• 제목/요약/키워드: Environmental Indexes

검색결과 238건 처리시간 0.025초

머신러닝을 활용한 결측 부동산 매매 지수의 추정에 대한 연구 (A Study on the Index Estimation of Missing Real Estate Transaction Cases Using Machine Learning)

  • 김경민;김규석;남대식
    • 한국경제지리학회지
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    • 제25권1호
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    • pp.171-181
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    • 2022
  • 부동산 시장 분석에 있어 기본이 되는 정량적 데이터는 부동산 가격 지수이다. OECD와 같은 국제기구에서는 국가별 부동산 가격 지수를 공표하고, 한국부동산원에서는 광역시 단위와 시군구 단위의 지수를 산출한다. 그런데 공간단위를 시군구보다 정교한 동단위, 아파트 단지 단위로 설정하는 경우, 여러 문제점을 맞이하게 된다. 대표적인 문제는 결측치이다. 공간적 범위를 좁힐수록 단위 기간에 따라 거래가 적거나 아예 존재하지 않는 경우가 존재하기에 이 경우에는 지수의 산출이 불가능한 결측치가 발생할 수 있다. 본 연구에서는 지도학습 기반의 머신러닝 기법을 활용하여 특정 범위와 기간에 거래가 존재하지 않아 발생할 수 있는 결측치를 보완하는 기법을 제안한다. 본 모형을 통해 부동산 매매 지수의 실제값이 존재하는 것들의 예측을 통해 그 정확도를 검증하고 결측치가 발생한 것들의 예측도 해 볼 수 있었다.

제주도 한림항내 표층퇴적물 중의 부틸주석화합물의 분포 (Distribution of Butyltin Compounds in Surface Sediments inside Hallim Harbor of Jeiu Island, Korea)

  • 감상규;김현정;허철구;최영찬;이민규
    • 한국환경과학회지
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    • 제12권7호
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    • pp.753-762
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    • 2003
  • Butyltin compounds (BTs), namely tributyltin (TBT), dibutyltin (DBT) and monobutyltin (MBT), were measured in surface sediments collected in 2001 inside Hallim Harbor where a lot of shipping occurs as one of major harbors of Jeju Island, in order to evaluate their distribution. BTs were detected in surface sediments of all stations and their concentrations were comparable to those in surface sediments of other sites of domestic and foreign countries. The main species among BTs was MBT, although there was a little difference with a survey site. No correlations were obtained between organic matter or particles size of surface sediments and total BTs, indicating that these factors did not affect on the distribution of BTs. It was estimated that more complex factors including BTs loads and surrounding sedimentary environments, affected on the distribution of BTs. The high correlations between BTs indicated that DBT and MBT were mainly degraded from TBT based on antifouling paints of vessel etc. and other sources, such as DBT and MBT, could be ignored. The butyltin degradation indexes ([DBT] + [MBT]/[TBT]) Ivere in the range of 1.5∼3.3 (mean 2.5), indicating that the parent compound, TBT, were inflowed into the surface sediments a long years ago and degraded.

Numerical Simulation of Environmental Pollutants at Yosu, Korea and Comparison with Measured Data

  • Lee, S. D.;A. Kondo;K. Yoshimura;K. Yamaguchi;A. Kaga
    • Journal of Korean Society for Atmospheric Environment
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    • 제19권E2호
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    • pp.63-73
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    • 2003
  • The atmospheric pollution distribution in the industrial area of Yosu in Korea is calculated using numerical model and the model is validated by comparing the calculations with observed data. The emission of NO$_{x}$ and SO$_{x}$ was estimated for 6 sources, and the emission amount of HC was estimated for 9 anthropogenic sources. The calculated wind speed, wind direction and temperature agreed well with the observed data at two observatories, and the calculated concentration of NO, NO$_2$, $O_3$ and SO$_2$ were also reasonable for 5 monitoring stations. The validity of the model is evaluated using 3 indexes of the EPA, and the model is found to be valid and accurate.ate.

인공지반 녹화용 방수방근 복합공법의 시공환경을 고려한 성능평가 시스템 연구 (Performance Evaluation System for Construction Environment of the Unified Waterproofing-Root Resistance Membrane layer of the Green Roof System)

  • 박창화;오상근;임남기
    • 한국건축시공학회지
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    • 제11권2호
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    • pp.189-199
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    • 2011
  • 도심지 환경 개선을 위한 인공지반녹화(옥상녹화 등)사업의 확대 보급을 위해서는 옥상부 구조체의 장기적 안정성을 보증할 수 있는 안전한 방수방근층을 구성하여야한다. 따라서 인공지반 녹화용 방수방근층은 식물 뿌리의 침입으로부터 안전해야 하며, 녹화부의 잔류수 및 침체수 등에 대해 장기적으로 수밀해야 하며, 식물 성장에 필요한 비료 등의 화학물질 및 기타의 화학성분에 장기적으로 안전해야 하며, 시공 시에 발생하는 각종 공구류, 설비류, 가설물에 의해 손상되지 않아야 하고, 식재 및 토심의 하중, 설비류의 하중에 의해 손상되지 않는 종합적 성능이 요구된다. 이에 본 연구에서는 옥상녹화 현장의 환경 조건을 대상으로 방수방근층의 환경 성능 지표를 설정하였고, 이와 관련한 방근성능, 수밀성능, 내움패임 저항성능, 충격저항성능, 내화학성능을 방수방근층의 요구 성능으로 정하였으며, 그와 관련한 평가 방법을 제시하고, 실무적인 검증 시험을 통하여 복합 방수방근층의 성능 평가 시스템을 제안하였다.

소규모 생태연못(원흥이 방죽)의 부영양화 평가 (Evaluation of Trophic State of a Small-scale Pond (Wonheung) in Ecological Park)

  • 이흥수;정세웅;최정규;신상일
    • 한국물환경학회지
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    • 제24권6호
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    • pp.741-749
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    • 2008
  • Many small-scale ponds that serve as ecological habitat, recreation and irrigation are faced to eutrophication problem, which causes aesthetic nuisance and ultimately loss of their functions. Thus accurate evaluation of the trophic state of these ponds is essential to provide rational information to the stakeholders so that they can develop effective management actions. In this study, the trophic state of a small pond (Wonheung) that experiencing water quality degradation due to vicinity land development was assessed using various Trophic State Indexes (TSIs) and statistical analysis including Principal Components Analysis (PCA) based on the field monitoring data obtained from May to December, 2007. The results showed that the pond is under eutrophic state with average total nitrogen (T-N) and total phosphorus (T-P) concentrations of $708.1{\mu}g/L$ and $59.3{\mu}g/L$, respectively. The factor loading plot obtained from PCA showed distinct two influencing factors, PC 1 and PC 2. PC 1 was grouped by T-P, Chlorophyll a (Chl-a), suspended solids (SS), TN/TP ratio, and transparency that all strongly related to the eutrophication state, while PC 2 by temperature, conductivity, dissolved oxygen (DO) and turbidity that explains the seasonal water quality variations. The limiting factor was identified as light rather than phosphorus by both T-N/T-P ratio and TSI indexes analysis. The results and methodology adopted in this study can be used for water quality assessment for other small ponds and lakes.

델파이 기법을 활용한 도시 하천 환경 평가지표 선정 (A Study on the Development of the Urban River Environment Evaluation Indexes Using Delphi Method)

  • 박은하;김진원;오충현
    • 한국환경복원기술학회지
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    • 제18권6호
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    • pp.27-38
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    • 2015
  • This study is for deriving an evaluation system which fits to the domestic urban river. For this, two times of Delphi survey was conducted to various experts who are eminent for ecology, urban design, governance, landscape architecture, hydrology. The purpose was for analysing validity and getting extra opinion of evaluation items which were preferentially have chosen. Reflecting $1^{st}$ survey's opinions as changing the word or explaining more details, the second survey was conducted, In this time, all evaluation items were analysed as valid and experts agreed with that. In conclusion, the evaluation items, "Amenity", "Biodiversity", "Ecosystem service", "Governance", "Management", which are for evaluating domestic urban river environment were derived.

Estimation of Site Index for Larix kaempferi and Pinus koraiensis in Gangwon and North Gyeongsang Provinces

  • Lee, Daesung;Seo, Yeongwan;Park, Gildong;Choi, Jungkee
    • Journal of Forest and Environmental Science
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    • 제31권3호
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    • pp.202-206
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    • 2015
  • Site index curves were developed for Larix kaempferi and Pinus koraiensis in Gangwon and North Gyeongsang provinces in Korea. For the development of site index, Schumacher and Chapman-Richards model were applied using the data collected from 2012 to 2014. Base age was set to 40 years for Larix kaempferi and Pinus koraiensis in site index of this study. Coefficient of determination and root mean square error of site index models were provided by species, and the models were compared with the previous studies to check the suitability. Overall, site index models developed in this study fitted in the current data well. Thus, the site indexes are considered to be properly used in Gangwon and North Gyeongsang provinces.

해양환경 공간분포 패턴 분석을 위한 공간자기상관 적용 연구 - 광양만을 사례 지역으로 - (Application of Spatial Autocorrelation for the Spatial Distribution Pattern Analysis of Marine Environment - Case of Gwangyang Bay -)

  • 최현우;김계현;이철용
    • 한국지리정보학회지
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    • 제10권4호
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    • pp.60-74
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    • 2007
  • 해양환경의 시공간적 분포 패턴을 정량적으로 분석하기 위해 남해 광양만 해양환경 관측 자료를 이용하여 글로벌 및 국지적 공간자기상관 통계를 적용하였다. 연구지역 전체의 해양환경 분포 패턴을 이해하기 위해 Moran's I, General G와 같은 글로벌 공간자기상관 지수를 사용하였으며, 대상 피쳐(feature)와 이웃 피쳐들과의 유사성 정도를 측정하고 hot spot 및 cold spot을 탐지하기 위해 국지적 Moran's I ($I_i$), $G_i{^*}$와 같은 LISA(local indicators of spatial association)를 사용하였고, 공간 군집 패턴의 신뢰성은 Z-score를 통한 통계적 유의성 검증을 수행하였다. 공간 통계 결과를 통해 년 중 해양환경 공간분포 패턴의 변화를 정량적으로 알 수 있었는데, 일반 해양수질, 영양염, 클로로필 및 식물플랑크톤은 여름철에 강한 군집 패턴을 보였다. 글로벌 지수에서 강한 군집 패턴을 보였을 때 속성 값의 공간적인 변화가 심한 음적 $I_i$ 값을 가지는 전선지역이 탐지되었다. 또한, 글로벌 지수에서 임의적 패턴을 보였을 때 국지적 지수인 $G_i{^*}$에서는 좁은 지역에서 hot spot과(또는) cold spot이 탐지되었다. 따라서 글로벌 지수는 연구 지역 전체 군집 패턴의 강도와 시계열적 변화 과정 탐지에, 국지적 지수를 통해서는 hot spot과 cold spot 위치 추적에 유용함을 알 수 있었다. 해양환경 공간분포 패턴과 군집 특성을 정량화는 것은 해양환경을 보다 깊이 이해할 수 있도록 할 뿐 아니라, 패턴의 원인을 찾는데도 중요한 역할을 할 것이다.

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MODIS 다중시기 영상을 이용한 북한 다락밭 분류 (Terrace Fields Classification in North Korea Using MODIS Multi-temporal Image Data)

  • 정승규;박종훈;박종화;이동근
    • 한국환경복원기술학회지
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    • 제19권1호
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    • pp.73-83
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    • 2016
  • Forest degradation reduces ecosystem services provided by forest and could lead to change in composition of species. In North Korea, there has been significant forest degradation due to conversion of forest into terrace fields for food production and cut-down of forest for fuel woods. This study analyzed the phenological changes in North Korea, in terms of vegetation and moisture in soil and vegetation, from March to Octorber 2013, using MODIS (MODerate resolution Imaging Spectroradiometer) images and indexes including NDVI (Normalized Difference Vegetation Index), NDSI (Normalized Difference Soil Index), and NDWI (Normalized Difference Water Index). In addition, marginal farmland was derived using elevation data. Lastly, degraded terrace fields of 16 degree was analyzed using NDVI, NDSI, and NDWI indexes, and marginal farmland characteristics with slope variable. The accuracy value of land cover classification, which shows the difference between the observation and analyzed value, was 84.9% and Kappa value was 0.82. The highest accuracy value was from agricultural (paddy, field) and forest area. Terrace fields were easily identified using slope data form agricultural field. Use of NDVI, NDSI, and NDWI is more effective in distinguishing deforested terrace field from agricultural area. NDVI only shows vegetation difference whereas NDSI classifies soil moisture values and NDWI classifies abandoned agricultural fields based on moisture values. The method used in this study allowed more effective identification of deforested terrace fields, which visually illustrates forest degradation problem in North Korea.

지속가능 환경평가지표의 개발에 관한 연구 (A Study on the Development of Sustainable Environmental Evaluation Index)

  • 임만택;권창룡
    • 한국주거학회논문집
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    • 제21권6호
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    • pp.99-108
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    • 2010
  • This study investigated the environmental indices in environmental administration, and to presents how to develop a sustainable environmental evaluation index. The index should be used to evaluate composite plans in the environmental aspects as well as means for setting goals of basic plans for the environment and its management. Specifically, the goals of composite plans are to check environments and land use frame, and evaluate individual measures (public projects). Environment policies are required to be 'a policy creating a clean environment' from 'a policy of environment regulation'. For the organization of a basic framework of environment policies, five topics are needed to be considered, such as the clarification of the idea of environment, establishment of environment regulations, environment management plan, plan to support civilian's action, and local government's efforts for the global matters of environment. For the amenity environments, people should expand their environmental behavior based on their voluntary intentions in transformation of personal life styles, projects with less load on the environment, development of environmentally-friendly projects with consideration for their impact on the earth. This study suggests that they should put more efforts into the development and implementation of useful environmental indices which effectively analyse the regional character to protect the natural ecology and create an sustainable environment with wide coverage.