• 제목/요약/키워드: Particulate matter

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PM10 예측 성능 향상을 위한 이진 분류 모델 비교 분석 (Comparative Analysis of the Binary Classification Model for Improving PM10 Prediction Performance)

  • 정용진;이종성;오창헌
    • 한국정보통신학회논문지
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    • 제25권1호
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    • pp.56-62
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    • 2021
  • 미세먼지 예보에 대한 높은 정확도가 요구됨에 따라 기계 학습의 알고리즘을 적용하여 예측 정확도를 높이려는 다양한 시도들이 이루어지고 있다. 그러나 미세먼지의 특성과 불균형적인 농도별 발생 비율에 대한 문제로 예측 모델의 학습 및 예측이 잘 이루어지지 않는다. 이러한 문제를 해결하기 위해 특정 농도를 기준으로 미세먼지를 저농도와 고농도로 구분하여 예측을 수행하는 등 다양한 연구가 진행되고 있다. 본 논문에서는 미세먼지 농도의 불균형 특성으로 인한 예측 성능 향상의 문제를 해결하기 위한 미세먼지 농도의 이진 분류 모델을 제안하였다. 분류 알고리즘 중 logistic regression, decision tree, SVM 및 MLP를 이용하여 PM10에 대한 이진분류 모델들을 설계하였다. 오차 행렬을 통해 성능을 비교한 결과, 4가지 모델 중 MLP 모델이 89.98%의 정확도로 가장 높은 이진 분류 성능을 보였다.

A Study on the Distribution Characteristics and Countermeasures of Concentrations of Ambient PM10 and PM2.5 in Yangju, South Korea

  • Dohun Lim;Yoonjin Lee
    • 자원환경지질
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    • 제55권6호
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    • pp.701-716
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    • 2022
  • This study investigated the distribution behaviors of PM2.5 and PM10 at two air quality monitoring sites, Go-eup (GO) and Backseokeup (BS), located in Yangju City, South Korea. The amounts of emissions sources of pollutants were analyzed based on the Clean Air Policy Support System (CAPSS), and the contribution rates of neighboring cities were enumerated in Yangju. Yangju has a geological basin structure, and it is a city with mixed urban and rural characteristics. The emission concentration of particulate matter was affected by geological and seasonal factors for all sites observed in this study. Therefore, these factors should be considered when establishing policies related to particulate matter. Because the official GO and BS station sites in Yangju are both situated in the southern part of the city, the representativeness of both stations was checked using correlation analysis for the measurement of PM2.5 and PM10 by considering two more sites-those of Bongyang-dong (BY) and the Gumjun (GJ) industrial complex. The data included discharge amounts for business types 4 and 5, which were not sufficiently considered in the CAPSS estimates. Because the 4 and 5 types of businesses represent over 92.6% of businesses in this city, they are workplaces in Yangju that have a significant effect on the total air pollutant emission. These types of businesses should be re-inspected as the main discharge sources in industry, and basic data accumulation should be carried out. Moreover, to manage the emission of particulate matter, attainable countermeasures for the main sources of these emissions should be prepared in a prioritized fashion; such countermeasures include prohibition of backyard burning, supervision of charcoal kilns, and management of livestock excretions and fugitive dust in construction sites and on roads. The contribution rates by neighboring cities was enumerated between 6.3% and 10.9% for PM2.5. Cooperation policies are thought to be required with neighboring cites to reduce particulate matter.

Association between ambient particulate matter levels and hypertension: results from the Korean Genome and Epidemiology Study

  • Sewhan Na;Jong-Tae Park;Seungbeom Kim;Jinwoo Han;Saemi Jung;Kyeongmin Kwak
    • Annals of Occupational and Environmental Medicine
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    • 제35권
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    • pp.51.1-51.15
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    • 2023
  • Background: Recently, there has been increasing worldwide concern about outdoor air pollution, especially particulate matter (PM), which has been extensively researched for its harmful effects on the respiratory system. However, sufficient research on its effects on cardiovascular diseases, such as hypertension, remains lacking. In this study, we examine the associations between PM levels and hypertension and hypothesize that higher PM concentrations are associated with elevated blood pressure. Methods: A total of 133,935 adults aged ≥ 40 years who participated in the Korean Genome and Epidemiology Study were analyzed. Multiple linear regression analyses were conducted to investigate the short- (1-14 days), medium- (1 and 3 months), and long-term (1 and 2 years) impacts of PM on blood pressure. Logistic regression analyses were conducted to evaluate the medium- and long-term effects of PM on blood pressure elevation after adjusting for sex, age, body mass index, health-related lifestyle behaviors, and geographic areas. Results: Using multiple linear regression analyses, both crude and adjusted models generated positive estimates, indicating an association with increased blood pressure, with all results being statistically significant, with the exception of PM levels over the long-term period (1 and 2 years) in non-hypertensive participants. In the logistic regression analyses on non-hypertensive participants, moderate PM10 (particulate matter with diameters < 10 ㎛) and PM2.5 (particulate matter with diameters < 2.5 ㎛) levels over the long-term period and all high PM10 and PM2.5 levels were statistically significant after adjusting for various covariates. Notably, high PM2.5 levels of the 1 year exhibited the highest odds ratio of 1.23 (95% confidence interval: 1.19-1.28) after adjustment. Conclusions: These findings suggest that both short- and long-term exposure to PM is associated with blood pressure elevation.

Ceramic Diesel Particulate Filter Structure with Inclined Gas Paths

  • Hwang, Yeon;Kang, Dae-Sik;Choi, Hyoung-Gwon;Lee, Choong-Hoon
    • 한국세라믹학회지
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    • 제49권3호
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    • pp.226-230
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    • 2012
  • This paper presents a novel structure for a diesel particulate filter (DPF) with inclined gas paths, which was designed so that the gas paths offered a fluent flow of exhaust gases, and particulate matter (PM) was collected at pores formed in the body. The alumina porous filter was prepared by a conventional sintering process at $1200^{\circ}C$ for 2 h. Straight gas paths with $30^{\circ}$ of inclination from the gas flow direction were formed in the filter body. It is shown that this filter structure worked as a PM filter, in which 90.2% of soot filtration efficiency and 59.6 mbar of pressure drop were achieved.

유치원 아동 어머니들의 숲체험에 따른 숲과 미세먼지에 대한 인식의 차이 분석 (The Forest Experience on Kindergarten Children's Mother's Analysis of Differences in Perception Between Forest and Fine Particulate Matter)

  • 도현진;구창덕
    • 한국환경생태학회지
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    • 제32권5호
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    • pp.541-552
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    • 2018
  • 본 연구에서는 3~5세 유아교육기관 재원생 어머니들의 일상생활 속 미세먼지에 대한 인식을 알아보고 숲체험 프로그램 참가에 따른 숲과 미세먼지에 대한 인식의 차이를 분석하였다. 연구 대상은 숲체험 참가한 학모 61명과 숲체험에 참가하지 않은 학모 61명으로 총 122명에게 설문 조사를 하였다. 총 122명 중 82.8%의 학모들은 미세먼지에 대한 관심이 있고 자주 확인하는 빈도도 84.4%으로 높았지만 이에 대한 지식과 대처방안 및 줄이기 위한 적극적인 실천은 부족 하였다. 숲과 미세먼지에 대한 인식은 숲체험에 참여한 학모들에게서 숲의 역할 및 도심과 비교한 숲 환경의 차이에 대한 긍정적인 인식이 높았다. 따라서 어머니들이 먼저 숲을 적극적으로 체험 할 수 있는 기회가 확대 된다면 유 아동들의 숲체험이 활성화 될 뿐만 아니라 미세먼지를 비롯한 현재의 유해환경을 개선하는데도 기여 할 것이라고 생각한다.

실내 미세먼지 및 소음 모니터링 시스템 설계 및 구현 (Design and Implementation of an Indoor Particulate Matter and Noise Monitoring System)

  • 조현태
    • 대한임베디드공학회논문지
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    • 제17권1호
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    • pp.9-17
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    • 2022
  • As the COVID-19 pandemic situation worsens, the time spent indoors increases, and the exposure to indoor environmental pollution such as indoor air pollution and noise also increases, causing problems such as deterioration of human health, stress, and discord between neighbors. This paper designs and implements a system that measures and monitors indoor air quality and noise, which are representative evaluation criteria of the indoor environment. The system proposed in this paper consists of a particulate matter measurement subsystem that measures and corrects the concentration of particulate matters to monitor indoor air quality, and a noise measurement subsystem that detects changes in sound and converts it to a sound pressure level. The concentration of indoor particulate matters is measured using a laser-based light scattering method, and an error caused by temperature and humidity is compensated in this paper. For indoor noise measurement, the voltage measured through a microphone is basically measured, Fourier transform is performed to classify it by frequency, and then A-weighting is performed to correct loudness equality. Then, the RMS value is obtained, high-frequency noise is removed by performing time-weighting, and then SPL is obtained. Finally, the equivalent noise level for 1 minute and 5 minutes are calculated to show the indoor noise level. In order to classify noise into direct impact sound and air transmission noise, a piezo vibration sensors is mounted to determine the presence or absence of direct impact transmitted through the wall. For performance evaluation, the error of particulate matter measurement is analyzed through TSI's AM510 instrument. and compare the noise error with CEM's noise measurement system.

미세먼지 저감을 위한 그린인프라 계획요소 도출 - 텍스트 마이닝을 활용하여 - (Derivation of Green Infrastructure Planning Factors for Reducing Particulate Matter - Using Text Mining -)

  • 석영선;송기환;한효주;이정아
    • 한국조경학회지
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    • 제49권5호
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    • pp.79-96
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    • 2021
  • 그린인프라 계획은 미세먼지 저감을 위한 대표적인 조경 계획 방안 중 하나이다. 이에, 본 연구에서는 미세먼지 저감을 위한 그린인프라 계획 시 활용될 수 있는 요소를 텍스트 마이닝 기법을 활용하여 도출하고자 하였다. 미세먼지 저감계획, 그린인프라 계획 요소 등의 키워드를 중심으로 관련 선행연구, 정책보고서 및 법률 등을 수집하여 텍스트 마이닝을 통해 단어 빈도-역 문서 빈도(Term Frequency-Inverse Document Frequency, 이하 TF-IDF) 분석, 중심성 분석, 연관어 분석, 토픽 모델링 분석을 실시하였다. 연구결과, 첫째, TF-IDF 분석을 통해 미세먼지 및 그린인프라와 관련된 주요 주제어는 크게 환경문제(미세먼지, 환경, 탄소, 대기 등), 대상 공간(도시, 공원, 지역, 녹지 등), 그리고 적용 방법(분석, 계획, 평가, 개발, 생태적 측면, 정책적 관리, 기술, 리질리언스 등)으로 구분할 수 있었다. 둘째, 중심성 분석 결과, TF-IDF와 유사한 결과가 도출되었으며, 주요 키워드들을 연결하는 중심단어는 '그린뉴딜', '유휴부지'임을 확인할 수 있었다. 셋째, 연관어 분석 결과, 미세먼지 저감을 위한 그린인프라 계획 시, 숲과 바람길의 계획이 필요하며, 미기후 조절의 측면에서 수분에 대한 고려가 반드시 필요한 것으로 확인되었다. 또한, 유휴공간의 활용 및 혼효림의 조성, 미세먼지 저감 기술의 도입과 시스템의 이해가 그린인프라 계획 시 중요한 요소가 될 수 있음을 확인할 수 있었다. 넷째, 토픽 모델링 분석을 통해 그린인프라의 계획요소를 생태적·기술적·사회적 기능을 중심으로 분류하였다. 생태적 기능의 계획요소는 그린인프라의 형태적 부분(도시림, 녹지, 벽면녹화 등)과 기능적 부분(기후 조절, 탄소저장 및 흡수, 야생동물의 서식처와 생물 다양성 제공 등), 기술적 기능의 계획요소는 그린인프라의 방재 기능, 완충 효과, 우수관리 및 수질정화, 에너지 저감 등, 사회적 기능의 계획요소는 지역사회 커뮤니티 기능, 이용객의 건강성 회복, 경관 향상 등의 기능으로 분류되었다. 이와 같은 결과는 미세먼지 저감을 위한 그린인프라 계획 시 리질리언스 및 지속가능성과 같은 개념적 키워드 중심의 접근이 필요하며, 특히, 미세먼지 노출 저감의 측면에서 그린인프라 계획요소의 적용이 필요함을 시사한다고 볼 수 있다.

Deposition Process of Sulfate and Elemental Carbon in Japanese and Thai Forests

  • Sase, Hiroyuki;Matsuda, Kazuhide;Visaratana, Thiti;Garivait, Hathairatana;Yamashita, Naoyuki;Kietvuttinon, Bopit;Hongthong, Bundit;Luangjame, Jesada;Khummongkol, Pojanie;Shindo, Junko;Endo, Tomomi;Sato, Keiichi;Uchiyama, Shigeki;Miyazawa, Masamitsu;Nakata, Makoto;Lenggoro, I. Wuled
    • Asian Journal of Atmospheric Environment
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    • 제6권4호
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    • pp.246-258
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    • 2012
  • Particulate matter deposited on leaf surfaces may cause erosion/abrasion of epicuticular wax and the malfunction of stomata. However, the deposition processes of particulate matter, such as elemental carbon (EC), has not been studied sufficiently in Asian forest ecosystems. Deposition processes for particulate ${SO_4}^{2-}$ and EC were studied in a Japanese cedar forest in Kajikawa, Niigata Prefecture, Japan, and in a dry evergreen forest and a dry deciduous forest in Sakaerat, Nakhon Ratchasima province, Thailand. The ${SO_4}^{2-}$ fluxes attributed to rainfall outside the forest canopy (RF), throughfall (TF), and stemflow (SF) showed distinct seasonalities at both sites, increasing from November to February at the Kajikawa site and in March/April at the Sakaerat site. Seasonal west/northwest winds in winter may transport sulfur compounds across the Sea of Japan to the Kajikawa site. At the Sakaerat site, pollutants suspended in the air or dry deposits from the dry season might have been washed away by the first precipitations of the wet season. The EC fluxes from RF and TF showed similar variations by season at the Kajikawa site, while the flux from TF was frequently lower than that from RF at the Sakaerat site. Particulate matter strongly adsorbed onto leaf surfaces is not washed away by rainfall and contributes to the EC flux. At the Kajikawa site, Japanese cedar leaf surfaces accumulated the highest levels of particulate matter and could not be neglected when calculating the total flux. When such leaf-surface particles were considered, the contribution of dry deposition to the total EC flux was estimated to be 67%, 77%, and 82% at the Kajikawa site, and at the evergreen and deciduous forests of the Sakaerat site, respectively. Leaf-surface particles must be included when evaluating the dry and total fluxes of particulate matter, in particular for water-insoluble constituents such as EC.

방조제 건설에 따른 새만금 표층 유기탄소 분포 특성 (Characteristics in Organic Carbon Distribution in the Seamangeum Area During the Construction of Artificial Sea Dike, Korea)

  • 박준건;김은수;김경태;조성록;송태윤;유정규;김성수;박용철
    • 한국해양환경ㆍ에너지학회지
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    • 제12권2호
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    • pp.75-83
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    • 2009
  • 2003년부터 2006년 사이의 새만금 방조제 내측 표층 해역에서 입자성 부유물질(suspended particulate matter), 입자성 유기탄소(particulate organic carbon) 그리고 용존 유기탄소(dissolved organic carbon)의 분포 변화를 조사하였다. 하천을 통해 새만금 방조제 내측으로 유입되는 입자성 물질과 유기탄소는 대부분 풍수기인 여름철에 집중 되었고, 이는 2006년 4월 최종 물막이 공사 완료 후 폐쇄 환경이 된 새만금 내측 해역에 많은 양의 유기물 부하가 단기간에 집중될 수 있음을 시사하였다. 한편, 2003년 이후 제4호 방조제 완공으로 막혀진 만경강 하구역에서 새만금 방조제에 이르는 해역에서 입자성 물질과 유기탄소의 표층 농도가 증가하는 것이 관찰되었다. 특히 부영양화(eutrophication)로 인한 식물 플랑크톤의 증가로 입자성유기탄소를 비롯, 생물기원의 유기탄소가 증가하였다. 이러한 표층의 과도한 입자성 유기탄소의 증가는 향후 저층 퇴적 환경으로 침전되었을 경우 용존 산소 고갈에 큰 영향을 미칠 것으로 판단된다.

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대기부유분진추출물로 야기된 DNA 손상에 대한 Quercetin, Vitamin C 및 Trolox 의 보호효과 (Chemopreventive Effect of Quercetin, Vitamin C and Trolox Against the Organic Extract of Airborne Particulate Matter Induced Genotoxicity in A549 Human Lung Carcinoma Cells)

  • 김남이;허문영
    • 약학회지
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    • 제51권4호
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    • pp.239-245
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    • 2007
  • In order to evaluate the genotoxicity of airborne particulate matter extracted with dichloromethane (APE), the rat microsome mediated (S-9) or DNA repair enzyme treated Comet assays were performed using the single cell gel electrophoresis in A549 human lung carcinoma cells. It was found that the cells interacting with APE showed more DNA single-strand breaks relative to untreated cells. The genotoxicity of APE was increased with the treatment of S-9 mixture. Microsome mediated DNA damage was inhibited by CYP1Al inhibitor, quercetin. The APE also showed oxidative DNA damage evaluated by endonuclease III treatment. Oxidative DNA damage of APE was inhibited by antioxidants such as vita- min C and Trolox. We also found that the vegetables or fruits extract may reduce APE-induced genotoxicity by their anti- oxidant activity and CYP1A1 inhibition.