• Title/Summary/Keyword: Dust collection

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Prediction of changes in fine dust concentration using LSTM model

  • Lee, Gi-Seok;Lee, Sang-Hyun
    • International journal of advanced smart convergence
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    • v.11 no.2
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    • pp.30-37
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    • 2022
  • Because fine dust (PM10) has a close effect on the environment, fine dust generated in the climate and living environment has a bad effect on the human body. In this study, the LSTM model was applied to predict and analyze the effect of fine dust on Gwangju Metropolitan City in Korea. This paper uses prediction values of input variables selected through correlation analysis to confirm fine dust prediction performance. In this paper, data from the Gwangju Metropolitan City area were collected to measure fine dust. The collection period is one year's worth of data was used from january to December of 2021, and the test data was conducted using three-month data from January to March of 2022. As a result of this study, in the as a result of predicting fine dust (PH10) and ultrafine dust (PH2.5) using the LSTM model, the RMSE was 4.61 and the test result value was as low as 4.37. This reason is judged to be the result of the contents of the one-year sample.

A study on cleaning performance of particles on collection plates using an electrodynamic screen (전기역학적 스크린을 이용한 집진판 표면 위 입자 세정성능 연구)

  • Yunhui Joe;Dongho Shin;Younghun Kim;Inyong Park;Sang Bok Kim;Gunhee Lee;Bangwoo Han
    • Particle and aerosol research
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    • v.19 no.3
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    • pp.63-76
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    • 2023
  • An electrostatic precipitator (ESP) has a low pressure drop and a high collection efficiency but its collection efficiency can be reduced due to dust accumulation on the collection plates during long-term operations. In order to maintain the initial dust collection efficiency, it is necessary to periodically clean the collection plates. The common cleaning methods are using physical impacts or water sprays. These cleaning methods can lead to damage to the collection plate or generate wastewater. Herein, we implemented an electrodynamic screen (EDS) for ESP cleaning and evaluated its surface cleaning performance of particles. The EDS is an electrostatic system that can electrostatically repel particles on surfaces, allowing it to clean the ESP without causing damage and wastewater generation. Our evaluation included the analysis of the effects of AC voltage characteristics, electrode configuration and environmental conditions on the cleaning performance of the EDS with the aim of achieving effective surface cleaning. It has been demonstrated that activating the EDS cleans up to 65% of the particles on the surface, which indicates about 94% of our target cleaning zone.

A Study on the Evaluation of a Scattering Dust Collector in Vehicle-Induced Wind and Brake Caliper Locations (자동차 주행풍과 브레이크 캘리퍼 위치에 따른 비산먼지 포집기의 특성연구)

  • Son, Byeong-Rea;Ahn, Jun-Hyung;Lee, Young-Hwan;Hwang, Young-Kug
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.21 no.3
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    • pp.43-48
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    • 2022
  • A scattering dust collector in automobile brake pads was investigated in this study. The dust scattering was measured by mounting a booth with a particle counter for both the vehicle-induced wind and brake caliper locations. In addition, the collection effect of the dust scattering was analyzed using the designed dust collector. The results of this study can be used to develop an advanced dust collector and the field test modes for dust scattering in an automotive brake system.

Fine Iron Dust Collection by Magnetized Mesh Filters (철성분 미세먼지 포집을 위한 자성 필터 연구)

  • Park, Haewoo;Huang, Shan;Chung, Sang Gui;Kim, Sangbum;Jo, Young Min
    • Journal of Korean Society for Atmospheric Environment
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    • v.31 no.2
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    • pp.118-130
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    • 2015
  • Fine dust containing iron compounds is of current interests in metro subway as well as large scale industries including iron manufacturing and smelting works. This work attempts to find a new design of magnetic filter module for iron dust capture. It simulated the vertical rectangular duct with metal mesh which might promote electric fields in the duct space. A lab test using coal fly ash composed of 8.66% Fe with the most form of $Fe_3O_4$ and $Fe_2O_3$ showed capability of magnetic collection. It showed the capture efficiency with 80~93% for $PM_{2.5}$ depending on magnetic intensity. Ferromagnetic wire mesh contributed up to 50% of collection increment.

Simultaneous Removal of Gas and Dust by Activated Carbon Coated Electrode

  • Kim, Kwang Soo;Park, Jung O;Lee, Ju Haeng;Jun, Tae Hwan;Kim, Ilho
    • Environmental Engineering Research
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    • v.18 no.4
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    • pp.229-234
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    • 2013
  • This study aimed to develop a new dust collecting system equipped with an activated carbon (A.C.) coated electrode. Before fabrication, pre-treatment of A.C. was performed to remove metal ions within the A.C. to enlarge its specific surface area. Then, pre-treated A.C., black carbon, polyvinyl acetate (PVAc), and methanol were mixed to make a gel compound, which was coated onto aluminum plates to fabricate electrodes. The optimal mixing ratio of A.C., black carbon, PVAc, and methanol was found to be 10 g: 2 g: 3 g: 20 mL. After fabrication, the electrodes were used in the batch-type experiment for $NH_3$ and $H_2S$ removal. The reduction rates of the gases were high at the beginning and slowly reduced with time. Dust collection experiments were conducted in continuous flow, with various voltages applied. Compared to 5 kV, dust removal efficiency was 1.5 times higher when 10 kV was applied. Increasing the number of electrodes applied also increased the collecting efficiency. The correlation coefficient between actual collecting efficiency and trend line was higher than 99%. Consequently, the novel dust collection system equipped with A.C. coated electrode appears to be a promising substitute for existing dust-control devices.

Field Application of a Double Filtration Process to Control Fine Dust in a Metro Subway Station (도시 지하역사 미세먼지제어를 위한 이중여과장치의 현장적용 연구)

  • Park, Haewoo;Kim, Wooram;Jo, Youngmin
    • Journal of Korean Society for Atmospheric Environment
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    • v.29 no.5
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    • pp.625-633
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    • 2013
  • This study attempted to find an alternative method for fine dust control in the pre-exiting facilities of metro-subway stations. A new double-layer design was proposed for the MVAC (mechanical ventilation and air control) system. Several filter lay-outs were combined a pre-filter with electret filter (EF), electret bundle filter (EBF), or electret pleated filter (EPF), and were then examined focusing on the collection efficiency of particulate matters and pressure drop across the filter layers. The experimental results from the lab and field tests showed the best collection efficiency with EPF, which achieved 85% for $PM_{10}$ and 55% for $PM_{2.5}$. It was also found from the long term field test that the new filter lay-out could provide quite consistent dust level particularly in underground platform regardless of external condition.

Experimental Study on the Corona Discharge Characteristics of the Pin-plate Electrode Geometries (핀이 부착된 와이어형 방전극의 형상에 따른 코로나 방전특성에 대한 연구)

  • Cheong Seongir;Lee Jaekeun;Chung Dongkyu;Ahn Youngchull
    • Transactions of the Korean Society of Mechanical Engineers B
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    • v.30 no.2 s.245
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    • pp.95-100
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    • 2006
  • Electrostatic precipitators(EPs) have low pressure drop and high dust collection efficiency and are widely used for industrial dust collectors. The current-voltage characteristics, which are important to maintain high dust collection efficiency, depend on several factor: discharge electrode shape, gas flow property, dust loading etc. In this study, experiments are performed to investigate the current-voltage characteristics of the corona discharge of various electrode geometries and an empirical model is proposed to predict current-voltage characteristics of the corona discharge. The corona onset voltage correction coefficient$(\alpha)$ and the geometry correction coefficient$(k_g)$ are used to the conventional equation for wire-plate type discharge electrode. The corona onset voltages are -6.3kV and almost constant when the numbers of discharge pins are varied from 3 to 9. The length of discharge pins has very sensitive effects on the corona onset voltage. They are increased from -6.3 to -7.8kV when the discharge pin length are 8.5 and 4.5mm, respectively. The empirical model shows good agreement with experimental results and can predict the effects of discharge pin length and number.

FEM simulation on dust-collecting performance of tonpilz transducer using finite element method (FEM 시뮬레이션을 이용한 tonpilz 트랜스듀서의 먼지 응집 거동)

  • Seo, Jin-Won;Choi, Kyoon;Lee, Ho-Yong
    • Journal of the Korean Crystal Growth and Crystal Technology
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    • v.26 no.6
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    • pp.252-257
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    • 2016
  • Dust-collecting behavior of tonpilz transducer was simulated with finite-element-method (FEM) software. In order to optimize the performance of tonpilz transducer, the shape factors including the thickness of head mass, the diameter of tail mass and the depth of bolt were analyzed as variables. As a vibrating energy source, the piezoelectric materials was also tested with PZT-4 and two kinds of piezoelectric single crystals. The output power of the transducer was maximized with the shape factors and then the behavior of the dust-collection was demonstrated with the multi-physics software, COMSOL.

Flow Analysis of Yellow Dust Multi-Layer Mask for Maximization of Filtration Area (여과면적이 극대화된 황사용 주름마스크의 유동해석)

  • Jang, Sung-Cheol;Kim, Han-Joo
    • Journal of the Korean Society of Industry Convergence
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    • v.20 no.4
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    • pp.339-343
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    • 2017
  • Masks are a portable functional product for daily use. They can protect user health by filtering harmful fine particles in the air. In the past decade, there have been approximately 10 yellow dust incidences per year, amounting to a total duration of 20 days, and they continue to increase year after year. In addition, the frequency of yellow dust incidences in Korea has increased by more than four times compared to levels from the 1970s. Statistical reports indicate that annual damages caused by yellow dust amount to more than six trillion KRW. This study developed a zero-fog multi-layer mask with a collection efficiency and yellow dust and particulate matter filtration areas that are at least thrice as effective as existing masks. The new mask also reduces pressure drag by half.

A Study on the Downward Filteration Movement, the Dust Collection and Filteration Plane Constitution by the use of Infinity (무한대를 이용하는 여과평면 구성 및 하향 여과공기 거동조성과 최적집진에 관한 연구)

  • 정동백
    • Journal of Korean Society for Atmospheric Environment
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    • v.11 no.4
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    • pp.373-375
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    • 1995
  • In order to turn the Bag Filter to the Purse Filter, the past system that the adverse reason is removed, the input of synthetic materiality of dust and air is placed down, and the output is placed up has been improved so that any adverse effect shall not be raised. The form of filteration mechanism is changed from a cylinder from, and the dust and air is mixed to make the entry velocity and one person can velocity of the mixed materiality become lower by the use of infinity, and the reception of filteration mechanism has been made reasonably. The dust separated from the filteration mechanism is desceded down, snd the mixde materiality is ascended up. So, a cross point is formed, and a collision and a friction is occurred from its process, and at its result, dust is scattered to stick to a filter cloth, therefore, the loss of pressure shall ont be appeared by cause of the increase of dust-loading.

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