 국가기록원의 위상과 국민의 알권리를 중심으로 -)

  • Kim, You-Seung
    • Journal of Korean Society of Archives and Records Management
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    • v.8 no.1
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    • pp.5-25
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    • 2008
  • This article reviews the current Public Records Management Act which revised in October 2006 and put in force in April 2007. Since Public Records Management Act has been enacted in 1999, the external development of record management is significant. The Road Map for Record Management Reform in 2005 and the Information Strategy Project in 2006 are prime examples. However, our legal system concerning record management is still posing a number of problems, ranging from issues about objects and definitions of record management to issues of access. These issues have been subject to serious critics from various stakeholders, including civil organizations and academics. The article analyses a legal status of the National Archives of Korea and issues concerning access to current and archival records. As a result of the discussion, the article provides alternative plans.