• 제목/요약/키워드: Land coverage

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유·무인 항공영상을 이용한 심층학습 기반 녹피율 산정 (Derivation of Green Coverage Ratio Based on Deep Learning Using MAV and UAV Aerial Images)

  • 한승연;이임평
    • 대한원격탐사학회지
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    • 제37권6_1호
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    • pp.1757-1766
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    • 2021
  • 녹피율은 행정구역면적 대비 녹지가 피복된 면적의 비율로, 실질적인 도시녹화 지표로 활용되고 있다. 현재 녹피율은 토지피복지도를 기반하여 산출되는데, 토지피복지도의 낮은 공간해상도와 일정하지 않은 제작시기는 정확한 녹피율 산출과 정밀한 녹피분석을 어렵게 한다. 따라서 본 연구는 새로운 녹피율 산출방안으로 항공영상과 심층학습을 활용한 방안을 제안한다. 항공영상은 높은 해상도와 비교적 일정한 주기로 정밀한 분석을 가능하게 하며 심층 학습은 항공영상 내 녹지를 자동으로 탐지할 수 있다. 지자체는 매년 다양한 목적을 위해 유인항공영상을 취득하여 이를 활용해 신속하게 녹피율을 산출한다. 하지만 미리 취득된 유인항공영상은 취득 시기와 해상도, 센서와 같은 세부사항을 선택할 수 없어 정밀한 분석이 어려울 수 있다. 이러한 한계점은 다양한 센서의 탑재가 가능하고 낮은 고도의 비행으로 인해 고해상도 영상을 취득할 수 있는 무인항공기를 활용하여 보완될 수 있다. 이에 두 가지 항공영상으로부터 녹피율을 산출하였고 그 결과, 모든 녹지 유형으로 부터 높은 정확도로 녹피율을 산출할 수 있었다. 하지만 유인항공영상으로부터 산출된 녹피율은 복잡한 환경에서 한계가 있었다. 이를 보완하고자 활용한 무인항공영상은 복잡한 환경에서도 높은 정확도의 녹피율을 산출할 수 있었고 추가밴드 영상을 통해 더 정밀한 녹지 영역 탐지가 가능했다. 추후 기존 유인항공영상에 새로 취득한 무인항공영상을 보완적으로 사용해 녹피율을 효과적으로 산출할 수 있을 것이라 기대된다.

영산강·섬진강 수계 수변구역 매수토지의 관리 현황 및 개선 방안 - 순천시 지역을 중심으로 - (A Study on the Management and Improvement of Purchased Land in the Youngsan·Seomjin-River Riparian Area - Focusing on the Suncheon City Region -)

  • 변성수;이상혁
    • 한국환경복원기술학회지
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    • 제15권6호
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    • pp.69-77
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    • 2012
  • This study observes the purchased lands in riparian areas of Suncheon City region and proposes a reasonable management method. For the study, the site surveying and analysis on the neglected purchased lands is executed, then, based on the site analysis result, the appropriate management method for each neglected purchased land is established. Each management method is approached from the ecological restoration perspective. According to site surveying and analysis of the neglected purchased lands, most of the sites were bare and agricultural lands. The reason for this is thought to be as when purchasing a land, the areas with higher nonpoint source pollution are bought preferentially. As for the dominant species coverage, 26% ($364,000m^2$) of the total neglected purchased land area in Sucheon City was covered with the dominated species, and for the exotic species coverage, 17% ($232,000m^2$) of the total neglected purchased land area in Sucheon City was covered with the exotic species. The survey site constituted of five different invasive species such as Japanese Hop (Humulus japonicus), Daisy Fleabane (Erigeron annuus), and Evening Primrose (Oenothera odorata). As for the natural succession on site, about 47% of the area showed poor natural succession process. The reason for this outcome is understood as having a lack of appropriate management for purchased lands. Based on the site surveying and analysis, especially the current management state of the and its location, the research site was categorized into preservation, restoration, and improvement sites. During the establishment of the ecological riparian belt, the comprehensive management for preservation, restoration, and improvement of the purchased lands should be executed.

Analysis of factors affecting vegetation cover for stabilization of granite weathered soil forest road cut slopes

  • Seong-Man Kim;Sung-Min Choi;Ye Jun Choe;Yun-Jin Shim;Joon-Woo Lee
    • 농업과학연구
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    • 제49권4호
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    • pp.809-819
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    • 2022
  • This study was conducted to improve the stability of cut slopes of forest roads in granitic weathered soil areas. The study area is a national forest road (road length 28.48 km) in Pyeongchang-gun, Gangwon-do. After data collection, a statistical analysis was performed using IBM SPSS (Ver. 26.0). First, the correlation analysis showed that structure, slope position, soil erosion, slope, and aspect (N, S) were correlated with vegetation coverage (p < 0.05). Elapsed years, slope distance, and aspect (E, W) were found to have no correlation with vegetation coverage. (p > 0.05) Second, one-way ANOVA and Kruskal-Wallis test results showed that vegetation coverage was worse when the slope was located at the top or the middle of the slope than at the bottom of the slope. In addition, the site with sheathing and gabions showed good vegetation coverage when compared with the site without structures. In the case of soil erosion, areas with severe damage and moderate damage showed worse vegetation coverage. Therefore, it is necessary to strengthen the slope angle of the cut soil of the granitic weathered soil area from 1 : 0.5 - 1.2 to 1 : 0.8 - 1.5. In addition, structures such as sheathing and gabions should be installed on granitic weathered land.

토지피복도를 이용한 고라니의 서식지이용분석 (Habitat Use Pattern of Korean Waterdeer based on the Land Coverage Map)

  • 박효민;이상돈
    • 한국습지학회지
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    • 제15권4호
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    • pp.567-572
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    • 2013
  • 포유동물은 생태계에 중요한 역할을 담당하고 있으며 환경의 변화를 파악하기 위해서는 장기적인 연구가 필수이다. 고라니는 한국 고유종으로 풍부한 개체수가 존재하지만 고라니의 서식지의 생태적 특징과 행동권에 대한 자료가 부족하다 따라서 본 연구는 우리나라 고유종인 고라니의 행동연구를 위해 GPS 장치를 부착하였다. 연구 결과 주간활동이 야간보다 서식반경이 큰 것으로 나타났으며, 봄철이 겨울철 및 다른 계절보다 월등하게 큰 것으로 나타났다, 고라니의 대부분 토지이용은 산림 및 습지와 농경지인 것으로 나타났다. 본 연구는 고라니의 서식지 행동을 측정함으로써 행동생태학에 대한 중요성을 알 수 있었다. 또한 환경변화에 따른 포유류의 행동반경의 변화를 연구하기 위해서 후속적인 연구가 필요할 것이다.

산지소유역에서 임지이용이 토사유출에 미치는 영향 (Effect of Forest Land Use on Soil Runoff in Small Watershed)

  • 마호섭;강원석;강은민
    • 한국산림과학회지
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    • 제101권2호
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    • pp.220-225
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    • 2012
  • 산지소유역에 있어서 밤나무림, 소나무림, 개벌조림지로 이용되고 있는 산림을 대상으로 임분별 유출토사량과 토사유출에 영향을 미치는 인자를 구명하기 위하여 분석한 결과를 요약하면 다음과 같다. 임분별 유출토사량 변화를 살펴보면 개벌조림지, 밤나무림, 소나무림 순으로 나타나 임분별 차이를 알 수 있었다. 임분별 유출토사량과 누적강우량간 선형회귀식의 설명력($R^2$)은 밤나무림 70%, 소나무림 60%, 개벌조림지 60%로서 비교적 높게 나타났다. 임분별 유출토사량과 환경인자간의 상관성을 분석한 결과 경사, 임상, 토양경도, 유역면적, 유로길이는 유의수준 1%, 누적강우량은 유의수준 5%에서 정의 상관관계가 나타났고, 피복율은 유의수준 1%에서 부의 상관관계를 나타내었다. 산지소유역에서 임지이용에 따른 유출토사량의 발생에 많은 영향을 미치는 인자는 피복율, 누적강우량 및 임상의 순으로 나타났으며, 다중회귀식은 Y = 31.250 - 1.140(피복율) + 0.413(누적강우량) + 20.829(임상)으로 추정되었다. 산림지역에 있어서 유출토사량의 증가는 하류의 하천 및 호소의 수질 등 계류생태계에 많은 영향을 미치므로 사방조림과 사방댐 및 골막이 등 적절한 사방구조물 도입을 통한 토사유실 방지 대책이 필요하다.

A Study on the Birth of a Holy Land and the Role of Local Residents: The failure to establish a memorial facility for the victims of the Kyoto Animation's arson attack in 2019

  • Lee, Jeonghoon
    • Journal of East-Asian Urban History
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    • 제2권2호
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    • pp.272-296
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    • 2020
  • The study will first pay attention to the conflict between Kyoto Animation Co. and residents over establishing memorial facilities after the "Kyoto Animation 1st Studio arson and Murder Incident," which occurred in Kyoto, Japan on the morning of July 18, 2019. And through on-site coverage and review of related TV program "Summer of Prayer, Voice of the Holy Land" aired by Mainichi Broadcasting System on August 17, 2019. We reviewed what this conflict means by Japanese animation fans to set a "Holy Land" of specific regions and the resulting content tourism business model. The conflict between Kyoto Animation Co. and the residents resulted in a lengthy confrontation which did not get solved until late July 2020. It proves the cooperation of residents is essential for the success of content tourism, especially the cooperation model for development of Holy Land.

농업기계(農業機械) 공동이용(共同利用)시스템의 적정기계화(適正機械化) 수준(水準) (Optimum Level of Farm Machinery Ownership for Cooperative Farm Machinery Utilization System)

  • 유수남;서상룡;최영수;박준걸;박승제
    • Journal of Biosystems Engineering
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    • 제10권2호
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    • pp.27-35
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    • 1985
  • This study was carried out to determine the optimum size and number of farm machines for various sizes of land coverage of the cooperative farm machinery utilization systems in Korea-namely Saemaul Mechanized Farming Group (SMFG). Fifty-one SMFG were selected from 8 counties in Chonnam province, and ownership, operation and management of farm machinery were surveyed. Annual covered area, cost and the break-even-point area of farm machinery were analyzed on the bases of the surveyed data and the present governmental subsidy policy, and then the optimum level of farm machinery ownership was determined. The results are summarized as follows: 1. The break-even-point areas of the tractors of 22-23ps, 28ps and 47-50ps were estimated as 12.1ha, 15.3ha and 21.6ha, respectively. The optimum size of a tractor for land sizes of 10-20ha, 20-30ha, and 30-40ha were estimated as 22-23ps, 28ps, and 47-50ps, respectively. 2. The break-even-point area of a rice transplanter was estimated as 3.3ha. The optimum numbers of rice transplanter for land sizes of 10-20ha, 20-30ha, and 30-40ha were estimated as 2,3, and 4, respectively. 3. The break-even-point areas of a speed sprayer (attached on power tiller) and a power sprayer were estimated as 114.6ha and 15.3ha, respectively. The optimum numbers of power sprayer for land sizes of 10-20ha, 20-30ha, and 30-40ha were estimated as 2,3 and 4, respectively. A speed sprayer is desirable for an area of more than 30ha coverage. 4. The break-even-point area of a combine was estimated as 10.7ha. The optimum numbers of combine for land sizes of 10-20ha, 20-30ha, and 30-40ha were estimated as 1,2, and 3, respectively.

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녹지의 규모와 기온저감효과와의 관련성에 관한 연구 (A Study on the Relation between Scale of Green Spaces and Decreasing Air Temperature)

  • 윤용한;배병호
    • 환경생물
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    • 제20권1호
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    • pp.10-19
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    • 2002
  • 녹지의 규모와 녹지내외의 기온저감효과와의 관련성을 명확히 밝히는 것을 목적으로 규모가 서로 다른 4개의 녹지를 대상으로 기온분포를 관측하였다. 그 데이터를 근거로 녹지내외의 기온분포, 녹지주변의 기온저감효과와 그 영향범위, 녹지내의 기온저감효과와 그 강도 및 토지피복비율과 기온, 그리고 녹지의 규모와 기온저감효과와의 관련성을 회귀분석 등에 의해 해석하였다. 그 결과, 토지피복현황의 차이가 기온변화에 영향을 미치고 있는 것을 알았다. 풍상과 풍하쪽의 기온저감효과의 영향범위를 비교하면, 풍하쪽에는 저온역이 형성되었고, 그 효과는 녹지의 규모가 크면 클수록 기온저감효과의 영향범위가 확대되었다. 더욱이 녹지내외의 기온저감효과는 녹지의 규모와 거의 비례하는 경향을 보였다

Downscaling of MODIS Land Surface Temperature to LANDSAT Scale Using Multi-layer Perceptron

  • Choe, Yu-Jeong;Yom, Jae-Hong
    • 한국측량학회지
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    • 제35권4호
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    • pp.313-318
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    • 2017
  • Land surface temperature is essential for monitoring abnormal climate phenomena such as UHI (Urban Heat Islands), and for modeling weather patterns. However, the quality of surface temperature obtained from the optical space imagery is affected by many factors such as, revisit period of the satellite, instance of capture, spatial resolution, and cloud coverage. Landsat 8 imagery, often used to obtain surface temperatures, has a high resolution of 30 meters (100 meters rearranged to 30 meters) and a revisit frequency of 16 days. On the contrary, MODIS imagery can be acquired daily with a spatial resolution of about 1 kilometer. Many past attempts have been made using both Landsat and MODIS imagery to complement each other to produce an imagery of improved temporal and spatial resolution. This paper applied machine learning methods and performed downscaling which can obtain daily based land surface temperature imagery of 30 meters.

Adaptive Contrast Stretching for Land Observation in Cloudy Low Resolution Satellite Imagery

  • Lee, Hwa-Seon;Lee, Kyu-Sung
    • 대한원격탐사학회지
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    • 제28권3호
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    • pp.287-296
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    • 2012
  • Although low spatial resolution satellite images like MODIS and GOCI can be important to observe land surface, it is often difficult to visually interpret the imagery because of the low contrast by prevailing cloud covers. We proposed a simple and adaptive stretching algorithm to enhance image contrast over land areas in cloudy images. The proposed method is basically a linear algorithm that stretches only non-cloud pixels. The adaptive linear stretch method uses two values: the low limit (L) from image statistics and upper limit (U) from low boundary value of cloud pixels. The cloud pixel value was automatically determined by pre-developed empirical function for each spectral band. We used MODIS and GOCI images having various types of cloud distributions and coverage. The adaptive contrast stretching method was evaluated by both visual interpretation and statistical distribution of displayed brightness values.