• Title/Summary/Keyword: Particle Monitoring

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Machine Learning-based Estimation of the Concentration of Fine Particulate Matter Using Domain Adaptation Method (Domain Adaptation 방법을 이용한 기계학습 기반의 미세먼지 농도 예측)

  • Kang, Tae-Cheon;Kang, Hang-Bong
    • Journal of Korea Multimedia Society
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    • v.20 no.8
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    • pp.1208-1215
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    • 2017
  • Recently, people's attention and worries about fine particulate matter have been increasing. Due to the construction and maintenance costs, there are insufficient air quality monitoring stations. As a result, people have limited information about the concentration of fine particulate matter, depending on the location. Studies have been undertaken to estimate the fine particle concentrations in areas without a measurement station. Yet there are limitations in that the estimate cannot take account of other factors that affect the concentration of fine particle. In order to solve these problems, we propose a framework for estimating the concentration of fine particulate matter of a specific area using meteorological data and traffic data. Since there are more grids without a monitor station than grids with a monitor station, we used a domain adversarial neural network based on the domain adaptation method. The features extracted from meteorological data and traffic data are learned in the network, and the air quality index of the corresponding area is then predicted by the generated model. Experimental results demonstrate that the proposed method performs better as the number of source data increases than the method using conditional random fields.

Monitoring of Moisture Content and Sediment Fineness as Predictors of Shoal Breaching in an Estuary

  • Lee, Seulki;Park, Sungjae;Lee, Chang-Wook
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.36 no.1
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    • pp.25-32
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    • 2018
  • Namdae-cheon in Gangwon-do Province, Korea, is a valuable well-preserved lagoon. The estuary of Namdae-cheon Stream is closed because of the surrounding natural sand shoal. Thus, during the dry season, river water cannot easily flow to the ocean and therefore stagnates. River water congestion causes environmental deterioration of estuaries, often by eutrophication. In this study, we examined wall disintegration in the estuary area and used it to determine appropriate measures for the conservation of estuary water quality in the future. A total of 24 sites were selected, with 13 sites on the west side and 11 sites on the east side of the estuary study area. Samples were collected and analyzed for particle size and moisture content both vertically and horizontally. Sedimentary deposition rate was measured, and subsidence analysis was performed. Particle size, water content, sedimentary deposition, and subsidence analyses indicated that flow shifted to the west during the study period. In conjunction with other variables that may affect changes in flow, these parameters can be used in future research to predict shoal breaches and associated changes in water flow direction.

A Comparate Study for the PD Pattern Analysis using Different Type of Sensors Applicable to the On-line Monitoring of GIS (GIS 감시진단용 다양한 센서를 적용한 PD 검출 및 패턴분석 결과 비교연구)

  • Koo Ja-Yoon;Chang Yong-Moo;Choi Jae-Ok;Yeon Man-seung;Lee Ji-Chul
    • The Transactions of the Korean Institute of Electrical Engineers C
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    • v.54 no.5
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    • pp.198-205
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    • 2005
  • Many precedent investigations hate been made for the reliable assessment of the insulation state of large power apparatus for which partial discharge detection is one of tile plausible way. In this work, experimental investigations have been carried out to make the comparison on the PD(partial discharge) pattern analysis related to the five different types of artificial defects such as SFMP (Single Free Moving Particle), MFMP (Multi Free Moving Particle), Void, CFP (Conductor-Fixed Protrusion), EP (Enclosure Protrusion). For each PD pattern, PD detection has been done by tee different types of PD sensors such as HFCT(High Frequency Current Transformer), AE(Acoustic Emission) and UHF(Ultra High Frequency). And, in addition, frequency spectrum by the UHF sensor has been also made for each defect respectively. As a result, it is observed that the possibility of obtaining PD pattern based on PRPD(Phase Resolved Partial Discharge) in connection with the defects tinder investigation is dependant on the type of the sensor while the spectrum analysis is always successful to be achieved for every defect. Therefore, it could be suggested that the nature of PD source can be identified more distinctively when the conventional PRPDA is combined with spectrum analysis.

Direction for the management of hazardous air pollutants in Korea (우리나라 유해대기오염물질의 관리 방향)

  • Yeo, Min Ju;Kim, Na Kyung;Kim, Bong Mann;Jung, Chang Hoon;Hong, Ji-hyung;Kim, Yong Pyo
    • Particle and aerosol research
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    • v.12 no.3
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    • pp.81-94
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    • 2016
  • Managing hazardous air pollutants (HAPs) becomes an important issue with the amendment of the Clean Air Conservation Act in 2012. In this study, to develop an effective air quality management policy direction against the HAPs in Korea, (1) the HAPs control policies in the USA, United Kingdom, Japan, and the South Coast Air Quality Management District (SQAQMD) are reviewed, (2) the state of the art of the HAPs management in Korea are studied, and (3) policy directions are suggested. It was found that each country has its own policy priority and management directions. It was also found that the current HAPs management status is far behind to the countries compared in HAPs identification, emission inventory, monitoring, modeling, and risk management. Further policy directions are suggested.

Characteristics According to the Size Distributions of Respirable Particulate During Yellow Sand Episode in Kosan, Jeju Island (황사기간도안 제주, 고산지역에서 호흡성 분진의 입자 분포 특성)

  • Kim, Jeong-Ho;Ahn, Jun-Young;Han, Jin-Seok;Lee, Jeong-Joo
    • Journal of Environmental Health Sciences
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    • v.29 no.3
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    • pp.91-96
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    • 2003
  • This study was intended as an investigation of characteristics of background site atmospheric respirable particulate matters(RPM), and fine particles(<2.5 ${\mu}{\textrm}{m}$). The particle size distributions during the phenomenon of Yellow Sand(YS) occurs from April, 2001. Atmospheric aerosol particulate matter was directly collected on the Jeju island between 1 to 30, April, 2001 using an eight-stage cascade impacter(particle size range: 0.43-11 ${\mu}{\textrm}{m}$), and cyclone separator(cut size: 2.5, 10 ${\mu}{\textrm}{m}$). The episode of YS observed in background monitoring site, Kosan and appeared 2 times at sampling period. The mass concentrations of fine and coarse particles for YS episode were 34.2 and 59.6 $\mu\textrm{g}$/㎥, respectively, which were significantly increased amounts compared to 13.3 and 13.0 $\mu\textrm{g}$/㎥ for NonYS(NYS). Most size distributions had two peaks, one at 0.43∼.65 ${\mu}{\textrm}{m}$ and the other at 3.3${\mu}{\textrm}{m}$4.7 ${\mu}{\textrm}{m}$. The result of analysis of water-soluble ion component indicated that sulfate was mainly ion component, but nitrate and calcium ion was significantly increased at the YS episode.

RESEARCH ON LASER-ACCELERATED PROTON GENERATION AT KAERI

  • PARK SEONG HEE;LEE KITAE;CHA YOUNG HO;JEONG YOUNG UK;BAIK SUNG HOON;YOO BYUNG DUK
    • Nuclear Engineering and Technology
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    • v.37 no.3
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    • pp.279-286
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    • 2005
  • A prototype of a relativistic proton generation system, based on laser-induced plasma interaction, has been designed and fabricated. The system is composed of three major parts: a fs TW laser; a target chamber, including targets and controls; and a diagnostic system for charged particles and lasers. An Offner-type pulse stretcher for chirped pulse amplification (CPA) and eight pass pre-amplifier are installed. The main amplifier will be integrated with a new pumping laser. The design values of the laser at the first stage are 1 TW in power and 50 fs in pulse duration. We expect to generate protons with their maximum energy of approximately 3 MeV and the flux of at least $10^6$ per pulse using a 10 $\mu$m Al target. A prototype target chamber with eight 8-inch flanges, including target mounts, has been designed and fabricated. For laser diagnostics, an adaptive optics based on the Shack-Hartmann type, beam monitoring, and alignment system are all under development. For a charged particle, CR-39 detectors, a Thomson parabola spectrometer, and Si charged-particle detectors will be used for the density profile and energy spectrum. In this paper, we present the preliminary design for laser-induced proton generation. We also present plans for future work, as well as theoretical simulations.

Analysis of Controlling the Size of Microbubble in DAF (DAF에서 기포의 크기제어 및 영향분석)

  • Dockko, Seok;Kwak, Dong-Heui;Kim, Young-Hwan
    • Journal of Korean Society of Water and Wastewater
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    • v.18 no.2
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    • pp.235-241
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    • 2004
  • The dissolved air flotation (DAF) process has been widely used for removing suspended solids with low density in water. It has been known as measuring the size of microbubbles precisely which move upward rapidly in contact zone is difficult. In this study particle counter monitoring (PCM) method is used to measure the rising microbubble after injection from a nozzle. Size and distribution curve of microbubbles are evaluated at different conditions such as pressure drop at intermediate valve, length of pipeline between saturation tank and nozzle and low pressure. And the efficiency is also checked when it collides with different size floc. The experimental results show the following fact. As the final pressure drop occurred closer to a nozzle, the bubble size became smaller. And small bubble collides with large floc as well as small one because of its physical characteristic. However large bubble collides well with large floc rather than small one since hydrodynamic flow in streamline interferes to collide between two. With performing computational process by mathematical model we have analyzed and verified the size effect between bubble and floc. Collision efficiency is the highest when P/B ratio shows in the range of 0.75 < P/B ratio ($R_{particle/Rbubble}$) < 2.0.

Fault Detection and Classification with Optimization Techniques for a Three-Phase Single-Inverter Circuit

  • Gomathy, V.;Selvaperumal, S.
    • Journal of Power Electronics
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    • v.16 no.3
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    • pp.1097-1109
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    • 2016
  • Fault detection and isolation are related to system monitoring, identifying when a fault has occurred, and determining the type of fault and its location. Fault detection is utilized to determine whether a problem has occurred within a certain channel or area of operation. Fault detection and diagnosis have become increasingly important for many technical processes in the development of safe and efficient advanced systems for supervision. This paper presents an integrated technique for fault diagnosis and classification for open- and short-circuit faults in three-phase inverter circuits. Discrete wavelet transform and principal component analysis are utilized to detect the discontinuity in currents caused by a fault. The features of fault diagnosis are then extracted. A fault dictionary is used to acquire details about transistor faults and the corresponding fault identification. Fault classification is performed with a fuzzy logic system and relevance vector machine (RVM). The proposed model is incorporated with a set of optimization techniques, namely, evolutionary particle swarm optimization (EPSO) and cuckoo search optimization (CSO), to improve fault detection. The combination of optimization techniques with classification techniques is analyzed. Experimental results confirm that the combination of CSO with RVM yields better results than the combinations of CSO with fuzzy logic system, EPSO with RVM, and EPSO with fuzzy logic system.

Measurement of Black Carbon Concentration and Comparison with PM10 and PM2.5 Concentrations monitored at the Chungcheong Province in Korea. (충청지역 블랙카본 농도 측정 및 PM10, PM2.5 농도와의 비교 분석 연구)

  • Cha, Youngbum;Lee, Shihyoung;Lee, Jeonghoon
    • Particle and aerosol research
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    • v.13 no.2
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    • pp.97-104
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    • 2017
  • In order to characterize atmospheric aerosols in Chungcheong area, black carbon concentration, which is known to be closely related to global warming, was measured and compared with $PM_{10}$, $PM_{2.5}$ concentrations and various meteorological parameters such as wind velocity and wind direction. Multi Angle Absorption Photometer (MAAP), a filter-based equipment, was used for the black carbon measurement, and the $PM_{10}$, $PM_{2.5}$ concentrations, wind velocity and wind direction were provided by the local monitoring stations. Black carbon concentration was monitored to be high in spring and winter but low in fall. $PM_{10}$ concentration was observed to be high when westerly wind was strong.

ISPM을 이용한 Silane PECVD 공정 중 발생하는 오염입자 측정에 관한 연구

  • Jeon, Gi-Mun;Seo, Gyeong-Cheon;Sin, Jae-Su;Na, Jeong-Gil;Kim, Tae-Seong;Sin, Jin-Ho;Go, Mun-Gyu;Yun, Ju-Yeong;Kim, Jin-Tae;Sin, Yong-Hyeon;Gang, Sang-U
    • Proceedings of the Korean Vacuum Society Conference
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    • 2010.02a
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    • pp.338-338
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    • 2010
  • 공정 중 발생하는 입자는 반도체 생산 수율에 가장 큰 영향을 끼치는 원인으로 파악되며, 생산 수율을 저하시키는 원인 중 70% 가량이 이와 관련된 것으로 알려져 있다. 현재 반도체 공정에서 입자를 계측하는데 사용하는 PWP (Particle per Wafer Pass) 방법은 표준 측정방법으로 널리 쓰이고 있으나, 실시간으로 입자의 양을 측정할 수 없고, Test wafer 사용에 따른 비용증가의 단점이 있어 공정 중에 입자를 실시간으로 측정할 수 있는 대안기술이 필요한 실정이다. ISPM (In-Situ Particle Monitoring)은 레이저 산란방식을 이용한 실시간 입자측정 장비로서 오염원 발생에 대한 즉각적인 대처와 조치가 가능하고 부가적인 추가 비용이 발생하지 않기 때문에 실시간 모니터링 장비가 없는 현재의 반도체 공정에 충분히 적용될 가능성이 있다. 특히 CVD 공정은 반도체 공정의 약 30%를 차지할 만큼 중요한 단계로 생성되는 오염입자 모니터링을 통해 공정 불량 유무를 판단할 수 있을 것으로 기대된다. 본 연구에서는 Silane 가스를 이용한 PECVD (Plasma Enhanced Chemical Vapor Deposition) 공정 중 발생되는 오염입자를 ISPM을 이용하여 실시간으로 측정하였다. 챔버 배기구에 두 가지 타입의 ISPM을 설치하고 공정압력, 유량, 플라즈마 파워를 공정변수로 하여 각각의 조건에서 발생되는 오염입자의 분포 변화를 실시간으로 측정하였으며 결과를 비교 분석하였다.

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