• Title/Summary/Keyword: Mechanical filtration

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Modeling of a Dynamic Membrane Filtration Process Using ANN and SVM to Predict the Permeate Flux (ANN 및 SVM을 사용하여 투과 유량을 예측하는 동적 막 여과 공정 모델링)

  • Soufyane Ladeg;Mohamed Moussaoui;Maamar Laidi;Nadji Moulai-Mostefa
    • Membrane Journal
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    • v.33 no.1
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    • pp.34-45
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    • 2023
  • Two computational intelligence techniques namely artificial neural networks (ANN) and support vector machine (SVM) are employed to model the permeate flux based on seven input variables including time, transmembrane pressure, rotating velocity, the pore diameter of the membrane, dynamic viscosity, concentration and density of the feed fluid. The best-fit model was selected through the trial-error method and the two statistical parameters including the coefficient of determination (R2) and the average absolute relative deviation (AARD) between the experimental and predicted data. The obtained results reveal that the optimized ANN model can predict the permeate flux with R2 = 0.999 and AARD% = 2.245 versus the SVM model with R2 = 0.996 and AARD% = 4.09. Thus, the ANN model is found to predict the permeate flux with high accuracy in comparison to the SVM approach.

Fabrication and Characterization of Transparent Piezoresistors Using Carbon Nanotube Film (탄소나노튜브 필름을 이용한 투명 압저항체의 제작 및 특성 연구)

  • Lee, Kang-Won;Lee, Jung-A;Lee, Kwang-Cheol;Lee, Seung-Seob
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.34 no.12
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    • pp.1857-1863
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    • 2010
  • We present the fabrication and characterization of transparent carbon nanotube film (CNF) piezoresistors. CNFs were fabricated by vacuum filtration methods with 65?92% transmittance and patterned on Au-deposited silicon wafer by photolithography and dry etching. The patterned CNFs were transferred onto poly-dimethysiloxane (PDMS) using the weak adhesion property between the silicon wafer and the Au layer. The transferred CNFs were confirmed to be piezoresistors using the equation of concentrated-force-derived resistance change. The gauge factor of the CNFs was measured to range from 10 to 20 as the resistance of the CNFs increased with applied pressure. In polymer microelectromechanical systems, CNF piezoresistors are the promising materials because of their high sensitivity and low-temperature process.

A Study on the Filtration Characteristics of Baghouse with Tangential Inlet Depending on the Shape of Inner Tube (접선유입 방식 여과집진기의 내통형상 변화에 따른 집진특성 연구)

  • Choi, H.K.;Park, S.J.;Lim, J.H.;Kim, S.D.;Park, H.S.;Park, Y.O.
    • Proceedings of the KSME Conference
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    • 2001.06e
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    • pp.158-161
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    • 2001
  • A new type baghouse with tangential inlet and inner tube was developed and it's performances were evaluated. Experiments with variable shapes of inner tube were performed to suggest an optimum shape of inner tube which might decrease the dust loading onto bag filter surface and the amount of reentrained particles by internal gas flow. The dust loading was lower when inner tubes parallel to outer casing exist. When an inner tube covering around the lower portion of bag filters was used, the dust particles detached from the filter surface by cleaning process were reentraind by internal recirculating gas flow.

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Effects of Pleating Parameters on Characteristics of Cylindrical Cartridge Air Filters (원통형 카트리지 에어 필터(cartridge Air filters)의 절곡 변수에 따른 집진 성능 변화)

  • Park, H.S.;Park, S.J.;Kim,, S.D.;Choi, H.K.;Lim, J.H.;Park, Y.O.
    • Proceedings of the KSME Conference
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    • 2001.06e
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    • pp.154-157
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    • 2001
  • The effects of pleating parameters on the performance of cylindrical cartridge air filters was experimentally studied. The tested filters are 150 mm in outer diameter and 700 mm in length. As the pleat count increases, the pressure drop across a cartridge filter is decreased for a constant pleat depth and flow rate. This is due to the increased filtration area which brings out less pressure loss of the filter. However, in the case of the filters having the pleat depth of 40 mm, the inner diameter of the cartridges is so small that the pressure loss is greatly increased.

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Flow Analysis of Cyclone-Cartridge Filter Gausing Collector (사이클론-카트리지필터 일체형 가우징 집진기의 유동해석)

  • Jang, Sung-Cheol;Jung, Dae-Young;Cho, Jung-Sick
    • Journal of the Korean Society of Industry Convergence
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    • v.21 no.3
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    • pp.133-139
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    • 2018
  • Precipitator is the most widespread device used to separate dust particles from the exhaust gas. In the shipyard, welding umbrellas, spark protection covers, and ventilators are not purchased and used for the work place to capture the flames and high temperature metal dust generated during the gardening process. In particular, a thorough analysis of design factors, such as capture rate, collection capacity calculation, filter speed, and materials selection, is required since spatial constraints are followed by structures, etc. In this study, conceived to address problems such as this cyclone and filtration filter system that combines all-in-one gausing collector prototype. Assessed through interpretation through the validity of the design and reliability.

Electron Microscopic Observation of Liposomes with Negative Stain (Liposomes의 음성염색에 의한 전자현미경적 관찰)

  • Ryu, Yong-Wun;Hong, Seong-Woon;Kim, Tae-Hwan
    • Applied Microscopy
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    • v.19 no.2
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    • pp.1-16
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    • 1989
  • To investigate the research of the tumor seeker using liposomes with negatively stained. The fine structure and size in liposomes composed of PC, DSPC, DAPC and SM phospholipid were observed. And the yield of vesicle affected with sonication by mechanical force were determined. The results were as follows. 1. The stain of 2% UA are obtained a good resolution from electron microscopic observation to compare the negatively liposomes with PTA, AM and UA solution. 2. The fine structure of liposomes except DAPC, PC and CH alone samples could be observed from EM experiment of liposomes composed of PC, DSPC, DAPC and SM phospholipid. 3. The results of experiment from 10, 20, 40 and 60 times sonication with 30sec, prepared 0.1mM NTA-SM-liposomes were obtained unilamella vesicles from groups of multilamella vesicles of phospholipid. 4. About 50nm diameter liposomes obtained through membration filtration step to prepare homogenized liposomes.

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Liquid-Liquid Phase Separation in a Quaternary System of PolysuIfone/Polyethersulfone/N-Methyl-2-pyrrolidone/water (사성분계 시스템의 액액상분리에 관한 연구 (폴리술폰/폴리에테르술폰/NMP/물))

  • 백기전;김제영;이환광;김성철
    • Proceedings of the Membrane Society of Korea Conference
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    • 1998.04a
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    • pp.22-24
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    • 1998
  • 1. INTRODUCTION : The phase inversion method is widely used to prepare a variety of polymeric membranes ranging from micro-filtration to gas separation. The final morphology obtained by immersion precipitation strongly reflects the thermodynamics and kinetics of the system involved. The equilibrium thermodynamics of the ternary system of polymer/solvent/ nonsolvent is still very important to understand and predict membrane structure. Polysulfone (PSf) and polyethersulfone (PES) are important polymers as membrane materials due to the chemical resistance, mechanical strength, thermal stability and transport properies. There are several reports on the experimental phase diagrams in ternary mixtures of PSf/solvent/nonsolvent, and PES/solvent/nonsolvent. It would be interesting to investigate the solution thermodynamics containing these two polymers since PES is slightly less hyclrophobic than PSf.

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Fabrication of Metallic Nano-filter Using UV-Imprinting Process (UV 임프린팅 공정을 이용한 금속막 필터제작)

  • Noh Cheol Yong;Lee Namseok;Lim Jiseok;Kim Seok-min;Kang Shinill
    • Proceedings of the Korean Society for Technology of Plasticity Conference
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    • 2005.05a
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    • pp.237-240
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    • 2005
  • The demand of micro electrical mechanical system (MEMS) bio/chemical sensor is rapidly increasing. To prevent the contamination of sensing area, a filtration system is required in on-chip total analyzing MEMS bio/chemical sensor. A nano-filter was mainly applied in some application detecting submicron feature size bio/chemical products such as bacteria, fungi and so on. We suggested a simple nano-filter fabrication process based on replication process. The mother pattern was fabricated by holographic lithography and reactive ion etching process, and the replication process was carried out using polymer mold and UV-imprinting process. Finally the nano-filter is obtained after removing the replicated part of metal deposited replica. In this study, as a practical example of the suggested process, a nano-dot array was replicated to fabricate nano-filter fur bacteria sensor application.

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Affinity Filtration Chromatography of Proteins by Chitosan and Chitin Membranes: 1. Preparation and Characterization of Porous Affinity Membranes (키토산 및 키틴 막에 의한 단백질의 친화 여과 크로마토그래피: 1. 다공성 친화 막의 제조와 특성 평가)

  • Youm Kyung-Ho;Yuk Yeong-Jae
    • Membrane Journal
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    • v.16 no.1
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    • pp.39-50
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    • 2006
  • Porous chitosan and chitin membranes were prepared by using silica particles as porogen. Membrane preparation was achieved via the following three steps: (1) chitosan film formation by casting an chitosan solution containing silica particles, (2) preparation of porous chitosan membrane by dissolving the silica particles by immersing the film into an alkaline solution and (3) preparation of porous chitin membrane by acetylation of chitosan membrane with acetic anhydride. The optimum preparation conditions which could provide a chitosan and chitin membranes with good mechanical strength and adequate pure water flux were determined. To allow protein affinity, a reactive dye (Cibacron Blue 3GA) was immobilized on porous chitosan membrane. Binding capacities of affinity chitosan and chitin membranes for protein and enzyme were determined by the batch adsorption experiments of BSA protein and lysozyme enzyme. The maximum binding capacity of affinity chitosan membrane for BSA protein is about 22 mg/mL, and that of affinity chitin membrane for lysozyme enzyme is about 26 mg/mL. Those binding capacities are about $several{\sim}several$ tens times larger than those of chitosan and chitin-based hydrogel beads. Those results suggest that the porous chitosan and chitin membranes are suitable in affinity filtration chromatography for large scale separation of proteins.

A Study on the Performance Assessment of Nuclear Fuel Debris Filtration Using the Weighted Mean (가중평균을 이용한 핵연료 이물질 여과성능 평가에 관한 연구)

  • Park, Joon Kyoo;Lee, Seong Ki;Kim, Jae Hoon
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.41 no.2
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    • pp.149-156
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    • 2017
  • Nuclear fuel requires high reliability and safety and therefore contains debris filtering devices to prevent failure-inducing debris from entering it. The debris filtering performance of nuclear fuel is one of the most important factors for fuel integrity. Therefore, the performance must be evaluated and the measurement must be reasonable. In this study, a calculation method of the comprehensive filtering efficiency using the weighted mean was proposed to establish a standard filtering efficiency index. To confirm the suitability of the proposed method, representative debris specimens were selected and the filtering efficiency with the weighted mean was compared with the efficiency of the arithmetic mean. The weighting factor of the weighted mean was introduced to produce a fair evaluation. In addition, the analysis of the debris filtering mechanism was performed according to the size of debris specimens, and the main dimensions of the filtering feature for commercial nuclear fuel.