• Title/Summary/Keyword: model reduction technique

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Ion Compositional Existence Forms of PM10 in Seoul Area (서울지역 미세먼지(PM10) 중 이온성분의 존재형태 추정)

  • Lee, Kyoung-Bin;Kim, Shin-Do;Kim, Dong-Sool
    • Journal of Korean Society of Environmental Engineers
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    • v.37 no.4
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    • pp.197-203
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    • 2015
  • Particulate matter (PM) has emitted in many regions of the world and is causing many health-related problems. Thus reasonable politics and solutions are needed to reduce PM in Seoul. Further it is required to clearly explain the major portions of chemical components contained in $PM_{10}$ to figure out the characteristics of $PM_{10}$, and to develop effective reduction measures in order to decrease the adverse effects of $PM_{10}$. $PM_{10}$ samples were collected in Seoul and analyzed their ions to examine the physical and chemical characteristics of ionic species. Since hydrogen ion ($H^+$) and carbonate ion (${CO_3}^{2-}$)) cannot be analyzed by Ion chromatography (IC), concentrations of $H^+$ and ${CO_3}^{2-}$ were initially estimated by pH and equivalent differences between anions and cations in this study. Starting from the study findings, good combination results for compositional patterns between anions and cations were obtained by applying a mathematical modelling technique that was based on the mass balance principle. The ions in $PM_{10}$ were combined with $H^+$, ${CO_3}^{2-}$, and supplement for $NO_3{^-}$, $Cl^-$ formed such compounds $NH_4Cl$, $NH_4NO_3$, $CaSO_4$, $(NH_4)_2SO_4$, $NaNO_3$, NaCl, $Na_2CO_3$, and $(NH_4)_2CO_3$ in the study area.

An Analysis of the water balance of Low Impact Development Techniques According to the Rainfall Types (강우 유형에 따른 저영향개발 기법별 물수지 분석)

  • Yoo, Sohyun;Lee, Dongkun;Kim, Hyomin;Cho, Youngchul
    • Journal of Environmental Impact Assessment
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    • v.24 no.2
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    • pp.163-174
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    • 2015
  • Urbanization caused various environmental problems like destruction of natural water cycle and increased urban flood. To solve these problems, LID(Low Impact Development) deserves attention. The main objective of LID is to restore the water circulation to the state before the development. In the previous studies about the LID, the runoff reduction effect is mainly discussed and the effects of each techniques of LID depending on rainfall types have not fully investigated. The objective of this research is to evaluate the effect of LID using the quantitative simulation of rainwater runoff as well as an amount of infiltration according to the rainfall and LID techniques. To evaluate the water circulation of LID on the development area, new land development areas of Hanam in South Korea is decided as the study site. In this research, hydrological model named STORM is used for the simulation of water balance associated with LID. Rainfall types are separated into two categories based on the rainfall intensity. And simulated LID techniques are green roof, permeable pavement and swale. Results of this research indicate that LID is effective on improvement of water balance in case of the low intensity rainfall event rather than the extreme event. The most effective LID technique is permeable pavement in case of the low intensity rainfall event and swale is effective in case of the high intensity rainfall event. The results of this study could be used as a reference when the spatial plan is made considering the water circulation.

A Quantitative Risk Analysis of Related to Tower Crane Using the FMEA (타워크레인의 정량적 위험성 평가가법에 관한 연구(FMEA 기법 위주))

  • Shim, Kyu-Hyung;Rie, Dong-Ho
    • Journal of the Korean Society of Safety
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    • v.25 no.6
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    • pp.34-39
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    • 2010
  • The purpose of this study is to suggest objective evaluation model as a plan to utilize as opportunity in establishing judgment standard of mutual inspection criteria and to upgrade inspection ability by reviewing and analyzing level of danger and importance in advance based on inspection results of inspection institutions regarding tower cranes used in construction fields. Tower crane is a mechanical device transporting construction supplies and heavy materials to places over 20~150M high from the ground for the period ranging from a short time of 2~3 months to two years after being installed in construction sites in vicinity of buildings or structures and is an important facility indispensable for construction sites. However, since use period after installation is short and professional technical ability of technicians working on-site about of tower crane is poor, systematic and quantitative safety management is not carried out As a part of researches on procedure of RBI(Risk Based Inspection) possible to apply to Knowledge Based System based on knowledge and experiences of experts as well as to tower cranes for solving these problems, quantitative RPN(Risk Priority Number) was applied to RPN utilizing technique of FMEA(Failure Mode and Effect Analyses). When general RBI 80/20 Rule was applied parts with high level of risks were found out as wire rope, hoist up/down safety device, reduction gear, and etc. However, since there are still many insufficient parts as risk analyses of tower crane were not established, it is necessary for experts with sufficient experiences and knowledge to supplement active RBI techniques and continuous researches on tower cranes by sharing and setting up data base of important information with this study as a starting point.

Analysis of Estimation Technique for Solid Sediments in Combined Sewer Systems (합류식 관거 내 고형물 퇴적량 산정기법 분석)

  • Lee, Jae-Soo
    • Journal of Korea Water Resources Association
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    • v.39 no.5 s.166
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    • pp.405-415
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    • 2006
  • The deposition of sewer solids during dry weather in combined sewer systems results in a loss of flow capacity that may restrict flow and cause a local flooding and enhanced solids deposition. Sewer solid accumulations in drainage systems also create the 'first-flush' phenomena during wet weather runoff periods. In order to solve these problems, measurement of these loadings for a given sewer system for extended period is needed but this task is very difficult and extremely expensive. In this study, generalized procedures for estimating sewer sediment solid during dry weather in combined sewer systems developed by the U. S. Environmental Protection Agency were applied in a drainage system in Korea. As result, the appropriate equation can be selected and applied according to the available data. However, the estimated solid sediment shows considerable difference between methods which classified by model and estimation methods of variable. The estimated values using equations (1) $\sim$ (4) are greater than that of equations (5) $\sim$ (9) and intermediate models show greater values than elaborate or simplest models. The comparison between simulated and measured solid deposition is difficult due to the absent of measurement data, but this estimation method can be used usefully for the management of sewer solid with reduction of cost and effort if the measurement is carried out and the equation is adjusted according to the actual drainage systems in Korea.

Development of the Modeling Technique for Soil Loss Reduction in Highland Area using the SWAT Model (SWAT 모형을 이용한 고랭지 지역에서의 토양유실 저감 모델링 기법 개발)

  • Jang, Won-Seok;Choi, Joong-Dae;Park, Youn-Shik;Lim, Kyoung-Jae
    • Proceedings of the Korea Water Resources Association Conference
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    • 2010.05a
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    • pp.1457-1460
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    • 2010
  • 최근 기후변화로 인해 태풍 등과 같은 집중성 강우가 많이 발생하고 있고, 강우시 유출 등으로 인한 유역내 발생하는 토양침식으로 인해 유역의 하천을 비롯하여 유출구에서의 탁수 및 유사 발생 문제는 우리나라 뿐만 아니라 전 세계적으로 심각한 환경문제로 대두되고 있다. 강우시 유역에서 발생하는 이러한 탁수문제를 효과적으로 해결하기 위하여 여러 최적관리기법 (Best Management Practices, BMPs) 들이 제안되어왔다. 본 연구의 목적은 볏짚매트 사용으로 인한 토양유실 저감 실측자료를 바탕으로 볏짚매트를 다양한 경사지 밭에 적용하였을 경우 유역에서의 토양유실 저감효과를 평가하기 위한 모델링 기법을 개발하는데 있다. 볏짚 매트의 효과를 Soil and Water Assessment Tool (SWAT) 모형으로 모의하기 위해서는 볏짚매트의 효과를 모형에서 반영할 수 있는 인자를 선택하여 최적의 인자값을 산정해야 한다. 본 연구에서는 유사 저감 효과 실험 결과를 VFSMOD-W 모형을 이용하여 USLE P 인자값을 도출하였으며, 경사도에 따른 USLE-P 값을 산정하여, SWAT 모형에 입력자료로 사용하였다. 분포형 모형과는 달리 준분포형 모형인 SWAT 모형은 소유역내 수문학적 반응단위별로 유출, 유사, 그리고 비점오염 발생을 평가하는데 이때 Hydrologic Response Unit (HRU)의 지형정보가 활용된다. 이 지형정보는 SWAT 유사 평가시 매우 민감한 변수중의 하나이기 때문에 유역 단위 유사 평가시 정확한 지형자료의 입력이 요구된다. 그러나 SWAT 모형은 소유역내 HRU의 경사도 및 경사장을 직접 산정하지 않고, 소유역의 평균경사도를 기준으로 하여 산정된 경사도를 소유역내 모든 HRU에 동일하게 적용하는 단점이 있다. 본 연구에서는 준분포 모형인 SWAT 모형의 단점을 개선하기 위하여 SWAT Spatially Distributed (SD)-HRU를 적용하였다. 이를 통해 다양한 경사지 밭에서의 볏짚매트의 효과를 분석할 수 있게 되었다. 볏짚매트 미적용시 모의 기간내 유사량 총합은 74,954.42 ton 이고, 월평균 유사량은 814.72 ton 으로 산정되었고, 볏짚매트를 적용하였을 경우 모의 기간내 (2000년 1월 - 2007년 8월) 유사량 총합은 48,460.55 ton 이고, 월평균 유사량은 526.75 ton 으로 볏짚매트를 적용하지 않았을 때보다 약 35.35 % 저감된 값을 보였다. SD-HRU를 적용하고 각 농경지의 경사도에 따라 USLE P 값을 수정하여 볏짚매트에 의한 효과를 분석하였을 때, 볏짚매트를 적용하지 않았을 때 보다 볏짚매트를 적용하였을 때 모의 기간내 약 35% 정도의 유사량이 감소된 것을 알 수 있었다. 본 연구결과에서 보여주는 바와 같이 고랭지 지역에서의 영농활동 시 볏짚매트를 설치한다면 강우시 발생하는 토양유실을 효과적으로 저감시킬 수 있을 것이라 판단된다.

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Drug Delivery into the Blood-Brain Barrier by Endogenous Substances-A Role of Amine and Monocarboxylic Acid Carrier Systems for the Drug Transport- (내인성물질의 수송계를 이용한 혈액-뇌관문에의 약물송달V-약물의 혈액-뇌관문 투과성에 대한 염기성 아민 및 모노카르본산 수송계의 역할-)

  • Kang, Young-Sook
    • Journal of Pharmaceutical Investigation
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    • v.20 no.4
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    • pp.223-228
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    • 1990
  • The contribution of endogenous transport systems to the blood-brain barrier (BBB) transport of basic and acidic drugs was studied by using a carotid injection technique in rats and an isolated bovine cerebrovascular disease state were compared between the normotensive rats (WKY) and stroke-prone spontaneously hypertensive rats (SHRSP) which have been well established as an animal model with pathogenic similarities to humans. Basic drugs such as eperisone, thiamine and scopolamine inhibited, in a concentration dependent manner the in vivo uptake of $[{^3}H]choline$ through BBB, whereas amino acids and acidic drugs such as salicylic acid and valproic acid did not inhibit the uptake. The uptake of $[^3H]choline$ by B-CAP increased with time and showed a remarkable temperature dependency. The uptake of $[^3H]choline$ by B-CAP showed the very similar inhibitory effects as observed in the in vivo brain uptake, and was competitively inhibited by a basic drug, eperisone. The in vivo BBB uptakes of $[^3H]acetic$ acid and $[^{14}C]salicylic$ acid were dependent on pH of the injectate and the concentration of drugs. Several acidic drugs such such as salicylic acid, benzoic acid and valproic acid inhibited the in vivo uptake of $[^3H]acetic$ acid, whereas amino acid, choline and a basic drug such as eperisone did not inhibit the uptake. The uptake of acetic acid by B-CAP was competitively inhibited by salicylic acid. The permeability surface area product (PS) through BBB for $[^3H]choline$ in SHRSP was significantly lower than that in WKY. The concentration of choline in the brain dialysate in SHRSP was about half of that in WKY, while no significant difference was observed in the plasma concentration of choline between SHRSP and WKY. No significant difference was observed in the transport of monocarboxylic acids, glucose and neutral amino acid through BBB between SHRSP and WKY. From these results, it was concluded that BBB transport system of choline contributes to the transport of basic drugs through BBB, that acidic drugs can be transported via a moncarboxylic acid BBB transport system and that the specific dysfuntion of the BBB choline transport in SHRSP was ascribed to the reduction of the maximum velocity of choline concentration in the brain interstitial fluids.

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Digital predistorters for communication systems with dynamic spectrum allocation (가변 스펙트럼 할당을 지원하는 광대역 전력 증폭기를 위한 디지털 전치왜곡기)

  • Choi, Sung-Ho;Seo, Sung-Won;Mah, Bak-Il;Jeong, Eui-Rim
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.15 no.2
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    • pp.307-314
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    • 2011
  • A new predistortion technique for dynamic spectrum allocation systems such as cognitive radio (CR) is proposed. The system model considered in this paper occupies a small band at a time, but the center frequency can be changed in the wide range of frequency. In this scenario. the front-end filter may not eliminate the harmonics of the power amplifier (PA) output. The proposed PD reduces the spectral regrowth of the fundamental signal at the carrier frequency (${\omega}_0$) and removes the harmonics ($2{\omega}_0$, $3{\omega}_0$, ...) at the same time. The proposed PD structure is composed of multiple predistorters (PDs) centered at integer multiples of ${\omega}_0$. The PD at ${\omega}_0$ is for removing spectral regrowth of the fundamental signal, and the others are for harmonic reduction. In the proposed PD structure, parameters of PDs are found jointly. Simulation results show that the spectral regrowth can be reduced by 20dB, and the 2nd and 3rd harmonics can be reduced down to -70dB from the power of the fundamental signal.

The Effect of Low Impact Development Techniques on Urban Runoff (저영향개발기법이 도시 유출에 미치는 영향)

  • Kim, Heesoo;Chung, Gunhui
    • Journal of Wetlands Research
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    • v.23 no.4
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    • pp.307-316
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    • 2021
  • Due to rapidly increased urbanization, impervious area has been extended and concerns about urban flooding has been increased as well. A lot of effort has been made to restore the urban water circulation. Low Impact Development (LID) technology that consist of retention, infiltration, and evapotranspiration has begun to attract attention to simulate the hydrologic phenomenon before and after development. Many researches on the technique is being actively conducted. In this study, the effect on reducing runoff in urban catchment was analyzed and evaluated by applying LID techniques using SWMM and six scenarios. A SWMM-LID model was built for the Gasan 1 rainwater pumping station basin, and Green Roof and Permeable Pavement were selected as LID techniques to be applied. As a result, the reduction effect of the permeable pavement was larger than green roof. In the future, the results could be used to design a LID facility using the characteristics of the watershed, and other urban water resource factors such as river and groundwater levels that affect each other should be considered, so that the entire system can be considered.

Predicting the Effects of Rooftop Greening and Evaluating CO2 Sequestration in Urban Heat Island Areas Using Satellite Imagery and Machine Learning (위성영상과 머신러닝 활용 도시열섬 지역 옥상녹화 효과 예측과 이산화탄소 흡수량 평가)

  • Minju Kim;Jeong U Park;Juhyeon Park;Jisoo Park;Chang-Uk Hyun
    • Korean Journal of Remote Sensing
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    • v.39 no.5_1
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    • pp.481-493
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    • 2023
  • In high-density urban areas, the urban heat island effect increases urban temperatures, leading to negative impacts such as worsened air pollution, increased cooling energy consumption, and increased greenhouse gas emissions. In urban environments where it is difficult to secure additional green spaces, rooftop greening is an efficient greenhouse gas reduction strategy. In this study, we not only analyzed the current status of the urban heat island effect but also utilized high-resolution satellite data and spatial information to estimate the available rooftop greening area within the study area. We evaluated the mitigation effect of the urban heat island phenomenon and carbon sequestration capacity through temperature predictions resulting from rooftop greening. To achieve this, we utilized WorldView-2 satellite data to classify land cover in the urban heat island areas of Busan city. We developed a prediction model for temperature changes before and after rooftop greening using machine learning techniques. To assess the degree of urban heat island mitigation due to changes in rooftop greening areas, we constructed a temperature change prediction model with temperature as the dependent variable using the random forest technique. In this process, we built a multiple regression model to derive high-resolution land surface temperatures for training data using Google Earth Engine, combining Landsat-8 and Sentinel-2 satellite data. Additionally, we evaluated carbon sequestration based on rooftop greening areas using a carbon absorption capacity per plant. The results of this study suggest that the developed satellite-based urban heat island assessment and temperature change prediction technology using Random Forest models can be applied to urban heat island-vulnerable areas with potential for expansion.

Trade-off Analysis Between National Ecosystem Services Due to Long-term Land Cover Changes (장기간 토지피복 변화에 따른 국내 생태계서비스 간 상쇄효과(Trade-off) 분석)

  • Yoon-Sun Park;Young-Keun Song
    • Korean Journal of Environment and Ecology
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    • v.38 no.2
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    • pp.204-216
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    • 2024
  • Understanding the trade-off effect in ecosystem services and measuring the interrelationships between services are crucial for managing limited environmental resources. Accordingly, in this study, we identified the dominant trends and increases and decreases in ecosystem services derived from changes in land cover over about 30 years and tracked changes in the relationships between ecosystem services that occurred over time. Through it, we determined the relationship between land cover changes and ecosystem service changes, as well as the distinct characteristics of service changes in different areas. The research primarily utilized the InVEST model, an ecosystem service assessment model. After standardizing the evaluation results between 0 and 1, it went through principal component analysis, a dimensionality reduction technique, to observe the time-series changes and understand the relationships between the services. According to the research results, the area of urbanized regions dramatically increased between 1989 and 2019, while forests showed a significant increase between 2009 and 2019. Between 1989 and 2019, the national ecosystem service supply witnessed a 13.9% decrease in water supply, a 10.5% decrease in nitrogen retention, a 2.6% increase in phosphorus retention, a 0.9% decrease in carbon storage, a 1.2% increase in air purification, and a 3.4% decrease in habitat quality. Over the past 30 years, South Korea experienced an increase in urbanized areas, a decrease in agricultural land, and an increase in forests, resulting in a trade-off effect between phosphorus retention and habitat quality. This study concluded that South Korea's environment management policies contribute to improving ecosystem quality, which has declined due to urbanization, and maximizing ecosystem services. These findings can help policymakers establish and implement forestry policies focusing on sustainable environmental conservation and ecosystem service provision.