• 제목/요약/키워드: environmental accounts

검색결과 280건 처리시간 0.019초

Prediction of karst sinkhole collapse using a decision-tree (DT) classifier

  • Boo Hyun Nam;Kyungwon Park;Yong Je Kim
    • Geomechanics and Engineering
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    • 제36권5호
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    • pp.441-453
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    • 2024
  • Sinkhole subsidence and collapse is a common geohazard often formed in karst areas such as the state of Florida, United States of America. To predict the sinkhole occurrence, we need to understand the formation mechanism of sinkhole and its karst hydrogeology. For this purpose, investigating the factors affecting sinkholes is an essential and important step. The main objectives of the presenting study are (1) the development of a machine learning (ML)-based model, namely C5.0 decision tree (C5.0 DT), for the prediction of sinkhole susceptibility, which accounts for sinkhole/subsidence inventory and sinkhole contributing factors (e.g., geological/hydrogeological) and (2) the construction of a regional-scale sinkhole susceptibility map. The study area is east central Florida (ECF) where a cover-collapse type is commonly reported. The C5.0 DT algorithm was used to account for twelve (12) identified hydrogeological factors. In this study, a total of 1,113 sinkholes in ECF were identified and the dataset was then randomly divided into 70% and 30% subsets for training and testing, respectively. The performance of the sinkhole susceptibility model was evaluated using a receiver operating characteristic (ROC) curve, particularly the area under the curve (AUC). The C5.0 model showed a high prediction accuracy of 83.52%. It is concluded that a decision tree is a promising tool and classifier for spatial prediction of karst sinkholes and subsidence in the ECF area.

녹색생활 실천에 따른 가정부문의 이산화탄소 감축잠재량 및 경제적 효과 분석 (Analysis on CO2 Mitigation Potential and Economic Effect of Green Life in the Residential Sector in Korea)

  • 진형아;여소영;윤소원;김대곤;서정현;홍유덕;한진석
    • 한국대기환경학회지
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    • 제29권5호
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    • pp.668-681
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    • 2013
  • The Korean government announced a national mid-term target to reduce 30% of greenhouse gas (GHG) emissions from business-as usual (BAU) level by 2020 in a voluntary and independent manner. In this study, we examined the $CO_2$ mitigation potential and conducted an economic effect analysis of green living actions in households in Korea. We also proposed some ways to implement green life to achieve the national target. If green lifestyle takes root in households nationwide, $CO_2$ emission would be reduced to 27.3% of the emission in 2007. This would save the country about 4.93 trillion won per year and each household could save about 300,000 won per year, which accounts for about 0.5% of GDP (as of 2007). Considering the five-year plan for green growth to invest 2% of GDP in green growth every year, this would not only reduce the economic burden on households, industries and the country but also increase economic growth potential by reinvesting the saved resources into green growth. Heating and lighting would be the greatest contributor to GHG mitigation of green life in the residential sector. It means we could achieve the national goal by reducing unnecessary heating and lighting and using energy-saving electric home appliances. The implementation of green living actions would reduce a significant amount of greenhouse gas emissions, ultimately relieving the burden on businesses to reduce GHG emissions. And it is one of the most cost-effective mitigation tools in order to achieve the mid-term GHG mitigation goal.

원격탐사와 지리정보시스템의 산림분야 활용 (Application of Remote Sensing and Geographic Information System in Forest Sector)

  • 이우균;김문일;송철호;이슬기;차성은;김강선
    • 지적과 국토정보
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    • 제46권2호
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    • pp.27-42
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    • 2016
  • 산림은 우리나라 토지피복 면적의 64%에 해당하는 넓은 면적을 차지한다. 이와 같이 넓은 면적의 산림을 조사, 모니터링, 관리하기 위해서는 원격탐사 및 지리정보시스템 기술이 필수적이다. 위성영상의 분광반사 특성을 이용하여 임상 및 수종분류가 가능하며, 이를 통해 임상도를 제작할 수 있다. 3차원 자료인 LiDAR를 이용하여 개체목의 위치와 수고 측정, 이를 통해 바이오매스와 탄소량 추정이 가능하다. 그 외에도 대상물의 반사특성을 이용해서 각종 지수들이 추출될 수 있는데, 예를 들어 식생지수와 표면토양지수 등을 통해 식생의 활력도와 산림 황폐화 정도를 파악 할 수 있다. 이러한 식생지수들의 변이를 파악하여 소나무 재선충병, 참나무 시들음병 등의 조기탐지 및 관리도 가능하다. 또한 A/R CDM, REDD+ 등 최근 기후변화 대응 사업에 있어서 원격탐사는 사업성 판단과 이산화탄소 흡수 및 저장량을 산정하는데 중요한 역할을 하고 있다. 기후변화 취약성 평가에서는 지리정보시스템의 시공간자료를 이용하여 국가 및 지자체 단위의 취약성이 시공간적으로 평가되고 있다. 또한, 시공간자료를 영향변수로 추가시킨 각종 모델을 통해 산림생장, 입목고사, 산사태 및 산불 등의 예측이 시공간적으로 이루어 질 수 있다.

The applications of ozone-based advanced oxidation processes for wastewater treatment: A review

  • Hussain, Mujtaba;Mahtab, Mohd Salim;Farooqi, Izharul Haq
    • Advances in environmental research
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    • 제9권3호
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    • pp.191-214
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    • 2020
  • The rise in population and industrialization accounts for the generation of a huge amount of wastewaters. The treatment of this wastewater is obligatory to safeguard the environment and various life forms. Conventional methods for high strength wastewater treatment coming out to be ineffective. Advanced oxidation processes (AOPs) for such wastewater treatment proved to be very effective particularly for the removal of various refractory compounds present in the wastewater. Ozone based AOPs with its high oxidizing power and excellent disinfectant properties is considered to be an attractive choice for the elimination of a large spectrum of refractory compounds. Furthermore, it enhances the biodegradability of wastewaters after treatment which favors subsequent biological treatments. In this review, a detailed overview of the AOPs (like the Fenton process, photocatalysis, Electrochemical oxidation, wet air oxidation, and Supercritical water oxidation process) has been discussed explicitly focusing on ozone-based AOPs (like O3, O3/H2O2, O3/UV, Ozone/Activated carbon process, Ozone/Ultrasound process, O3/UV/H2O2 process). This review also comprises the involved mechanisms and applications of various ozone-based AOPs for effective municipal/industrial wastewaters and landfill leachate treatment. Process limitations and rough economical analysis were also introduced. The conclusive remarks with future research directions also underlined. It was found that ozonation in combination with other effective AOPs and biological methods enhances treatment efficacies. This review will serve as a reference document for the researchers working in the AOPs field particularly focusing on ozone-based AOPs for wastewater treatment and management systems.

순환굵은골재를 활용한 콘크리트의 강도 특성 및 전과정 환경영향 평가에 관한 연구 (A Study on the Strength Properties and Life Cycle Assessment of High Strength Concrete Using Recycled Coarse Aggregate)

  • 최원영;이세현;전찬수;김태형
    • 한국건설순환자원학회논문집
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    • 제6권1호
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    • pp.8-15
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    • 2018
  • 본 연구에서는 순환굵은골재의 혼입률에 따른 콘크리트의 강도 특성을 실험을 통해 확인하고, 다량의 순환골재를 콘크리트에 활용하기 위한 기초적 자료로 사용하는 것을 목적으로 한다. 이를 위해, 목표설계기준 압축강도는 40MPa로 하였으며, 순환골재 실용화를 고려하여 순환잔골재의 혼입률을 0, 30%로 하고, 순환굵은골재의 혼입률은 0, 30, 60, 100%로 설정하여 굳지 않은 콘크리트 및 굳은 콘크리트에 대한 실험을 통해 콘크리트 제조에 순환골재 사용의 유효성을 확인하였다. 또한, 전과정 평가(LCA, Life Cycle Assessmet) 기법을 이용하여 순환골재의 전과정 환경영향을 평가하여 콘크리트를 제조함에 있어서 순환골재 사용이 유효성을 확인하였다.

낙동강 수계 주요 농업지대 소유역의 수질 오염 (Water Pollution in Some Agricultural Areas along Nakdong River)

  • 정종배;김복진;김정국
    • 한국환경농학회지
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    • 제16권2호
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    • pp.187-192
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    • 1997
  • 낙동강 수계의 주요 농업지대 소유역에 대한 수질조사 결과를 보면, 용존산소량, 전기전도도, 화학적산소요구량, pH, 중금속함량 등은 대부분 농업용수 기준에 비추어 볼 때 문제되지 않으나, 질소 함량은 전체적으로 농업용수 기준치를 상회하며 이온형태의 인은 특히 여름철에 대부분 지역에서 조류생장 최저 농도인 0.05mg/L 이상으로 측정되었다. 지하수의 경우 전기전도도는 하천수보다 높은 경향이고 질소 함량도 농업용수 기준을 훨씬 상회하였으며 지하수 중의 질산태 질소 함량은 음용수 수질 기준인 10mg/L를 초과하는 곳도 있었다. 지하수 중의 인 함량은 하천수와 비슷한 수준이었다. 중금속은 하천수에서와 마찬가지로 아연을 제외하고 납, 구리, 카드뮴 등은 거의 검출되지 않았다. 이상의 결과를 보면 조사 지역이 농업지대이므로 중금속 등의 요염은 문제되지 않지만 질소와 인에 의한 오염은 하천수와 지하수에서 상당한 수준에 달해 있으며 이러한 질소와 인의 오염은 결국 농경지에서의 화학비료와 퇴비의 시용, 축산폐수나 생활하수의 유입에 의한 것으로 보인다.

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실내 공기질 평가를 위한 2구획 모델의 개발 (Development of the Two-Zone Model to Estimate the Air Quality in Indoor Environments)

  • 조석호;양성환;이봉헌;정성욱;이병호
    • 한국환경과학회지
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    • 제7권6호
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    • pp.745-751
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    • 1998
  • The well-mixed room model has been traditionally used to predict the concentrations of contaminants in indoor environments. However, this is inappropriate because the flow fields in many indoor environments distribute contaminants non-uniformly, due to imperfect air mixing. Thus, some means used to describe an imperfectly mixed room are needed. The simplest model that accounts for imperfect air mixing is a two-zone model. Therefore, this study on development of computer program far the two-zone model is carried out to propose techniques of estimating the concentration of contaminants in the room. To do this, an important consideration is to divide a room into two-zone, i.e. the lower and upper zone assuming that the air and contaminants are well mixed within each zone. And between the zones the air recirculation is characterized through the air exchange parameter. By this basic assumption, the equations for the conservation of mass are derived for each zone. These equations are solved by using the computational technique. The language used to develope the program is a VISUAL BASIC. The value of air exchange coefficient($f_12$) is the most difficult to forecast when the concentrations of contaminants in an imperfectly mixed room are estimated by the two-zone model. But, as the value of $f_12$ increases, the air exchange between each zone increases. When the value of $f_12$ is approximately 15, the concentrations in both zone approach each other, and the entire room may be approximately treated as a single well-mixed room. Therefore, this study is available for designing of the ventilation to improve the air quality of indoor environments. Also, the two-zone model produces the theoretical base which may be extended to the theory for the multi-zone model, that will be contributed to estimate the air pollution in large enclosures, such as shopping malls, atria buildings, atria terminals, and covered sports stadia.

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제주시 강우의 화학적 조성 특성에 관하여 (Chemical Characterization of Rainwater Sampled in Cheju city)

  • 이기호;허철구
    • 한국환경과학회지
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    • 제5권6호
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    • pp.739-748
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    • 1996
  • This study was carried out to investigate the chemical characteristics ol rainwater sampled in Cheju City from July 1994 to June 1996. Concentrations of major ions (Cl-,$SO_4^{2-}$, NO_3^-$, $Na^+$, $K^+$, Ca^{2+}$, $Mg^{2+}$ and NH_4^+$) were determined. The pH of rainwater, calculated from the volume weighted H+ concentration, was found to be 5.61, indicating extensive neutralization of the acidity in the rain. The relative magnitude of average ionic concentrations followed the relation Cl-> $SO_4^{2-}$) $Na^+$> Ca^{2+}$> NH_4^+$> NO_3^-$> $Mg^{2+}$> $K^+$. The ions associated with sea salt, namely $Na^+$ and $Cl^-$, dominated the total concentration of ions in the rainwater and the $SO_4^{2-}$ ion accounts for 20% of total concentration. [H+][nss-SO42-+NO3] ratio and a multiple regression for $SO_4^{2-}$ and NO3- ions against $H^+$, $Ca^{2+}$ and $NH_4^+$ suggested that all of $SO_4^{2-}$ and $NO_3^-$ in rainwater was not necessarily associated with $H_2SO_4$ and $HNO_3$, but might also occur in combination with $NH_4^+$ or Ca^{2+}$. The monthly mean concentrations of $SO_4^{2-}$-, Ca^{2+}$ and $NH_4^+$ in spring time was higher than those in other seasons. These results may De attributed to the fertilizer application as the local sources and the yellow sand phenomina as a regional-scale sources.

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국립공원의 구역 변천 및 용도지구 설정을 기반으로 한 해상·해안형 국립공원 관리개선방안에 대한 기초 연구 (A Basic Study on a Plan to Improve the Management of the Maritime or Coastal National Parks Based on the Change of the National Park Zoning and the Establishment of the Use-specific Districts)

  • 이희원;염성진
    • 한국환경과학회지
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    • 제29권2호
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    • pp.133-144
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    • 2020
  • The national parks of South Korea take up an area of 6,726 ㎢, which accounts for 6.7% of the national land. They are national conservation areas with their area made up of 59.1% of land (3,972.6 ㎢) and 40.9% of seawaters (2,753.7 ㎢). And in 2019, the national parks are classified by type into 17 mountainous, 4 maritime or coastal, and 1 historical site. Here, the maritime or coastal nation parks are lately spotlighted as landmarks in maritime tourism. However, the area of the maritime or coastal national parks is continuously dwindling due to conflicts between the residents in the parks and Korea national park service, the continued pressure with respect to the regional tourism development and private investments, and the abolition of parks in relation to allegedly breached private properties. This study identifies the issues with the operation and management of national parks as caused by the abolition of parks and the reduction of areas, and goes from there to do research with the aim of suggesting an institutionalized improvement plan with a view to more useful operation and management of the maritime or coastal national parks. As a result, the natural resources in the sea and on land should be surveyed again to establish the standard for use-specific zoning and reorganize the park areas in adjusting the national park areas. Second, the use-specific districts need to be reviewed for their reorganization that meets the designation requirements by focusing on the characteristics of the different national parks with a view to ensuring reasonable natural conservation in the maritime or coastal national parks. Third, various support facilities for residents such as public path, lodgings, and rentals need to be created to reduce the conflicts between Korea national park service and those who live in the parks.

The effects of foundation size on the seismic performance of buildings considering the soil-foundation-structure interaction

  • Nguyen, Quoc Van;Fatahi, Behzad;Hokmabadi, Aslan S.
    • Structural Engineering and Mechanics
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    • 제58권6호
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    • pp.1045-1075
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    • 2016
  • Shallow footings are one of the most common types of foundations used to support mid-rise buildings in high risk seismic zones. Recent findings have revealed that the dynamic interaction between the soil, foundation, and the superstructure can influence the seismic response of the building during earthquakes. Accordingly, the properties of a foundation can alter the dynamic characteristics (natural frequency and damping) of the soil-foundation-structure system. In this paper the influence that shallow foundations have on the seismic response of a mid-rise moment resisting building is investigated. For this purpose, a fifteen storey moment resisting frame sitting on shallow footings with different sizes was simulated numerically using ABAQUS software. By adopting a direct calculation method, the numerical model can perform a fully nonlinear time history dynamic analysis to realistically simulate the dynamic behaviour of soil, foundation, and structure under seismic excitations. This three-dimensional numerical model accounts for the nonlinear behaviour of the soil medium and structural elements. Infinite boundary conditions were assigned to the numerical model to simulate free field boundaries, and appropriate contact elements capable of modelling sliding and separation between the foundation and soil elements are also considered. The influence of foundation size on the natural frequency of the system and structural response spectrum was also studied. The numerical results for cases of soil-foundation-structure systems with different sized foundations and fixed base conditions (excluding soil-foundation-structure interaction) in terms of lateral deformations, inter-storey drifts, rocking, and shear force distribution of the structure were then compared. Due to natural period lengthening, there was a significant reduction in the base shears when the size of the foundation was reduced. It was concluded that the size of a shallow foundation influences the dynamic characteristics and the seismic response of the building due to interaction between the soil, foundation, and structure, and therefore design engineer should carefully consider these parameters in order to ensure a safe and cost effective seismic design.