• Title/Summary/Keyword: 먼지 오염

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Assessment and Estimation of Particulate Matter Formation Potential and Respiratory Effects from Air Emission Matters in Industrial Sectors and Cities/Regions (국내 산업 및 시도별 대기오염물질 배출량자료를 이용한 미세먼지 형성 가능성 및 인체 호흡기 영향 평가추정)

  • Kim, Junbeum
    • Journal of Korean Society of Environmental Engineers
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    • v.39 no.4
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    • pp.220-228
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    • 2017
  • Since the fine particulate matters occurred from mainly combustion in industry and road transport effect to human respiratory health, the interest and importance are getting increased. In 2013, the World Health Organization (WHO) concluded that outdoor air pollution is carcinogenic to humans, with the particulate matter component ($PM_{10}$ and $PM_{2.5}$) of air pollution most closely associated with increased cancer incidence, especially cancer of the lung. Therefore, many researches have been studied in the quantification and data development of fine particulate matters. Currently, the Ministry of Environment and cities/regions are developing the fine particulate matter data and air emission information. Particularly just $PM_{10}$ and $PM_{2.5}$ data is used in the fine particulate matters warning and alert. The data of NOx, SOx, $NH_3$, which have the particulate matter formation potential are not well considered. Also, the researches related with particulate matter formation potential and respiratory effects by industrial sectors and cities/regions are not conducted well. Therefore, the purpose of this study is to evaluate and calculate particulate matter formation potential and respiratory effects in 11 industrial sectors and cities using NOx, SOx, $PM_{10}$, $NH_3$ data (developed by Ministry of Environment and National Institute of Environmental Research) in 2001 and 2013. The results of this study will be provided the particulate matter formation potential and respiratory effects and will be used for future the fine particulate matter researches.

Characteristics and Management of Particulate Matter(PM2.5) Emission on Cooking Condition (주방 조리시 미세먼지(PM2.5) 배출 특성과 관리방안)

  • Lee, Myeonggu;Jeong, Myeongjin;Kang, Minji
    • The Journal of the Convergence on Culture Technology
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    • v.4 no.1
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    • pp.325-329
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    • 2018
  • There are many pollutants in the residential space due to building materials, ventilation, cooking, etc. Among them, particulate matter is a primary carcinogen and very harmfull to the human body, it occurs mostly in cooking. Therefore, in order to manage the indoor air quality well, it is necessary to evaluate the relationship between the concentration of particulate matter generated during cooking and ventilation method. In this study, we propose a management method and particulate matte which occurs during the kitchen cooking by measuring and analyzing the concenteation change of particulate matter(PM2.5) according to the type of food and the ventilation method.

LSTM-based Fine Dust Concentration Prediction using Meteorogical factors and Air Pollution factors (기상 인자와 대기오염 인자를 활용한 LSTM 기반의 미세먼지 농도 예측)

  • Yoo, Jihoon;Shin, Dongil;Shin, Dongkyoo
    • Annual Conference of KIPS
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    • 2020.05a
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    • pp.508-511
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    • 2020
  • 미세먼지(PM10, PM2.5)는 배출가스 증가와 함께 빠르게 악화되어 왔으며, 다양한 화학성분 뿐만 아니라 금속 성분이 포함되어 있어 인체에 큰 유해성을 발생한다. 이에 정부는 미세먼지 저감 정책 및 법률을 통해 개선하고자 했지만, 2013년부터 그 효력을 잃기 시작하였다. 이에 본 연구에서는 미세먼지 저감 정책 및 법률을 수립하는데 있어 가장 중요한 요소인 미세먼지 농도를 예측하는 연구를 진행한다. 이전 연구들에서 미세먼지 영향 요소들이 시계열 기반의 데이터(기상인자와 대기오염 인자)인 것을 확인하였기에, 시계열 데이터에 좋은 성능을 보이는 LSTM 알고리즘을 사용하여 학습 후, 서울시 '구별' '시간단위' 미세먼지 농도 예측에 대한 예측 오차(RMSE, MAE) 성능을 비교하였다. 실험 결과 PM10의 경우 (7.2, 4.78), PM2.5의 경우 (4.7, 3.2)의 예측 오차를 보였으며, 금천구의 경우 PM10이 (5.3, 3.71), PM2.5에서 (3.5, 2.5)로 가장 좋은 성능을 보였다.

Evaluation of the Usability of Micro-Sensors for the Portable Fine Particle Measurement (생활 속 미세먼지 영향평가를 위한 소형센서의 신뢰성 및 활용성 평가)

  • Kim, Jinsu;Jang, Youjung;Kim, Jinseok;Park, Minwoo;Bu, Chanjong;Lee, Yungu;Kim, Younha;Woo, Jung-Hun
    • Journal of Environmental Impact Assessment
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    • v.27 no.4
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    • pp.378-393
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    • 2018
  • As atmospheric fine dust problems in Korea become more serious, there are growing needs to find the concentration of fine particles in indoor and outdoor areas and there are increasing demands for sensor-based portable monitoring devices capable of measuring fine dust concentrations instantly. The low-cost portable monitoring devices have been widely manufactured and used without the prescribed certification standards which would cause unnecessary confusion to the concerned public. To evaluate the reliability those devices and to improve their usability, following studies were conducted in this work; 1) The comparisons between sensor-based devices and comparison with more accurate devices were performed. 2) Several experiments were conducted to understand usefulness of the portable monitoring devices. As results, the absolute concentration levels need to be adjusted due to insensitivity of the tiny light scattering sensors in the portable devices, but their linearity and reproducibility seem to be acceptable. By using those monitoring devices, users are expected to have benefits of recognizing the changes of concentration more quickly and could help preventing themselves from the adverse health impacts.

Analyses of the current market trend and research status of indoor air quality control to develop an electrostatic force-based dust control technique (정전기적 힘을 이용한 실내공기 미세부유먼지 제거 요소기술의 개발을 위한 기술별 시장현황 및 연구 동향 분석)

  • Yoon, Young H.;Joo, Jin-Chul;Ahn, Ho-Sang;Nam, Sook-Hyun
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.14 no.12
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    • pp.6610-6617
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    • 2013
  • This study examined the current and future Indoor Air Quality (IAQ) control device markets and analyzed the recent studies on indoor air pollutantr emoval to develop a new technology for fine dust control. Currently, the mechanical filter technique occupies the bulk of the IAQ control market but the electronic technique is emerging as an alternative to control fine dust efficiently. Among the gaseous VOCs and fine dust particles contaminating the indoor air quality, fine dust particles are more problematic because they threaten human health by penetrating deep into the body and producing secondary contaminants by chemical reaction with VOCs. The electronic IAQ control device using dielectrophoretic and electrostatic forces is a good option for public spaces where many people pass, and at the same time, it needs to consider temperature, humidity, and the particle properties of specific areas to highlight the control efficiency. Electronic-related technology is expected to be used widely in many public/private spaces wherever a dust-free environment is required.

Characteristics for Heavy Metal Pollution in Road Dust from Daebul Industrial Complex: Classification by Particle Size and Magnetic Separation (대불산업단지 도로먼지 내 중금속류 오염 특성: 입도와 자성에 따른 구분)

  • Jeong, Hyeryeong;Choi, Jin Young;Ra, Kongtae
    • Journal of Environmental Impact Assessment
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    • v.29 no.4
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    • pp.252-271
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    • 2020
  • In this study, we investigated physical and chemical properties such as grain size, heavy metal pollution, magnetic properties, and their environmental impacts of road dusts (RD) collected from 14 sampling points in Daebul industrial Complex. Heavy metal concentrations in RD were in the order of Fe>Zn>Cu>Pb>Cr>Ni>As>Cd>Hg, and this pollution pattern was related to major industries and traffic activities in this area. The results of the correlation analysis between heavy metal elements and particle size in RD showed that Fe and all of analyzed heavy metals had a significant correlation with each other and metal concentrations had a significantly negative correlation (p<0.05). However, due to the input of large metal particles some heavy metal concentrations in the particle fraction of >1000 ㎛ were highest. Pollution load per unit area of this fraction was the highest among the grain size fractions. Cr, Ni, Cu, Zn, Cd, Pb levels in RD decreased and the levels of Cr, Ni, Cu, Zn, Cd, and Pb were reduced to 85 (As) -22 (Ni)% of the whole after removal of MFs fraction from RD. The mean heavy metal levels in the study area did not exceed the soil contamination guide value of Korea, indicating that heavy metal levels in RD were not a concern. However, at some sampling points, Zn concentrations were exceeded the soil contamination guide value for the 3rd areas of Korea and this result indicated that further studies of the impact of RD on the surrounding environment through re-suspension or non-point pollution, and of effective management methods are required.

Particulate Matter Rating Map based on Machine Learning with Adaboost Algorithm (기계학습 Adaboost에 기초한 미세먼지 등급 지도)

  • Jeong, Jong-Chul
    • Journal of Cadastre & Land InformatiX
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    • v.51 no.2
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    • pp.141-150
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    • 2021
  • Fine dust is a substance that greatly affects human health, and various studies have been conducted in this regard. Due to the human influence of particulate matter, various studies are being conducted to predict particulate matter grade using past data measured in the monitoring network of Seoul city. In this paper, predictive model have focused on particulate matter concentration in May, 2019, Seoul. The air pollutant variables were used to training such as SO2, CO, NO2, O3. The predictive model based on Adaboost, and training model was dividing PM10 and PM2.5. As a result of the prediction performance comparison through confusion matrix, the Adaboost model was more conformable for predicting the particulate matter concentration grade. Although air pollutant variables have a higher correlation with PM2.5, training model need to train a lot of data and to use additional variables such as traffic volume to predict more effective PM10 and PM2.5 distribution grade.

Operation and Performance of Industrial Bag Filter Apparatus (산업용 여과포집진장치의 운전 및 성능)

  • 박영옥
    • Membrane Journal
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    • v.5 no.1
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    • pp.16-25
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    • 1995
  • 먼지는 일반적으로 입자크기가 $10\mu\textrm{m}$ 이상의 강하 먼지와 $10\mu\textrm{m}$ 이하의 부유먼지로 구분하며, 이들의 먼지는 대기중에서 인간이나 동.식물에 주로 영향을 준다. 입자크기 범위가 $0.1~10\mu\textrm{m}$ 사이의 부유먼지는 주로 산업공정에서 연료의 연소 또는 고체상 물질의 분쇄 및 수송공정 등에서 주로 발생되며, 입자크기가 $2.5\mu\textrm{m}$이하인 것들은 대기중에서 황산화성 미세먼지와 질산화성 미세먼지로 전환되어 가시도(visibility)에도 큰 영향을 미친다. 대기중에 부유된 먼지중에서 $8\mu\textrm{m}$ 이하는 호흡시 호흡기로 유입되는 입자크기로써, 입자크기가 $6.0\mu\textrm{m}$ 이하인 것은 약 10% 정도가 인간의 폐내로 유입되고, $4.0\mu\textrm{m}$ 이하인 것은 30%, $2.0\mu\textrm{m}$ 이하인 것은 약 99%가 폐(lung)에 유입되어 폐에 침착된다고 보고하였다. 앞으로 산업발전이 계속됨에 따라서 먼지의 배출량이 계속 증가할 것이며, 이로 인해 먼지에 의한 대기오염이 심각해질 뿐만 아니라 인간에 미치는 피해도 심각해질 것으로 예측된다.

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A Study on Fine Dust Modeling for Air Quality Prediction (미세먼지 확산 모델링을 이용한 대기질 예측 시스템에 대한 연구)

  • Yoo, Ji-Hyun
    • Journal of IKEEE
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    • v.24 no.4
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    • pp.1136-1140
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    • 2020
  • As air pollution caused by fine dust becomes serious, interest in the spread of fine dust and prediction of air quality is increasing. The causes of fine dust are very diverse, and some fine dust naturally occurs through forest fires and yellow dust, but most of them are known to be caused by air pollutants from burning fossil fuels such as petroleum and coal or from automobile exhaust gas. In this paper, the CALPUFF model recommended by the US EPA is used, and CALPUFF diffusion modeling is performed by generating a wind field through the CALMET model as a meteorological preprocessing program that generates a three-dimensional wind field, which is a meteorological element required by CALPUFF. Through this, we propose a fine dust diffusion modeling and air quality prediction system that reflects complex topography.

A Study on Variations of Concentrations of TSP, PM10, PM2.5 in Seoul Area- in the Area of Yangjae-Dong - (서울지역의 TSP, PM10, PM2.5의 농도변화에 관한 연구-양재동지역-)

  • 김광래;김영두;차영섭;윤중섭;김민영;이재영;김신도
    • Proceedings of the Korea Air Pollution Research Association Conference
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    • 2003.11a
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    • pp.343-344
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    • 2003
  • 도시 내에는 한정된 공간에서의 토사의 비산먼지, 해염입자 등 자연 발생원에서 유래하는 오염물질과 각종 화학물질 사용증가, 도시의 인구 집중화, 산업 및 난방시설과 자동차 교통량의 증가 등 인위적인 발생원에서 유래하는 많은 오염물질들이 다량으로 대기중에 방출되어 대기질이 악화되고 있다. 먼지는 입경에 따라 크게 2가지로 구분할 수 있다. 즉 공기중에 부유하고 입경이 작은 부유먼지와 입경이 크고 자연상태로 지상에 낙하하는 강하먼지가 있다. (중략)

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