• Title/Summary/Keyword: PMF 모델

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PM-10 Source Estimation Using Positive Matrix Factorization (PMF를 이용한 PM-10의 오염원 추정)

  • 황인조;김동술
    • Proceedings of the Korea Air Pollution Research Association Conference
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    • 2000.04a
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    • pp.291-293
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    • 2000
  • 대기 연구자들은 대기오염의 일반적인 현황과 대기오염 유발의 근본 원인 파악, 저감 대책 등에 대한 연구를 활발히 수행하고 있다 하지만 이러한 연구들 중에서 대기오염의 근본 원인을 파악하기 위한 오염원 (Source) 추정 연구는 국내외적으로 매우 미진하다. 대기질의 평가와 예측은 분산모델과 수용방법론을 이용하는데, 분산모델에 내재되어 있는 한계성과 제약점 때문에 수용체에서 오염물질의 특성을 분석한 후, 오염원의 기여도를 평가하는 수용방법론이 지속적으로 개발되고 있다. (중략)

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Identification of Atmospheric PM10 Sources and Estimating Their Contributions to the Yongin-Suwon Bordering Area by Using PMF (PMF모델을 이용한 용인.수원 경계지역에서 PM10 오염원의 확인과 상대적 기여도의 추정)

  • Lee, Hyung-Woo;Lee, Tae-Jung;Yang, Sung-Su;Kim, Dong-Sool
    • Journal of Korean Society for Atmospheric Environment
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    • v.24 no.4
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    • pp.439-454
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    • 2008
  • The purpose of this study was to extensively identify $PM_{10}$ sources and to estimate their contributions to the study area, based on the analysis of the $PM_{10}$ mass concentration and the associated inorganic elements, ions, and total carbon. The contribution of $PM_{10}$ sources was estimated by applying a receptor method because identifying air emission sources were effective way to control the ambient air quality. $PM_{10}$ particles were collected from May to November 2007 in the Yongin-Suwon bordering area. $PM_{10}$ samples were collected on quartz filters by a $PM_{10}$ high-volume air sampler. The inorganic elements (Al, Mn, V, Cr, Fe, Ni, Cu, Zn, Cd, Pb, Si, Ba, Ti and Ag) were analyzed by an ICP-AES after proper pre-treatments of each sample. The ionic components of these $PM_{10}$ samples ($Cl^_$, $NO_3^-$, $SO_4^{2-}$, $Na^+$, $NH_4^+$, $K^+$, $Ca^{2+}$, and $Mg^{2+}$) were analyzed by an IC. The carbon components (OC1, OC2, OC3, OC4, OP, EC1, EC2 and EC3) were also analyzed by DRI/OGC analyzer. Source apportionment of $PM_{10}$ was performed using a positive matrix factorization (PMF) model. After performing PMF modeling, a total of 8 sources were identified and their contribution were estimated. Contributions from each emission source were as follows: 13.8% from oil combustion and industrial related source, 25.4% from soil source, 22.1% from secondary sulfate, 12.3% from secondary nitrate, 17.7% from auto emission including diesel (12.1%) and gasoline (5.6%), 3.1% from waste incineration and 5.6% from Na-rich source. This study provides information on the major sources affecting air quality in the receptor site, and therefore it will help us maintain and manage the ambient air quality in the Yongin-Suwon bordering area by establishing reliable control strategies for the related sources.

Source Identification of Ambient Size-by-Size Particulate Using the Positive Matrix Factorization Model on the Border of Yongin and Suwon (PMF 모델을 이용한 용인-수원경계지역에서의 부유분진의 크기별 오염원 확인)

  • Oh, Mi-Seok;Lee, Tae-Jung;Kim, Dong-Sool
    • Journal of Korean Society for Atmospheric Environment
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    • v.25 no.2
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    • pp.108-121
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    • 2009
  • The suspended particulate matters have been collected on membrane filters and glass fiber filters by an 8-stage cascade impactor for 2 years (Sep. 2005${\sim}$Sep. 2007) in Kyung Hee University-Global Campus located on the border of Yongin and Suwon. The 20 chemical species (Al, Mn, Si, Fe, Cu, Pb, Cr, Ni, V, Cd, Ba, $Na^+$, ${NH_4}^+$, $K^+$, $Mg^{2+}$, $Ca^{2+}$, $Cl^-$, ${NO_3}^-$, and ${SO_4}^{2-}$) were analyzed by an ICP-AES and an IC after performing proper pre-treatments of each sample filter. Based on these chemical information, the PMF receptor model was applied to identify the source of ambient size-by-size particulate matters. The receptor modeling is the one of the statistical methods to achieve resonable air pollution management strategies. A total of 10 sources was identified in 9 size-ranges such as long-range transport, secondary aerosol, $NH_{4}NO_{3}$ related source, coal combustion, sea-salt, soil, oil combustion, auto emission, incineration, and biomass burning. Especially, the secondary aerosol source assorted in fine and coarse modes was intensively studied.

Estimation of PM10 Source Contributions on Three Cities in the Metropolitan Area by Using PMF Model (PMF 모델을 이용한 수도권 내 3개 도시에서의 PM10 오염원의 기여도 추정)

  • Lee, Tae-Jung;Huh, Jong-Bae;Yi, Seung-Muk;Kim, Shin-Do;Kim, Dong-Sool
    • Journal of Korean Society for Atmospheric Environment
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    • v.25 no.4
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    • pp.275-288
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    • 2009
  • The Korean government strengthened the environmental polices to manage and enhance Metropolitan Area air quality, and also has enforced "Special Act on Seoul Metropolitan Air Quality Improvement (SASMAQI)" issued in Dec. 2004. Recently government expanded the Seoul Metropolitan Air Quality Management District (SMAQMD) to the outskirts satellite cities of Seoul area through the "Revised Law Draft of SASMAQI". The SMAQMD has been alloted the allowable emission loads to the local governments on the basis of the carrying $PM_{10}$ capacity. However, in order to establish the effective air quality control strategy for $PM_{10}$, it is necessary to understand the corresponding sources which have a potential to directly impact ambient $PM_{10}$ concentration. To deal with the situations, many receptor methodologies have been developed to identify the origins of pollutants and to determine the contributions of sources of interests. The objective of this study was to extensively identify $PM_{10}$ sources and to estimate their contributions at the metropolitan area. $PM_{10}$ samples were simultaneously collected at the 3 semi-industrialized local cities in the Seoul metropolitan area such as Hwasung-si, Paju-si, and Icheon-si sites from April 15 to May 31, 2007. The samples collected on the teflon membrane filter by one $PM_{10}$ cyclone sampler were analyzed for trace metals and soluble ions and samples on the quartz fiber filter by another sampler were analyzed for OC and EC. Source apportionment study was then performed by using a positive matrix factorization (PMF) receptor model. A total of 6 sources were identified and their contributions were estimated in each monitoring site. Contribution results on Hwasung, Paju, and Icheon sites were as follows: 33%, 27%, and 27% from soil source, 26%, 26%, and 21% from secondary aerosol source, 11%, 11%, and 12% from biomass burning, 12%, 6%, and 5% from sea salt, 7%, 15%, and 19% from industrial related source, and finally 11%, 15%, and 16% from mobile and oil complex source, respectively. This study provides information on the major sources affecting air quality in the receptor sites and thus it will help to manage the ambient air quality in the metropolitan area by establishing reasonable control strategies, especially for the anthropogenic emission sources.

Development and Application of Hydrological Safety Evaluation Guidelines for Agricultural Reservoir with AHP (AHP를 이용한 농업용저수지 수문학적 안전성평가 방법 개발 및 적용)

  • Lee, Jae Ju;Park, Jong Seok;Rhee, Kyoung Hoon
    • Journal of Wetlands Research
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    • v.16 no.2
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    • pp.235-243
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    • 2014
  • According to the "Safety Evaluation Detailed Instructions (Dam)", precise safety inspection is carried out for dams that exceed a certain scale. However, as the Hydrological Safety Evaluation from various evaluation standards is designed to evaluate the safety of existing dams considering PMF, the evaluation is much less applicable for most agricultural reservoirs. Therefore, the Hydrological Safety Guidelines for agricultural reservoirs are expected to be re-evaluated considering the diverse risk factors with the coefficient model and AHP in this study. The coefficient model has been developed by selecting the hydrological safety superordinate subordinate evaluation factors to reflect diverse risk factors of agricultural reservoirs. After calculating the sum of indicators score for each evaluation factors, validation procedures were performed for the questionnaire which a panel answered. The practical coefficient has eventually been estimated for the hydrological safety evaluation considering the diverse risk factors. The conclusions acquired based on the study done are that both most agricultural reservoirs were classified as flood defense capability is insufficient and agricultural reservoirs which meet embankment-freeboard standards considering PMF was overestimated.

Integrative CVP Framework Design, Using Lean-startup Methodology (린스타트업방법론을 이용한 통합 고객가치제안모델 설계)

  • Ahn, Eung-hee
    • Journal of Venture Innovation
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    • v.7 no.3
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    • pp.45-63
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    • 2024
  • The success of a company in the market is linked to the value it delivers to its customers. However, that value is not always constant. As the environment changes, so do customer experiences and requirements, and eventually the value they seek also evolves. Thus, a timely, clear, and effective value proposition, along with the associated benefits, becomes the functional, psychological, and economic foundation of a business. Therefore, the customer value proposition is crucial in terms of Product-Market Fit (PMF), establishing competitive differentiation, and delivering consistent messaging. Despite this, the most widely known and utilized model related to the Customer Value Proposition (CVP) in general businesses is the Value Proposition Canvas (VPC) by Osterwalder and Pigneur. Apart from that, there are only a few other models used by scholars and experts. In this paper, I selected the VPC model, which is widely used by business practitioners globally, and two other major CVP models well-known to experts. I conducted a detailed analysis of these models and derived the essential elements and key features of a customer value proposition. These were then combined with the Lean Startup methodology, which is frequently used for innovation today, to design an integrated CVP model that startups can easily utilize. The framework proposed in this study is a comprehensive CVP model that incorporates the strengths, weaknesses, characteristics, and commonalities of the three existing CVP models. It is designed to flexibly adapt depending on the business direction or strategic characteristics of the company by comprehensively considering all circumstances of the entire company or a specific product/service. Additionally, it systematically manages the contents of customers' wants & needs, strategic focus, and growth horizons, even after application. The Integrative-Lean CVP Model, designed for easy use by startups, is expected to help them with limited funding and marketing capabilities identify value proposition elements for timely PMF, fostering the creation of a new startup ecosystem.

Development of Hydrological Safety Evaluation Model for Agricultural Reservoir (농업용저수지의 수문학적 안전성 평가를 위한 계수화 모델 산정)

  • Park, Jong Seok;Rhee, Kyoung Hoon;Lee, Jae Ju;Shim, Choon Seok;Jin, Wan Gyu;Hu, Shin Young
    • Journal of Wetlands Research
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    • v.17 no.2
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    • pp.130-138
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    • 2015
  • According to the "Safety Evaluation Detailed Instructions (Dam)", a precise safety inspection is carried out for dams that exceed a certain scale. However, as the Hydrological Safety Evaluation from various evaluation standards is designed to evaluate the safety of existing dams considering PMF(Probable Maximum Flood), the evaluation is much less applicable for most agricultural reservoirs. Therefore, the Hydrological Safety Guidelines for agricultural reservoirs are expected to be re-evaluated considering the diverse risk factors with the coefficient model and AHP(Analytic Hierarchy Process) in this study. The coefficient model has been developed by selecting the hydrological safety superordinate subordinate evaluation factors to reflect diverse risk factors of agricultural reservoirs. This study indicated that in the short term, improving the safety check condition evaluation grade will be useful to improve the hydrological safety of the agricultural reservoir because it can be performed immediately.

A Study on Development of Downstream Flood Damage Prediction Model by Dam-Break of Small Agricultural Reservoir (농업용 소규모 저수지의 붕괴에 따른 하류부 피해예측모델 개발에 관한 연구)

  • Park, Jong-Yoon;Jung, Wan-Sue;Lee, Joo-Heon;Kang, Boo-Sik;Kim, Seong-Joon
    • Proceedings of the Korea Water Resources Association Conference
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    • 2010.05a
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    • pp.1832-1835
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    • 2010
  • 본 연구는 이상홍수와 급속한 도시화로 인하여 설계 및 축조 당시의 수문, 기상환경이 변화함에 따라 해마다 증가하는 저수지관련 홍수피해에 효율적으로 대처하기 위하여 국내 농업용 저수지 17,649개 중 14,154개(80.2%)에 해당하는 30만$m^3$ 이하의 소규모 저수지를 대상으로 댐 붕괴에 의한 저수지 하류의 피해 규모 및 피해양상을 정량화 할 수 있는 피해예측모델을 개발함으로써 저수지 하류하천 위험기준을 수립할 수 있는 방안을 제시하고자 한다. 이를 위해 경기도 용인시에 위치한 창리저수지(20.0만$m^3$)를 대상으로 댐 붕괴 시나리오를 작성하고 빈도별홍수량 및 가능최대홍수량(Probable Maximum Flood, PMF)을 산정하여 HEC-HMS 모형을 이용한 댐 붕괴 모의를 실시하였다. 하류부 홍수해석은 창리저수지 직하류 화곡천(1.12km) 구간에 대해 HEC-RAS 모형을 이용하여 댐 붕괴 홍수파 수문곡선에 따른 홍수범람도를 작성하였다. 또한 홍수범람구역에 해당되는 행정구역의 자산DB를 구축하고 홍수피해산정 방법으로 널리 사용된 다차원법(Multi - Dimensional Flood Damage Analysis, MD-FDA)과 기존 간편법의 장점을 살려 댐 붕괴에 따른 하류부 홍수피해액을 산정하였다.

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Research Trends of Receptor Models in Korea and Foreign Countries and Improvement Directions for Air Quality Management (수용모델의 국내외 연구동향과 대기질 관리를 위한 발전방향)

  • Hwang, InJo;Kim, Dong-Sool
    • Journal of Korean Society for Atmospheric Environment
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    • v.29 no.4
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    • pp.459-476
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    • 2013
  • Receptor models have been rapidly developed to manage the ambient air quality and to establish effective emission reduction strategies. The models are used to identify various emission sources and apportion quantitatively the ambient pollutant mass based on various measured physico-chemical properties of the air pollutants at the receptor site. Many types of receptor models have been applied to estimate source contributions since those provide fundamental information when establishing reasonable environmental policies in Korea and Foreign countries. In this paper, we will introduce the basic concept and principal of the receptor model, various types of existing models with discussing strong and weak points for each model, and performance procedure of PMF model as the most popular model in the world. Further the trends of receptor modeling studies in Korea and other countries were provided. Finally, the improvement directions of the modeling works for the national and local air quality management were suggested in this paper.

Health Risk Assessment with Source Apportionment of Ambient Volatile Organic Compounds in Seoul by Positive Matrix Factorization (수용체 모델(PMF)를 이용한 서울시 대기 중 VOCs의 배출원에 따른 위해성평가)

  • Kwon, Seung-Mi;Choi, Yu-Ri;Park, Myoung-Kyu;Lee, Ho-Joon;Kim, Gwang-Rae;Yoo, Seung-Sung;Cho, Seog-Ju;Shin, Jin-Ho;Shin, Yong-Seung;Lee, Cheolmin
    • Journal of Environmental Health Sciences
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    • v.47 no.5
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    • pp.384-397
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    • 2021
  • Background: With volatile organic compounds (VOCs) containing aromatic and halogenated hydrocarbons such as benzene, toluene, and xylene that can adversely affect the respiratory and cardiovascular systems when a certain concentration is reached, it is important to accurately evaluate the source and the corresponding health risk effects. Objectives: The purpose of this study is to provide scientific evidence for the city of Seoul's VOC reduction measures by confirming the risk of each VOC emission source. Methods: In 2020, 56 VOCs were measured and analyzed at one-hour intervals using an online flame ionization detector system (GC-FID) at two measuring stations in Seoul (Gangseo: GS, Bukhansan: BHS). The dominant emission source was identified using the Positive Matrix Factorization (PMF) model, and health risk assessment was performed on the main components of VOCs related to the emission source. Results: Gasoline vapor and vehicle combustion gas are the main sources of emissions in GS, a residential area in the city center, and the main sources are solvent usage and aged VOCs in BHS, a greenbelt area. The risk index ranged from 0.01 to 0.02, which is lower than the standard of 1 for both GS and BHS, and was an acceptable level of 5.71×10-7 to 2.58×10-6 for carcinogenic risk. Conclusions: In order to reduce the level of carcinogenic risk to an acceptable safe level, it is necessary to improve and reduce the emission sources of vehicle combustion and solvent usage, and eco-car policies are judged to contribute to the reduction of combustion gas as well as providing a response to climate change.