• 제목/요약/키워드: water bodies

검색결과 597건 처리시간 0.028초

Sentinel-1 SAR 영상을 활용한 국내 내륙 수체 학습 데이터셋 구축 및 알고리즘 적용 연구 (A Study of Development and Application of an Inland Water Body Training Dataset Using Sentinel-1 SAR Images in Korea)

  • 이어루;정형섭
    • 대한원격탐사학회지
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    • 제39권6_1호
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    • pp.1371-1388
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    • 2023
  • 지구온난화로 인해 촉발된 기후변화가 홍수와 같은 수재해의 빈도와 규모를 증가시키며 국내 또한 장마와 집중호우로 인한 수재해가 증가하는 추세를 보인다. 이에 광범위한 수재해에 대해 효과적인 대응 및 기후 변화에 따른 선제적 대처가 필수적이며 이는 위성레이더 영상을 통해 가능하다. 본 연구에서는 Sentinel-1 위성 레이더 영상으로부터 국내 수체의 특성을 반영하기 위해 한강권역과 낙동강 권역의 일부 수체 영역에 대해 수체 학습 데이터셋 1,423장을 구축하였다. 정밀한 데이터 어노테이션(Annotation)을 위해 다양한 상황에 따른 구축 기준 문서를 작성한 뒤 진행하였다. 구축이 완료된 데이터셋을 딥러닝 모델 중 U-Net에 적용하여 수체 탐지 결과를 분석하였다. 최종적으로 학습된 모델을 학습과에 활용되지 않은 수체 영역에 적용하여 결과를 분석함으로써 전 국토 수체 모니터링의 가능성을 확인하였다. 분석 결과 구축된 수체 영역의 대해서는 F1-Score 0.987, Intersection over Union (IoU) 0.955의 높은 정확도로 수체를 탐지할 수 있었으며, 학습 및 평가에 활용되지 않은 다른 국내 수체 영역에 대해서도 동일하게 F1-Score 0.941, IoU 0.89의 높은 수체 탐지 결과를 나타냈다. 두 결과 모두 전반적으로 일부 그림자 영역과 폭이 좁은 하천에서 오류가 관찰되었으나, 그 외에는 정밀하게 수체를 탐지하였다. 이러한 연구 결과는 수재해 피해 규모 및 수자원 변화 모니터링에 중요한 기여를 할 것으로 기대된다. 추후 연구에서는 보다 다양한 수체 특성을 가진 데이터셋을 추가 구축한다면 오분류한 영역을 개선할 수 있을 것으로 기대되며, 전 국토의 수체를 효율적으로 관리 및 모니터링하는데 활용될 것으로 사료된다.

망태버섯 추출물의 항산화, 베타글루칸 및 아미노산 함량 분석 (Analysis of antioxidant activities, β-glucan, and amino acid contents of Phallus indusiatus)

  • 안기홍;조재한;한재구
    • 한국버섯학회지
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    • 제18권1호
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    • pp.37-44
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    • 2020
  • 본 연구는 망태버섯의 성숙한 자실체(fruiting body)와 균모와 자루가 돌출하기 전의 에그(egg)에 함유된 생리활성 성분 중에서 항산화 활성과 베타글루칸 함량, 아미노산 성분함량의 차이를 알아보기 위하여 건조방법 별로 열풍 건조한 시료와 동결 건조한 시료의 열수추출물을 이용하여 실험을 수행하였다. 망태버섯의 에그의 열풍건조 후 열수추출물 1 mg/ml 농도에서 DPPH 라디컬 소거능과 아질산염 소거능은 각각 59.4%와 15.6%로 자실체 추출물 시료에 비하여 높은 소거활성을 보였다. 총 폴리페놀 함량도 역시 망태버섯 에그의 열풍건조 시료의 열수추출물에서 8.25 mg GAE/g의 함량치를 가장 높았다. 망태버섯 에그의 열풍건조 시료의 베타글루칸 함량은 45.9%로 나타나 자실체 및 동결건조 시료에 비하여 높은 값을 보였다. 또한 자실체와 에그의 건조시료로부터 총 17종의 아미노산이 검출되었으며 전체적으로 망태버섯 에그 건조시료 대부분의 아미노산 성분함량이 자실체의 건조시료 함량에 비하여 높은 것으로 나타났다. 망태버섯 자실체와 에그에서 가장 높은 함량치를 보인 아미노산 성분은 비필수 아미노산인 시스테인(Cys)으로 에그에서는 205.6 mg/kg의 함량치를 나타냈다. 다음으로 높은 성분은 필수 아미노산인 페닐알라닌(Phe)과 비필수 아미노산인 글루탐산(Glu) 이었다. 본 연구의 야생 식용버섯으로 잘 알려진 망태버섯의 건조방법에 따른 생리활성 성분의 차이를 살펴 본 결과, 항산화와 관련된 생리활성은 열풍건조에 의한 건조시료로부터 추출하였을 경우 효능이 더 높았으며, 생리활성 및 영양성분 함량은 망태버섯의 자실체에 비하여 에그의 추출물에서 높은 것으로 나타났다.

STRATIGRAPHIC ARCHITECTURE OF FLUVIAL SEQUENCES IN THE NORTHWESTERN PART OF KYONGSANG BASIN

  • Jo H. R.;Chough S. K.
    • 한국석유지질학회:학술대회논문집
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    • 한국석유지질학회 2000년도 제7차 학술발표회 발표논문집
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    • pp.47-56
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    • 2000
  • The northwestern part of Kyongsang Basin largely comprises interbedded sandstone and mudstone with local conglomeratic deposits in the basin margin, representing marginal alluvial fans and fluvial depositional environments. The non-marine successions are divided into successive stratigraphic units, each of which is unique in facies assemblages and architecture of sandstone bodies. Two stratigraphic units, i.e., Sinpyong-Anpyong and Jotap units are examined in terms of stratigraphic architecture and its causative processes. Detailed architectural analysis reveals that the channel systems of Sinpyong-Anyong unit were of braided patterns, whereas those of Jotap unit were dominated by small-scale bedforms. The difference in fluvial styles can be attributed to the changes in amount and caliber of sediment load and water discharge, which might have been ultimately governed by basin tectonics, climate, and base level. Along with the marked change in fluvial style, the two successive units show repeated expansions of distal, water-logged floodplains and lacustrine facies in the basal and uppermost parts of Sinpyong-Anpyong unit, where the proportion of channel sandstone bodies is relatively low. These stratigraphic intervals are succeeded by the sequences with proximal, well-drained floodplain facies and relatively coarser-grained channel sandstone bodies of higher proportion, reflecting the progradation of proximal systems (the middle part of Sinpyong-Anpyong unit and Jotap unit). The overall stratigraphic architecture can be ascribed to the fluctuations in accommodation space and sediment supply induced by repeated basin subsidence.

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Airborne MSS 자료를 이용한 수질인자의 분광특성 분석 (The Analysis of Spectral characteristics of Water Quality Factors Uisng Airborne MSS Data)

  • Dong-Ho Jang;Gi-Ho Jo;Kwang-Hoon Chi
    • 대한원격탐사학회지
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    • 제14권3호
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    • pp.296-306
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    • 1998
  • Airborne MSS 자료는 수질오염을 효과적으로 감시하고 분석할 수 있는 자료이다. 본 연구에서는 다목적 실용위성(KOMPSAT)에 탑재될 저해상도카메라(LRC)의 다중분광 영상자료를 수질오염 분석에 활용할 목적으로 수질인자의 분광반사도를 측정하였으며, 고해상도 원격탐사 자료인 Airborne MSS 자료를 이용하여 수역에서의 수질인자 추출 가능성을 조사하였다. 특히 부영양화와 관련된 환경인자 추출을 시도하였다. 수질인자는 클로로필-a, 부유물질, 탁도 등을 선정하여 분광반사 특성 및 처리기법을 개발하였다. 그 결과는 다음과 같다 첫째, 수면에 도달하는 태양광 스펙트럼은 가시광 영역인 0.4~0.7$\mu\textrm{m}$에서 전체 복사량의 50% 정도가 반사되며, 0.50$\mu\textrm{m}$ 부근에서 가장 높다. 둘째, 클로로필-a는 녹색 파장대인 0.52$\mu\textrm{m}$, 부유물질의 반사도는 0.8$\mu\textrm{m}$, 탁도는 0.57$\mu\textrm{m}$에서 높은 반사율을 보였다. 셋째, Airborne MSS자료를 이용하여 수질인자 분석결과, 클로로필-a는 Band 3과 Band 7을 비연산처리를 하여 분포도를 작성하였다. 부유물질은 Band 7에서 분포도를 작성할 수 있었으며, PCA를 수행하였을 때 PC 1에서 유용함을 알 수 있었다. 탁도는 PCA 분석시 PC 4에서 현장자료와 유사한 분포패턴을 나타내었다. 이상의 결과들은 계절적, 시간적 변화에 따라 파장대역이 달라질 수 있으므로, LRC 자료를 이용하여 보다 정확한 수질환경 인자를 분석하기 위해서는 현장실측 자료 및 수역의 분광반사 특성 등을 지속적으로 조사할 필요가 있다. 추후 본 연구에서는 저해상도 위성영상 및 현장 분광반사도 측정을 통한 수역의 분광반사 특성을 지속적으로 분석하고, 수역의 수질분석자료 확보 및 수질오염 유형을 분석 할 것이다.

Surface Water Mapping of Remote Sensing Data Using Pre-Trained Fully Convolutional Network

  • Song, Ah Ram;Jung, Min Young;Kim, Yong Il
    • 한국측량학회지
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    • 제36권5호
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    • pp.423-432
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    • 2018
  • Surface water mapping has been widely used in various remote sensing applications. Water indices have been commonly used to distinguish water bodies from land; however, determining the optimal threshold and discriminating water bodies from similar objects such as shadows and snow is difficult. Deep learning algorithms have greatly advanced image segmentation and classification. In particular, FCN (Fully Convolutional Network) is state-of-the-art in per-pixel image segmentation and are used in most benchmarks such as PASCAL VOC2012 and Microsoft COCO (Common Objects in Context). However, these data sets are designed for daily scenarios and a few studies have conducted on applications of FCN using large scale remotely sensed data set. This paper aims to fine-tune the pre-trained FCN network using the CRMS (Coastwide Reference Monitoring System) data set for surface water mapping. The CRMS provides color infrared aerial photos and ground truth maps for the monitoring and restoration of wetlands in Louisiana, USA. To effectively learn the characteristics of surface water, we used pre-trained the DeepWaterMap network, which classifies water, land, snow, ice, clouds, and shadows using Landsat satellite images. Furthermore, the DeepWaterMap network was fine-tuned for the CRMS data set using two classes: water and land. The fine-tuned network finally classifies surface water without any additional learning process. The experimental results show that the proposed method enables high-quality surface mapping from CRMS data set and show the suitability of pre-trained FCN networks using remote sensing data for surface water mapping.

암반지하수 저류지 개발 전망

  • 이기철;한정상;부성안;장준영;박종철
    • 한국지하수토양환경학회:학술대회논문집
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    • 한국지하수토양환경학회 2002년도 총회 및 춘계학술발표회
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    • pp.85-92
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    • 2002
  • When the United Nation classified as Korea is the one of the water deficit country. The consensus was made that the water is the one of the precious national resources. Government increases their R/D budget trying to get more clean water bodies. For instances, 'Sustainable Water Resources Development' project is the one of major title in '21 Century Frontier Research project and there are several small research projects are undergoing by the Ministry of Agriculture and KARICO. However, when the environmental preservation issue has been get more emphasis, construction of the Surface Dam met the blockage from the environmentalists due to the problem of the their water buried area. Since the most fitting site for surface dam had been used in the past, some engineer move their focus on modification of the existing Dam's height to enlarge its capacity or dredging the bottom of the reservoir recently However dredging evoke water quality problem in return by accumulated materials at the bottom. Last year the Dong Gang Dam plan has been canceled by environmental problem in water buried area of the reservoir. With the point of this view, ground water gets more focus for the one of the useful alternative for clean water bodies. Underground dam technique which had widely applied once in the early nineteen eighties by the KARICO and attenuated due to engineering insufficiency. The technique is newly studied with the advanced engineering technique. Still groundwater usage rate in Korea is much lower comparing with the advanced countries and has many rooms to develop. Wells, under ground dam and radial collector wells are typical facilities up to now. There is little application in Korea for the Recharge Dam, which had been widely used in the advanced countries. The Recharge Dam is technique to conjunct surface water and groundwater body together, This technique had developed to increase groundwater recharge at the beginning This research is the result of the study on the possibility of the development of the new technology, Groundwater Reservoir' which was modified from Recharge Dam. Groundwater Reservoir is like a deep artificial lakes trenched in hard rock aquifer to get groundwater. The advantage of the Groundwater Reservoir is followings 1) It can be developed at the plains area, not in the deep valley 2) Huge water body can be developed without dam 3) Small buried area comparing surface water dam makes the least environmental effect. 4) Trenching cost can be substitute by the income of the selling rock debris 5) Outfit of the reservoir can be modified to match with the site prospect 6) Rock debris can be used as constructing materials 7) It can be used as groundwater recharge system when the heavy rains comes 8) The reservoir looks like scenery lake with huge clean water bodies.

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총량관리 단위유역 일평균유량의 시계열 누적 변화에 따른 유량지속곡선 차이 분석 (Analysis of the Difference of Flow Duration Curve according to the Cumulative Variation of the Daily Average Flow in Unit Watershed for TPLCs)

  • 황하선;이한필;서지연;최유진;박지형;신동석;이성준
    • 한국농공학회논문집
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    • 제60권6호
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    • pp.97-109
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    • 2018
  • The LDC (Load Duration Curve) method can analyze river water quality changes according to flow rate and seasonal conditions. It is also possible to visually recognize whether the target water quality is exceeded or the size of the reduction load. For this reason, it is used for the optimal reduction of TPLCs and analysis of the cause of water pollution. At this time, the flow duration curve should be representative of the water body hydrologic curve, but if not, the uncertainty of the interpretation becomes big because the damaged flow condition is changed. The purpose of this study is to estimate the daily mean flow of the unit watershed using the HSPF model and to analyze the difference of the flow duration curves according to the cumulative daily mean flow rate using the NSE technique. The results show that it is desirable to construct the flow duration curve by using the daily average flow rate of at least 5 years although there is a difference by unit watershed. However, this is the result of the water bodies at the end of Han River basin watershed, so further study on various water bodies will be necessary in the future.

공간성, 호소유형 및 형태복잡도 지수를 이용한 토지이용과 호소수질의 관계 연구 (Investigation on the Relationship between Land Use and Water Quality with Spatial Dimension, Reservoir Type and Shape Complexity)

  • 이상우;황순진
    • 한국조경학회지
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    • 제34권6호
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    • pp.1-9
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    • 2007
  • Land use types within a watershed closely are related with the water quality characteristics of receiving water bodies. Despite of a numerous studies suggesting a strong relationship between water quality and land use, there have been increasing concerns about the geographical variation and a lack of spatial integration in that relationship, which are essential to implementing these findings into land use planning and management. In the meantime, edges mediate the material flux between adjacent systems. This mediating effect of edges is strongly related to the complexity of their shapes. Land use activities within a watershed have a direct impact on the water quality of adjacent aquatic systems, and hydrological processes carry residuals from watershed into adjacent aquatic ecosystems through the edges. Therefore, the geometry of reservoirs theoretically affects the relationship between land uses in the watershed and the quality of receiving bodies of water. In this light, this study integrates the geo-spatial dimensions of land uses in the watershed using GIS and landscape indices in order to explore the relationship between land uses and water quality. Water quality characteristics, land uses and geometry of 133 randomly sampled reservoirs were correlated, based on buffer zones and types of reservoirs. The findings showed that land uses, particularly urban land uses, significantly affect water quality characteristics including BOD, COD, TN and TP, and geometry of reservoirs reduces the concentration of pollutant and nutrients in reservoirs. One of results indicates that the relationship between land use and water quality and effects of spatial dimension may vary with types of reservoirs and pollutants. These results suggest that lakeshore areas are important, particularly for TN reduction and call for a caution to land use activities nearby shoreline areas for sustaining better water quality.

분광특성을 이용한 담수역 클로로필-a 원격 추정 모형의 적용과 평가 (Remote Estimation Models for Deriving Chlorophyll-a Concentration using Optical Properties in Turbid Inland Waters : Application and Valuation)

  • 이혁;강태구;남기범;하림;조경화
    • 한국물환경학회지
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    • 제31권3호
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    • pp.272-285
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    • 2015
  • Accurate assessment of chlorophyll-a (Chl-a) concentrations in inland waters using remote sensing is challenging due to the optical complexity of case 2 waters. and the inherent optical properties (IOPs) of natural waters are the most significant factors affecting light propagation within water columns, and thus play indispensable roles on estimation of Chl-a concentrations. Despite its importance, no IOPs retrieval model was specifically developed for inland water bodies, although significant efforts were made on oceanic inversion models. So we have applied and validated a recently developed Red-NIR three-band model and an IOPs Inversion Model for estimating Chl-a concentration and deriving inland water IOPs in Lake Uiam. Three band and IOPs based Chl-a estimation model accuracy was assessed with samples collected in different seasons. The results indicate that this models can be used to accurately retrieve Chl-a concentration and absorption coefficients. For all datasets the determination coefficients of the 3-band models versus Chl-a concentration ranged 0.65 and 0.88 and IOPs based model versus Chl-a concentration varied from 0.73 to 0.83 respectively. and Comparison between 3-band and IOPs based models showed significant performance with decrease of root mean square error from 18% to 33.6%. The results of this study provides the potential of effective methods for remote monitoring and water quality management in turbid inland water bodies using hyper-spectral remote sensing.

신속소성 벽타일 소지의 개발에 관한 연구(제1보 투각섬석질 골석일-규회석- 점토계) (A Study on the Development of Fast Firing Wall Tile Body (I) (Tremolitic Talc-Wollastonite-Clay System))

  • 안영필;최롱;황정길;김건국
    • 한국세라믹학회지
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    • 제13권2호
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    • pp.31-38
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    • 1976
  • Korean tremoitic talc, wollastonite and clay have been used to develop a wall tile body to appropriate to the fast firing process. Some of ceramic properties of the raw materials were investigated by X-ray diffraction, thermal analysis and chemical analysis. The body compositions were formulated from the range of 35~75% tremolitic talc, 0~30% wollastonite and 25~35% plastic clay. Thermal gravity analysis and thermal expansion were tested for each of unfired bodies to study the correlation between thermal dehydration and linear shrinkage during the firing procedure. Linear shrinkage and water absorption of the fired bodies at the various temperature were taken as a measures for determining the proper firing range of the bodies. Increasing the content of wollastonite and firing temperature, the thermal expansion of the fired body showed the gradual decrease, and the thermal expansion curves showed a tendency to straighten. These observations may be resulted from the fact that the amounts of diopside and anorthite formed were gradually increased and those of quartz relatively decreased. The optimum compositions of the wall tile bodies for fast firing are 30% clay, 10~20% wollastonite and 50~60% tremolitic talc.

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