• Title/Summary/Keyword: Duty Ratio Prediction

Search Result 14, Processing Time 0.019 seconds

신경망을 이용한 SiN 박막 표면거칠기에의 이온에너지 영향 모델링 (Neural Network Modeling of Ion Energy Impact on Surface Roughness of SiN Thin Films)

  • 김병환;이주공
    • 한국표면공학회지
    • /
    • 제43권3호
    • /
    • pp.159-164
    • /
    • 2010
  • Surface roughness of deposited or etched film strongly depends on ion bombardment. Relationships between ion bombardment variables and surface roughness are too complicated to model analytically. To overcome this, an empirical neural network model was constructed and applied to a deposition process of silicon nitride (SiN) films. The films were deposited by using a pulsed plasma enhanced chemical vapor deposition system in $SiH_4$-$NH_4$ plasma. Radio frequency source power and duty ratio were varied in the range of 200-800 W and 40-100%. A total of 20 experiments were conducted. A non-invasive ion energy analyzer was used to collect ion energy distribution. The diagnostic variables examined include high (or) low ion energy and high (or low) ion energy flux. Mean surface roughness was measured by using atomic force microscopy. A neural network model relating the diagnostic variables to the surface roughness was constructed and its prediction performance was optimized by using a genetic algorithm. The optimized model yielded an improved performance of about 58% over statistical regression model. The model revealed very interesting features useful for optimization of surface roughness. This includes a reduction in surface roughness either by an increase in ion energy flux at lower ion energy or by an increase in higher ion energy at lower ion energy flux.

DSP를 이용한 단상 PFC의 설계 (The Design of Single Phase PFC using a DSP)

  • 양오
    • 전자공학회논문지SC
    • /
    • 제44권6호
    • /
    • pp.57-65
    • /
    • 2007
  • 본 논문에서는 DSP(TMS320F2812)를 사용하여 단상 역률개선을 디지털로 설계하였다. 이러한 승압형 역률개선 컨버터를 디지털로 구현하기 위하여 DSP는 컨버터의 입력전압과 인덕터전류, 컨버터의 출력전압이 필요하며 이를 DSP 내부에 있는 12비트 A/D변환기로 구현하였다. 승압을 위한 스위칭소자인 FET가 ON/OFF 될 때 심한 고주파 노이즈와 스위칭 리플이 발생한다. DSP에 의해 구현시 어느 시점에서 A/D 변환을 시작할지 결정하는 것은 대단히 중요하며 스위칭 노이즈가 발생하지 않는 곳에서 A/D 변환을 할 필요가 있다. PWM의 시비율(duty ratio)은 약 5 %에서 95 %까지 가변적이기 때문에 A/D 변환의 고정된 시작점을 찾을 수는 없다. 따라서 본 논문에서는 25 us 마다 PWM의 ON/OFF 폭을 미리 예측한 후 타이머를 이용하여 A/D 변환을 하도록 하였다. 실험 결과들로부터 광범위한 입력전압에 대하여 약 0.99의 역률과 80 Vdc 출력 전압에 대한 리플이 약 5 Vpp임을 확인하였다. 또한 윈도우즈 Xp 환경 하에서 수행되는 응용프로그램을 작성하여 원격에서 단상 PFC 컨버터의 각종 파라미터들과 전압 및 전류 제어기의 이득들을 모니터링하며 원격제어가 가능함을 보여 상용화의 가능성과 유용성을 제시하였다.

백금계 촉매상에서 산화질소(NO)의 산화반응속도에 관한 실험 및 모델링 연구 (An Experimental and Modeling Study on the Oxidation Kinetics of Nitric Oxide over Platinum-based Catalysts)

  • 김영득;정수진;김우승
    • 한국자동차공학회논문집
    • /
    • 제20권5호
    • /
    • pp.71-80
    • /
    • 2012
  • To improve the $NO_X$ conversion over a SCR (selective catalytic reduction) catalyst, the DOC (diesel oxidation catalyst) is usually placed upstream of the SCR catalyst to enhance the fast SCR reaction ($4NH_3+2NO+2NO_2{\rightarrow}4N_2+6H_2O$) using equimolar amounts of NO and $NO_2$. Here, a ratio of $NO_2/NO_X$ above 50% should be avoided, because the reaction with $NO_2$ only ($4NH_3+4NO+O_2{\rightarrow}4N_2+6H_2O$) is slower than the standard SCR reaction ($4NH_3+4NO+O_2{\rightarrow}4N_2+6H_2O$). In order to accurately predict the performance characteristics of SCR catalysts, it is therefore desired to develop a more simple and reliable mathematical and kinetic models on the oxidation kinetics of nitric oxide over a DOC. In the present work, the prediction accuracy and limit of three different chemical reaction kinetics models are presented to describe the chemicophysical characteristics and conversion performance of DOCs. Steady-state experiments with DOCs mounted on a light-duty four-cylinder 2.0-L turbocharged diesel engine then are performed, using an engine-dynamometer system to calibrate the kinetic parameters such as activation energies and preexponential factors of heterogeneous reactions. The reaction kinetics for NO oxidation over Pt-based catalysts is determined in conjunction with a transient one-dimensional (1D) heterogeneous plug flow reactor (PFR) model with diesel exhaust gas temperatures in the range of 115~$525^{\circ}C$ and space velocities in the range of $(0.4{\sim}6.5){\times}10^5\;h^{-1}$.

PARTIAL REPLACEMENT OF GRASS SILAGE WITH WHOLE-CROP CEREAL SILAGE FOR GROWING BEEF CATTLE

  • Raza, S.H.;Rowlinson, P.
    • Asian-Australasian Journal of Animal Sciences
    • /
    • 제8권3호
    • /
    • pp.281-287
    • /
    • 1995
  • A study was conducted to investigate the effect of different inclusion levels of urea treated whole-crop wheat silage (UWCWS) in grass silage based rations on the performance of growing beef cattle. The winter wheat (variety, Riband) was harvested (in the summer of 1991) at a dry matter proportion of 520 g/kg and treated with feed grade urea at the rate of 37 kg/tonne crop dry matter and preserved in a heavy duty plastic bag using a silo press. The urea treated whole crop wheat silage (UWCWS) was mixed with grass silage to replace 0.00 (S100), 0.33 (S33) and 0.67 (S67) parts of the forage dry matter and fed ad libitum in a cross over design to 18 Simmental X Holstein Friesian growing beef animals. Two energy sources {one high in starch, rolled barley (RB) and one high in digestible fibre, sugar beet pulp (SBP)} were fed to supply sufficient energy for the efficient use of nitrogen by the rumen micro-organisms. The data on DMIF (dry matter intake of forage), TDMI (total dry matter intake), DLWG (daily live weight gain), FCR (feed conversion ratio) were recorded and faecal samples were collected to determine the digestibility coefficients. Results revealed that with the inclusion of UWCW in the animals' diets the DMI of the forage was significantly increased (p < 0.05). The highest DMIF was found in the treatment "S33" ($6.28{\pm}0.25kg$) where 67% of the silage dry matter was replaced with the UWCW and the lowest value for DMIF was observed in the control treatment ($5.03{\pm}0.23kg$). The DLWG did not differ significantly between the treatments. However, treatment "S100" showed a trend towards a superior DLWG. Feed conversion ratio in the control treatment differed significantly from "S67" and "S33". The addition of the UWCW in the animals' diet resulted in the lower FCR There was no effect of type of energy supplement on any aspect of performance either overall or in interaction with grass silage: UWCWS ratio. The regression and correlation coefficients for DMIF (r = 5.22 + 0.0184x*), DLWG (r = $1.04-0.00086x^{NS}$) and FCR (r = 4.78 = 0.022x*) on the inclusion of UWCW in the diet were calculated. The effect of the inclusion of UWCW on the overall digestibility coefficients was significant (p < 0.05). The addition of the UWCWS in the diet decreased the digestibility of the DM, OM, ADF and NFE but effect on the protein digestibility was non significant. The results of present study suggests that a DLWG slightly over 1 kg can be achieved with UWCW during the store period (period in which animal performance targets are low especially during winter) and the prediction of ME was overestimated as the high intake of DM did not reflect in improved animal performance.