• Title/Summary/Keyword: Particulate

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순환 신경망을 이용한 미세먼지 AQI 지수 예측 (Prediction of Particulate Matter AQI using Recurrent Neural Networks)

  • 정용진;이종성;오창헌
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2019년도 춘계학술대회
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    • pp.543-545
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    • 2019
  • 미세먼지에 따른 행동 지침을 위해 AQI 지수가 개발되어 사용되고 있다. AQI 지수에 대한 정보는 일반인들도 쉽게 제공 받을 수 있으며, 이에 따라 AQI 지수를 기반으로 다양한 서비스가 제공되고 있다. 서비스가 제공됨에 따라 정확한 AQI 지수의 예측이 필요하다. 본 논문에서는 미세먼지의 AQI 지수를 예측하기 위해 순환 신경망을 이용하여 분류 모델의 설계를 진행한다. 설계된 모델의 평가를 위해 실제 미세먼지와 예측치의 AQI 지수를 비교한다.

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지하역사내 식생바이오필터의 입자상 오염물질 저감특성 연구 (Study on Particulate Pollutant Reduction Characteristics of Vegetation Biofilters in Underground Subway Stations)

  • 김태한;오지은;김미주
    • 반도체디스플레이기술학회지
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    • 제21권4호
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    • pp.99-105
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    • 2022
  • Public attention to the indoor environment of underground subway stations, which is a representative multi-use facility, has been increasing along with the increase in indoor activities. In underground stations, fine iron oxide, which affects the health of users, is generated because of the friction between wheels and rails. Among particulate pollutant reduction technologies, plants have been considered as a non-chemical air purification method, and their effects in reducing certain chemical species have been identified in previous studies. The present study aimed to derive the total quantitative and qualitative reduction effects of a bio-filter system comprising air purifying plants, installed in an underground subway station. The experiment proceeded in two ways. First, PM(particulate matter) reduction effect by vegetation biofilter was monitored with the IAQ(indoor air quality) station. In addition, chemical speciation analysis conducted on the samples collected from the experimental and control areas where plants and irrigation using SEM-EDS(scanning electron microscopy-energy dispersive X-ray spectroscopy). This study confirmed the effect of the vegetation bio-filter system in reducing the accumulation of particulate pollutants and transition and other metals that are harmful to the human body.

미세먼지로 인한 자전거 이용객의 야외활동 인식변화에 관한 연구: 사회네트워크분석을 중심으로 (A Study on Perception Change in Bicycle users' Outdoor Activity by Particulate Matter: Based on the Social Network Analysis)

  • 김보미;이동근
    • 환경영향평가
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    • 제28권5호
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    • pp.440-456
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    • 2019
  • 본 연구는 미세먼지에 대한 야외활동의 위험인식의 논란에 따른 미세먼지 우려의 본질을 파악해보고자 미세먼지의 노출로 건강에 영향을 많이 받는 자전거 커뮤니티를 대상으로 카페글과 댓글을 수집하여 분석하였다. 그 결과 첫째, 정부에서 주도한 미세먼지 정책은 매 시기별로 견고해지고, 세분화되고 있었지만 자전거 커뮤니티 내에서의 미세먼지 위험인식은 시간흐름에 따라 논의가 활성화되고, 심각해지고 있었다. 둘째, 미세먼지 우려로 인한 야외활동 인식변화를 분석한 결과 자전거 커뮤니티 회원들은 날씨 변수보다 미세먼지 등급에 따라 야외활동 여부가 달라지는 양상을 보였다. 또한 국내 미세먼지 수치나 마스크 성능에 대한 불신과 맞물리면서 일상생활과 건강에 심각한 위협을 주는 공포의 대상으로 변화되고 있었다. 궁극적으로 이러한 미세먼지 위험인식은 주로 야외에서 즐겼던 자전거활동 일부를 실내공간으로 이동하게 하였다. 하지만 경관, 사람, 날씨 등 야외에서 다양한 요소들을 누리며 즐겼던 자전거활동에 비해 단조로운 실내 자전거운동은 헬스, 요가 등의 다른 실내운동 유형으로 전환되고 있었다. 종합적으로 살펴보면 미세먼지에 대한 자전거 이용객의 위험인식이나 야외 자전거활동의 인식변화는 정부나 지자체 등에서 제공하는 미세먼지 농도수치의 정확성, 중국영향, 국내 어플리케이션 신뢰성, 마스크 성능, 미세먼지 농도 제시방법(숫자제시형, 점적 데이터 제공) 등 정책 불신과 검증되지 않는 과도한 정보 오류로 인한 논란이 가장 큰 역할을 하고 있는 것으로 도출되었다. 따라서 모든 계층을 아우르는 종합적 사회방안이나 정부주도형 미세먼지 정책을 제시하기보다 자전거 이용객들의 눈높이에서 미세먼지로 인한 건강상의 위험을 인지하는 것이 필요하다. 또한 총체적 유기적으로 미세먼지를 인식하도록 돕는 체감형 위험 커뮤니케이션이나 교육 및 홍보과정이 선행되어야 하고, 단계별 토의를 통한 사회적 합의와 함께 향후 야외활동 유형별로 세분화된 체계적 연구가 추진되어야할 것으로 판단된다. 이에 따라 본 연구는 정부와 지자체, 언론, 국민들의 효과적인 커뮤니케이션 방향 모색을 위한 학술적 근거로 제공될 수 있을 것으로 기대된다.

Combustion Characteristics of Heavy Fuel Oil-water Emulsion

  • Kim Houng-Soo
    • Journal of Advanced Marine Engineering and Technology
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    • 제30권1호
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    • pp.88-92
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    • 2006
  • This study is intended to check the flame temperature to raise in burning grade C heavy fuel oil and emulsion fuel oil in a boiler and to measure the concentration of Dry Shoot(DS) and Soluble Organic Fraction(SOF) after collecting the Particulate Matters (PM). The flames temperature in boiler was measured by burning grade C heavy oil and oil-water emulsion (C heavy oil $70\%\;and\;30\%$ of water) Combustion characteristics of two fuels was also compared by trapping particulate matters (PM) in exhaust gas and measuring the generated quantities of DS and SOF in fuel gas.

디젤기관에서 전기 히터 재생 여과 트랩의 특성에 관한 연구 (A Study on Characteristics of Electric Heater Regeneration Filter Trap in Diesel Engine)

  • 류규현;박만재
    • 한국공작기계학회논문집
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    • 제10권1호
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    • pp.10-15
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    • 2001
  • Urgent increasing of the vehicles influence air pollution and the damage of the plants and animals. Particularly, exhaust-ing particulate of diesel vehicles give serious effect to human life. Therefore, this study aim to reduce amount of particulate and to contribute developing after-treatment in diesel engine. Through the experimental and theoretical study about charac-teristics of the electric heat regeneration, various results are obtained.

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Effective Medium Theory for Particulate Composite Materials Carrying Elastic Waves

  • Hyungjune Yim;Lee, Dae-Sun
    • The Journal of the Acoustical Society of Korea
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    • 제19권1E호
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    • pp.3-12
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    • 2000
  • In this paper, two major theories of effective medium for composite materials are studied, which provide the average dynamic mechanical properties of particulate composites carrying elastic waves on the basis of the concept of self-consistent scattering of waves. These two theories are also compared in detail with each other to delineate the difference in the underlying ideas and their limitation of applicability. Furthermore, prospective directions for potential improvement of the theories are found. Numerical results for three particulate composites are given and discussed.

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Evaluation of genotoxic potentials in diesel exhaust particulate matter with the Ames test, the comet assay and the micronucleus assay

  • Kim, Soung-Ho;Lee, Do-Han;Han, Kyu-Tae;Oh, Seung-Min;Chung, Kyu-Hyuck
    • 대한약학회:학술대회논문집
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    • 대한약학회 2003년도 Proceedings of the Convention of the Pharmaceutical Society of Korea Vol.1
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    • pp.165.1-165.1
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    • 2003
  • This research was designed to examine the presence of mutagenic/carcinogenic compounds in airborne pollutants in diesel particulate matter using an integrated biological approach. Respirable air borne particulate matter (PM2.5: <2.5mm) was collected from diesel engine exhaust using a high-volume sampler equipped with a cascade impactor. (omitted)

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입경 분류에 입각하여 목표변환 인자분석법을 이용한 수원지역 분진 오염원의 정량적 기여도 추정 (Quantitative Source Estimation of Particulate Matters in Suwon Area Using the Target Transformation Factor Analysis Based on Size Segregation Scheme)

  • 김동술;이태정
    • 한국대기환경학회지
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    • 제9권1호
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    • pp.44-50
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    • 1993
  • The suspended particulate matters had been collected by a cascade impactor having 9 size fragnated stages for 2 years (Dec. 1989 to Nov. 1991) in Kyung Hee University-Suwon Campus. The particulate matters were then collected on each stage by membrane filters. The weight concentration on each stage was estimated by a microbalance and further chemical element concentrations were determined by an XRF system. The study focused on developing of a receptor model using the TTFA (target transformation factor analysis) to apportion aerosol mass with the 30 ambient data sets. Each data set consists of the 8 size-ranged subdata sets characterized by 13 element variables. Even though a couple of sources could not be identified, three to five sources were extracted from each aerosol size-range, and then 9 statistical source profiles were generated. Finally, source contribution of particulate matters on each size-range could be estimated in Suwon area.

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버너방식 DPF 시스템의 재생과정 중 발생하는 내부 온도분포 및 온도구 배에 관한 고찰 (Considerations on the Temperature Distributions and Gradients in the Filter During Regeneration in Burner Type Diesel Particulate Trap System)

  • 박동선;김재업;김응서
    • 한국자동차공학회논문집
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    • 제4권6호
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    • pp.78-84
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    • 1996
  • In order to eliminate TPM(Total Particulate Matter) from a diesel engine, we designed and developed a particulate trap system using a burner, which was named as AEFR(Active Exhaust Feeding Regeneration) system. We have considered the temperature distributions and gradients in the filter being regenerated according to regeneration control schemes Ⅰ, Ⅱ and Ⅲ. Schemes Ⅲ has shown the most desirable peak temperature and temperature gradients in AFER system. Finally, it was concluded that much lower peak temperature and temperature gradients in the filter could be obtained than that of other advanced research results by our AEFR system.

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공기측 파울링에 의한 에어컨 열교환기의 성능분석 연구 (Performance Evaluation of Heat Exchangers due to Air-side Particulate Fouling in the Air Conditioners)

  • 안영철;조재민;이재근;이현욱;안승표;윤덕현;하삼철;강태욱
    • 설비공학논문집
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    • 제15권6호
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    • pp.447-453
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    • 2003
  • The air-side particulate fouling in the heat exchangers of HVAC applications degrades the performance of cooling capacity, pressure drop across a heat exchanger, and indoor air quality. Indoor and outdoor air contaminants foul heat exchangers. The purpose of this study is to investigate the cooling performance and pressure drop on the air-side particulate fouling of heat exchangers for air conditioners. Air conditioners being used in the field such as inn, restaurant, and office are collected in chronological used order. Test results show 15% decrease of the cooling capacity and 44% increase of the pressure drop for the 7 years air conditioners used in the seaside inn.