• 제목/요약/키워드: number of layers

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다층 신경회로망에 의한 밀링가공의 절삭력 시뮬레이션 (Simulating Cutting Forces in Milling Machines Using Multi-layered Neural Networks)

  • 이신영
    • 한국생산제조학회지
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    • 제25권4호
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    • pp.271-280
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    • 2016
  • Predicting cutting forces in machine tools is essential to productivity improvement and process control in the manufacturing field. Furthermore, milling machining is more complicated than turning machining. Therefore, several studies have been conducted previously to simulate milling forces; this study aims to simulate the cutting forces in milling machines using multi-layered neural networks. In the experiments, the number of layers in these networks was 3 and 4 and the number of neurons in the hidden layers was varied from 20 to 200. The root mean square errors of simulated cutting force components were obtained from taught and untaught data for the various neural networks. Results show that the error trends for untaught data were non-uniform because of the complex nature of the cutting force components, which was caused by different cutting factors and nonlinear characteristics coming into play. However, trends for taught data showed a very good coincidence.

Laccase-탄소나노튜브 적층을 통한 효소 연료전지의 cathode 성능 향상 (Enhancement of Electrochemical Performance of Cathode by Optimizing Laccase-Carbon Nanotubes Layers for Enzymatic Fuel Cells)

  • 왕설;김창준
    • Korean Chemical Engineering Research
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    • 제60권4호
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    • pp.550-556
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    • 2022
  • 당, 알코올, 유기산 및 아미노산 등과 같은 다양한 유기물에 포함된 화학에너지를 전기에너지로 전환시키는 효소 연료전지의 성능은 anode 뿐만 아니라 cathode에도 큰 영향을 받는다. 본 연구의 목적은 laccase 기반의 고성능 cathode 전극을 개발하는데 있다. 효소, 전자전달체 및 탄소나노튜브로 구성된 효소 복합체를 제조하고 이를 전극 표면에 다층으로 부착하며 층수 및 탄소나노튜브의 첨가 유무가 전극 성능에 미치는 영향을 조사하였다. 전극 표면에 효소-전자전달체(Lac-(PVI-Os-dCl))의 층수가 증가할수록 전극에서 발생되는 환원 전류량이 증가하였다. 탄소나노튜브가 첨가된 효소-전자전달체 복합체 전극(Lac-SWCNTs-(PVI-Os-dCl))이 Lac-(PVI-Os-dCl) 전극에 비하여 1.7배 많은 환원 전류를 생성하였다. Lac-SWCNTs-(PVI-Os-dCl)과 Lac-(PVI-Os-dCl)의 비율을 변화시키며 적층한 전극들에서 2층의 Lac-(PVI-Os-dCl)과 2층의 Lac-SWCNTs-(PVI-Os-dCl)으로 구성된 전극이 가장 많은 양의 환원 전류(10.1±0.1 µA)를 생성하였다. 단일 층의 Lac-(PVI-Os-dCl)로 구성된 cathode를 사용하는 셀과 최적화된 cathode를 사용하는 셀의 최대 생산 전력밀도는 각각 0.46±0.05와 1.23±0.04 µW/cm2였다. 본 연구 결과는 전극 표면에 laccase, 전자전달체 및 탄소나노튜브로 구성된 복합체의 적층 최적화를 통해 cathode 및 이를 이용하는 효소 연료전지의 성능을 향상시킬 수 있음을 시사한다.

알루미늄표면에 금속-세라믹입자 복합첨가에 의한 내마모성개선 (Improvement of Wear Resistance of Aluminum by Metal-Ceramic Particle Composite Layer)

  • 이규천;박성두;이영호
    • Journal of Welding and Joining
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    • 제15권6호
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    • pp.96-104
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    • 1997
  • The present study was aimed to correlate the microstructure and the hardness as well as the wear resistance of the metal-ceramic particulated composite layer on the pure Al plate. The composite layers were constructed by the addition of TiC particles on the surface of Al-Cu alloyed layers by PTA overlaying process. Initially, the Al-Cu alloyed layers were achieved by the deposition of Al-(25 ~ 48%) Cu alloys on the pure Al plate by TIG process. It was revealed that TiC particles were uniformly dispersed without any reaction with matrix in the composite layer. The volume fraction of TiC particles (TiC V F) increased from 12% to 55% with increasing the number of pass of composite layer. Hardnesses of (Al-48%Cu + TiC (3&4layers)) composite layer were Hv450 and Hv560, respectively, due to the increase of TiC V/F. Hardnesses of (Al-Cu + TiC) composite layers decreased gradually with insreasing temperature from 100$^{\circ}$C to 400$^{\circ}$C, and hardnesses at 400$^{\circ}$C were then reached to 1/5 - 1/10 of room temperature hardness depending on the construction of composite layers. The Specific wear of (Al + Tic) layer and Al-48%Cu alloyed layer decreased to 1/10 of the of pure Al, while the specific wear of (Al-48%Cu + TiC (4 layers)) composite layer exhibited 1/15 of that of steel such as SS400 and STS304.

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집성재의 정거길이가 휨강도성능에 미치는 영향 (The Effect of Finger Length on Bending Strength Properties in Laminated Wood)

  • 홍병화;변희섭;김종만
    • 한국가구학회지
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    • 제11권2호
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    • pp.7-12
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    • 2000
  • This paper describes the bending strength properties of laminated woods which had three kinds of specimens according to finger length-12, 4.5 mm and butt joint and the acoustic emissions (AEs) generated during the test. 3-ply laminated wood beams were tension side layers (lower layers) composed of one middle lamina and two side-jointed laminae, with one butt joint ($_1BJ$), one finger joint (12mm, $_1FJ_{12}$) or one finger joint (4.5mm, $_1FJ_{4.5}$) in the middle lamina of tension side layer. And 3-ply laminated wood beams were tension side layers (lower layers) also composed of one lamina, with one butt joint (BJ), one finger joint (12mm, $FJ_{12}$) or one finger joint (4.5mm, $FJ_{4.5}$/) in tension side layer. Cryptomelia pieces were cut for butt and two finger types and glued with resorcinol-phenol resin adhesive. The results were as follows It was not effective in the bending modulus of elasicity (MOE) with IFJL type and had no difference from finger length. The bending modulus of rupture (MOR) of laminated wood beams including finger joint was the same values as that including butt feint and had no difference from finger length. It was effective in MOE with FJL type and had no difference from finger length. The effect of finger joint on MOR was much higher than that of butt joint but had no difference from finger length. The AE generation time of IFJL type was earlier than that of the control wood and the number of AE count was much more than that of the control wood. However, the AE generation time of FJL type was earlier than that of the control wood and the number of U count was much fewer than that of the control wood.

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나선형그루브-금망의 복합윅을 갖는 히이트파이프의 전열특성에 관한 연구 (A Study on the Characteristics of Heat Transfer in Heat Pipe with Composition Wick of Screwed Groove - Metallic Mesh)

  • 장영석;이영수;서정일
    • 대한설비공학회지:설비저널
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    • 제15권3호
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    • pp.273-282
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    • 1986
  • The purpose of this research was to study the characteristics of heat transfer in Heat Pipe which used the composition wick of screened groove - metallic mesh by ADI method and experimental results. As the results, the more than number of metallic mesh screen layers in a heat pipe increased, the fewer the effect of heat recovery decreased. In case of 1 - layer metallic mesh screen wick, the response of the effect in heat recovery was more rapidly showed than in case of other layers and in spite of high load, the evaporation section of Heat pipe with 1 - layer metallic mesh screen wick showed the stable response and did not show excessive super heat. There was a interrelation between thermal resistance and the variable layers, between thermal resistance and the variable gaps of metallic meshes, the heat transfer characteristics of Heat pipe were depended on the thermal resistance of composition wick.

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Model studies of uplift capacity behavior of square plate anchors in geogrid-reinforced sand

  • Keskin, Mehmet S.
    • Geomechanics and Engineering
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    • 제8권4호
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    • pp.595-613
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    • 2015
  • An experimental investigation into the uplift capacity of horizontal square plate anchors in sand with and without geogrid reinforcement is reported. The parameters investigated are the effect of the depth of the single layer of geogrid, vertical spacing of geogrid layers, number of geogrid layers, length of geogrid layers, the effects of embedment depth, and relative density of sand. A series of three dimensional finite element analyses model was established and confirmed to be effective in capturing the behaviour of plate anchor-reinforced sand by comparing its predictions with experimental results. The results showed that the geogrid reinforcement had a considerable effect on the uplift capacity of horizontal square plate anchors in sand. The improvement in uplift capacity was found to be strongly dependent on the embedment depth and relative density of sand. A satisfactory agreement between the experimental and numerical results on general trend of behaviour and optimum geometry of reinforcement placement is observed. Based on the model test results and the finite element analyses, optimum values of the geogrid parameters for maximum reinforcing effect are discussed and suggested.

Stability analysis of transversely isotropic laminated Mindlin plates with piezoelectric layers using a Levy-type solution

  • Ghasemabadian, M.A.;Saidi, A.R.
    • Structural Engineering and Mechanics
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    • 제62권6호
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    • pp.675-693
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    • 2017
  • In this paper, based on the first-order shear deformation plate theory, buckling analysis of piezoelectric coupled transversely isotropic rectangular plates is investigated. By assuming the transverse distribution of electric potential to be a combination of a parabolic and a linear function of thickness coordinate, the equilibrium equations for buckling analysis of plate with surface bonded piezoelectric layers are established. The Maxwell's equation and all boundary conditions including the conditions on the top and bottom surfaces of the plate for closed and open circuited are satisfied. The analytical solution is obtained for Levy type of boundary conditions. The accurate buckling load of laminated plate is presented for both open and closed circuit conditions. From the numerical results it is found that, the critical buckling load for open circuit is more than that of closed circuit in all boundary and loading conditions. Furthermore, the critical buckling loads and the buckling mode number increase by increasing the thickness of piezoelectric layers for both open and closed circuit conditions.

적층형 압전세라믹을 이용한 강압용 압전변압기의 설계 및 제조 (Design and Manufacture of Step-down Piezoelectric Transformers Multi-layered by Ceramic Sheets)

  • 정현호;이원재;김인성;송재성;박태곤
    • 한국전기전자재료학회:학술대회논문집
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    • 한국전기전자재료학회 2001년도 하계학술대회 논문집
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    • pp.680-683
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    • 2001
  • The output characteristics of step-down piezoelectric transformer is changed by a structure of layers. In this paper, we simulated output characteristics of multi-layer piezoelectric transformers with variation of output layers. Also, fabricated piezoelectric transformers were compared with simulated data. From simulated piezoelectric transformers, the output voltage decreased with increasing number of layers. From these results, piezoelectric transformers were made and the output electrical power of the transformers was measured at resonance frequency and at other frequency. The electrical power of transformers was measured on each transformer's resonance mode. However, measured value of 12-layed transformer's output power was smaller than that of 6-layered transformer's one. It is supposed that internal capacitance and reactance of the piezoelectric transformer's were effected in this result. Therefore we need to connect other road resistance and capacitance in output circuit, in order to increase electrical power of transformers.

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Number of Graphene Layers As a Modulator of the Open-circuit Voltage of Graphene-Based Solar Cell

  • 임규욱;이경재;임종태;강태희;정석민;홍병희;염근영
    • 한국진공학회:학술대회논문집
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    • 한국진공학회 2011년도 제41회 하계 정기 학술대회 초록집
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    • pp.113-113
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    • 2011
  • Impressive optical properties of graphene have been attracting the interest of researchers, and, recently, the photovoltaic effects of a heterojunction structure embedded with few layer graphene (FLG) have been demonstrated. Here, we show the direct dependence of open-circuit voltage (Voc) on numbers of graphene layers. After unavoidably adsorbed contaminants were removed from the FLGs, by means of in situ annealing, prepared by layer-by-layer transfer of the chemically grown graphene layer, the work functions of FLGs showed a sequential increase as the graphene layers increase, despite of random interlayer-stacking, resulting in the modulation of photovoltaic behaviors of FLGs/Si interfaces.

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