• 제목/요약/키워드: gradient deposition

검색결과 69건 처리시간 0.021초

Modeling with Thin Film Thickness using Machine Learning

  • Kim, Dong Hwan;Choi, Jeong Eun;Ha, Tae Min;Hong, Sang Jeen
    • 반도체디스플레이기술학회지
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    • 제18권2호
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    • pp.48-52
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    • 2019
  • Virtual metrology, which is one of APC techniques, is a method to predict characteristics of manufactured films using machine learning with saving time and resources. As the photoresist is no longer a mask material for use in high aspect ratios as the CD is reduced, hard mask is introduced to solve such problems. Among many types of hard mask materials, amorphous carbon layer(ACL) is widely investigated due to its advantages of high etch selectivity than conventional photoresist, high optical transmittance, easy deposition process, and removability by oxygen plasma. In this study, VM using different machine learning algorithms is applied to predict the thickness of ACL and trained models are evaluated which model shows best prediction performance. ACL specimens are deposited by plasma enhanced chemical vapor deposition(PECVD) with four different process parameters(Pressure, RF power, $C_3H_6$ gas flow, $N_2$ gas flow). Gradient boosting regression(GBR) algorithm, random forest regression(RFR) algorithm, and neural network(NN) are selected for modeling. The model using gradient boosting algorithm shows most proper performance with higher R-squared value. A model for predicting the thickness of the ACL film within the abovementioned conditions has been successfully constructed.

PLD 공정으로 제조된 LSM-YSZ 나노복합체층이 포함된 경사구조 박막 공기극을 적용한 SOFC의 성능 분석 (Performance of Solid Oxide Fuel Cell with Gradient-structured Thin-film Cathode Composed of Pulsed-laser-deposited Lanthanum Strontium Manganite-Yttria-stabilized Zirconia Composite)

  • 명두환;홍종일;황재연;이종호;이해원;김병국;조성걸;손지원
    • 한국세라믹학회지
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    • 제48권6호
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    • pp.487-492
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    • 2011
  • The effect of the application of lanthanum strontrium manganite and yttria-stabilized zirconia (LSM-YSZ) nano-composite fabricated by pulsed laser deposition (PLD) as a cathode of solid oxide fuel cell (SOFC) is studied. A gradient-structure thin-film cathode composed of 1 micron-thick LSM-YSZ deposited at an ambient pressure ($P_{amb}$) of 200 mTorr; 2 micron-thick LSM-YSZ deposited at a $P_{amb}$ of 300 mTorr; and 2 micron-thick lanthanum strontium cobaltite (LSC) current collecting layer was fabricated on an anode-supported SOFC with an ~8 micron-thick YSZ electrolyte. In comparison with a 1 micron-thick nano-structure single-phase LSM cathode fabricated by PLD, it was obviously effective to increase triple phase boundaries (TPB) over the whole thickness of the cathode layer by employing the composite and increasing the physical thickness of the cathode. Both polarization and ohmic resistances of the cell were significantly reduced and the power output of the cell was improved by a factor of 1.6.

동맥경화증의 발생에 관한 혈류역학적 가설들에 대한 비교연구 (A Comparative Study of the Hemodynamic Hypotheses for the Generation of Atherosclerosis)

  • 서상호;조민태;노형운;권혁문
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2003년도 춘계학술대회
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    • pp.1915-1918
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    • 2003
  • Atherosclerosis, which is a degenerate disease, is believed to occur in the vascular system due to deposition of cholesterol and low density lipoprotein(LDL) or thrombosis on the blood vessel. Atherosclerosis narrows arterial lumen, which is known as stenosis phenomenon of blood vessel. Pathogenesis of atherosclerosis is thought to occur mainly by aging. Restenosis phenomenon is observed in the same site of insertion of a stent and balloon angioplasty after treatment of interventional theraphy. Several hypothetical theories related to the generation of atherosclerosis have been reported: high shear stress theory, low shear stress theory, high shear stress gradient theory, flow separation and turbulence theory and high pressure theory. However, no one theory clearly explains the causes of atherosclerosis. In the present study the generation of atherosclerosis in the left coronary artery is investigated. The hypotheses are verified by using the computer simulation.

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결정립 식각 기술을 이용한 다결정 실리콘 부착 방지 구조 (Polysilicon anti-sticking structure by grain etching technique)

  • 이영주;박명규;전국진
    • 전자공학회논문지D
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    • 제35D권2호
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    • pp.60-69
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    • 1998
  • Polysilicon surface mdoification tecnique is developed to reduce the sticking of microstructures fabricated by micromachining. Modified anti-sticking grain holes are simply formed by two-step dry eth without additional photolithography nor deposition of thin films. Both process-induced sticking and in-use sticking are successfully reduced more than two times by adopting grain holed polysilicon substrate. A sticking model for cantilever beam is derived. This model includes bending moment stems from stress gradient along the thickness directionof structural polysilicon. Because the surface tension of rinse liquid and the surface energy of the solids to be stuk tend to decrease in recently developed anti-sticking techniques, the effect of stress gradient will play an important role to analyze the sticking phenomena. Effect of the temperature during post-release rinse and dry is modelled and verified experimentally. Based on developed anti-sticking polysilicon structure and the sticking model, sticking of microstructure, fabricated by simple wet process including sacrificial layer etch and rinse with deionized water without special equimpment for post-release rinse and dry was alleviated more than 3.5 times.

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MEMS용 구조물을 위한 알루미늄 박막의 잔류응력에 대한 연구 (A study for the residual strain of aluminum thin film for MEMS structures)

  • 김윤진;신종우;김용권
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1998년도 하계학술대회 논문집 G
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    • pp.2521-2523
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    • 1998
  • Freestanding flexible microstructures fabricated from deposited thin films become mechanically unstable when internal stresses exceed critical values. The residual stress and stress gradient of aluminum thin film were examined to make sure of fabricating the reproduceable aluminium structure. For good shape of micro mirror array and microstructures, the experiment was done varying thickness and deposition rate. As the aluminium film thickness increased from 0.8${\mu}m$ to 1.6${\mu}m$, the stress gradient decreased from 11.62MPa/${\mu}m$ to 2.62MPa/${\mu}m$. The residual stress values are from 42.4MPa to 62.24MPa of tensile stresses.

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다결정 실리콘 마이크로머시닝 제작 시 폴리머 지지를 이용한 옆 방향 정착방지 방법의 제안 (A New Antistiction Method Using Polymer Suspension for Fabrication with Polysilicon Micromachining)

  • 임형택;윤종현;김용권
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1999년도 하계학술대회 논문집 G
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    • pp.3331-3333
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    • 1999
  • A novel antistiction method using photo resist is proposed and verified to improve the yield of polysilicon micromachining process. $7.5{\mu}m-thick$ polysilicon is used as a structural layer. Residual stress and stress gradient originated from polysilicon deposition with LPCVD process is relaxed by doping and thermal treatment. The stress gradient of stress-free polysilicon layer is $-0.755MPa/{\mu}m$.

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단일층 $d^2B_{z}$/dxdy SQUID 2차 미분기 설계 및 제작 (Fabrication of sing1e layer $d^2B_{z}$/dxdy second-order SQUID gradiometer)

  • 황윤석;박승문;이순걸;김인선;박용기
    • Progress in Superconductivity
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    • 제4권2호
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    • pp.109-113
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    • 2003
  • We have developed a planar-type single layer second-order $high-T_{c}$ SQUID gradiometer, which can detect the $d^2$$B_{z/}$dxdy of the second-order field gradient. This SQUID gradiometer consists of four-way 'clover-leaf' pick-up loops and is coupled directly to a 4-junction dc SQUID in such a way that the coupling polarity of the two diagonal loops is opposite to that of the other two loops. The pickup loops are intrinsically balanced for both uniform field and the 1 st-order field gradient. The $YBa_2$$Cu_3$$O_{7}$ thin film was made by pulsed laser deposition method on $SrTiO_3$ single crystal substrate and patterned by photolithography with Ar ion milling technique. Response of this gradiometer was tested for both uniform field and the 2nd-order field gradient. Details of the design, fabrication, and results will be discussed.

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고온의 기체 입자 유동으로부터 입자부착 현상에 관한 실험적 연구 (An experimental study of particle deposition from high temperature gas-particle flows)

  • 김상수;김용진
    • 대한기계학회논문집
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    • 제11권3호
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    • pp.501-508
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    • 1987
  • 본 연구에서는 입자발생 장치를 유동층(fluidized bed)을 이용하여 만들었고 이것에 의해서 고온의 연소가스속으로 입자가 공급되므로, 종래의 초음파입자 발생기 나 오리피스진동입자 발생기등에서 일어나는 호학반응 및 입자상호간의 응집(coagul- ation)현상등을 되도록 없게 하여 순수한 구형입자에 대한 입자부착 효과를 볼 수 있 게 함으로써, 부착기구의 이해와 해석등을 한층 유리하게 한다. 그리고 공급되는 입 자의 크기의 범위를 직경 0.2$\mu\textrm{m}$~30$\mu\textrm{m}$ 정도로 광범위하게 다루어 비교적 간단하고 잘 정의된 층류 유동에서, (1) 미세입자의 경우 실시간(real time) 레이져 광반사법에 의 한 입자부착률의 온도구배 및 농도에 대한 효과를 실험하고, (2) 입자의 Counting/Si- zing 법에 의하여 입자크기에 따른 열확산 효과 및 관성충돌 효과 등을 볼 수 있게 한 다.

Non-electrolytic Deposition of Silver on Tungsten Powders for Functionally Gradient Composite Powder

  • Lee, Jae-Ho;Change, Gun-Ho
    • 한국분말야금학회:학술대회논문집
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    • 한국분말야금학회 2006년도 Extended Abstracts of 2006 POWDER METALLURGY World Congress Part2
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    • pp.1225-1226
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    • 2006
  • Particles of high strength material when coated with silver offer a means of obtaining desirable electrical properties and high strength. The coating process employed aqueous ammoniacal silver-nitrate electrolytes with a formaldehyde solution as the reductant. Modifying additives were also applied. The reduction and subsequent deposition of silver occurred selectively on the surface of the tungsten particles. The morphologies of the coated particles were assessed by SEM imaging. The silver was uniformed coated on tungsten powder and its thickness was estimated to be approximately 100nm on the basis of a mass account.

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Organic fouling in forward osmosis (FO): Membrane flux behavior and foulant quantification

  • Xia, Shengji;Yao, Lijuan;Yang, Ruilin;Zhou, Yumin
    • Membrane and Water Treatment
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    • 제6권2호
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    • pp.161-172
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    • 2015
  • Forward osmosis (FO) is an emerging membrane technology with potential applications in desalination and wastewater reclamation. The osmotic pressure gradient across the FO membrane is used to generate water flux. In this study, flux performance and foulant deposition on the FO membrane were systematically investigated with a co-current cross-flow membrane system. Sodium alginate (SA), bovine serum albumin (BSA) and tannic acid (TA) were used as model foulants. Organics adsorbed on the membrane were peeled off via oscillation and characterized by Fourier transform infrared (FTIR) spectroscopy and scanning electron microscopy (SEM). When an initial flux of $8.42L/m^2h$ was applied, both flux reduction and foulant deposition were slight for the feed solution containing BSA and TA. In comparison, flux reduction and foulant deposition were much more severe for the feed solution containing SA, as a distinct SA cake-layer was formed on the membrane surface and played a crucial role in membrane fouling. In addition, as the initial SA concentration increased in FS, the thickness of the cake-layer increased remarkably, and the membrane fouling became more severe.