• 한국안전학회지
• /
• 제32권1호
• /
• pp.27-32
• /
• 2017

The experimental design methodology was applied in the real scale coal-fired boiler to predict the various combustion properties according to the operating conditions and to assess the coal plant safety. Response surface method (RSM) was introduced as a design of experiment, and the database for RSM was provided with the numerical simulation of the coal-fired boiler. The three independent variables, high heating value of coal (HHV), overall stoichiometry excess air ratio (OST), and burner-side stoichiometry excess air ratio (BST), were set to characterize the cross section averaged NOx concentration and temperature distribution. The maximum NOx concentration was predicted accurately and mainly controlled by BST in the boiler. The parabola function was assumed for the zone averaged peak temperature distribution, and the prediction was in a fairly good agreement with the experiments except downstream. Also, the location of the peak temperature was compared with that of maximum NOx, which implies that thermal NOx formation is the main mechanism in the coal-fired boiler. These results promise the wide use of statistical models for the fast prediction and safety assessment.

• International Journal of Control, Automation, and Systems
• /
• 제5권1호
• /
• pp.104-109
• /
• 2007

This paper is about a redundancy management system design for the Smart UAV(unmanned aerial vehicle) which utilizes the tilt..rotor mechanism. In order to meet the safety requirement on the PLOC(probability of loss of control) of $1.7{\times}10^{-5}$ per flight hour for FCS (flight control system) failures, a digital FCS is mechanized with a dual redundant structure. A fault detection system which is composed of a CCM(cross channel monitor) and analytic redundancy using the Kalman filtering is designed, and its effectiveness is evaluated through experiments. A threshold level and persistence count for managing redundant sensors are designed based on the statistical analysis of the FCS sensors. To increase the survivability of the UAV after the loss of critical sensors in the SAS(stability augmentation system) and to provide reference information for a tie-breaking condition at which an ILM(in-line monitor) cannot distinguish the faulty channel between two operating ones, the Kalman filter approach is investigated.

• Journal of Biosystems Engineering
• /
• 제22권2호
• /
• pp.177-188
• /
• 1997

A pepper harvester using a pair of counter rotating helically wound cylinders as a pepper removal mechanism has been developed. Pepper harvesting by machines under the customary cultivation practice was expected to lower land productivity, that most farmers were concerned about. As one way to compensate for loss in land productivity by machine harvest, experts on pepper cultivation suggested change of both varieties and plant density per area. From the view of machine design, their suggestion implied that distance between rows should be narrower and height of the pepper removal mechanism could be shorter. Experiments to improve perfect pepper recovery ratio and to reduce size of the pepper removal mechanism was accomplished. In order to be a economically feasible harvester, minimum pepper recovery ratio was required to be greater or equal to 80%. The research goal was achieved by both reducing the diameter of the wire-helices from 30 cm to 18 cm and increasing rotational speed of the wire-helices up to 425 rpm. The best perfect pepper recovery ratio was 82.3%. Validity of experiment design and interpretation on statistical analysis were discussed. To understand the pepper removal mechanism properly, a pepper removal theory based physics was judged to be necessary.

• 한국정밀공학회지
• /
• 제25권10호
• /
• pp.130-136
• /
• 2008

The purpose of this study was to investigate chaotic characteristics of major joint motions during treadmill walking. Gait experiments were carried out for 20 healthy young women. The subjects were asked to walk on a treadmill at their own natural speeds. The chaos analysis was used to quantify nonlinear motions of eleven major joints of each woman. The joints analyzed included the neck and the right and left shoulders, elbows, hips, knees and ankles. The recorded gait patterns were digitized and then coordinated by motion analysis software. Lyapunov exponent for every joint was calculated to evaluate joint characteristics from a state space created by time series and its embedding dimension. This study shows that differences in joint motion were statistically significant.

• 콘크리트학회논문집
• /
• 제13권4호
• /
• pp.346-353
• /
• 2001

본 연구는 얇은 시멘트판 제품의 보강재로써 건조공정에 의해 생산된 폐지섬유의 최적 배합비를 도출하기 위하여 수행되었다. 이를 위해 순수 목질섬유 대비 폐지섬유의 대체수준을 세분화하여 실험을 실시하였으며, 슬러리-탈수 공법을 사용하여 폐지섬유보강 시멘트 복합체를 제조하였다. 본 연구는 실험적 연구와 반응표면 분석법을 활용한 통계적 분석을 통해 공정인자(가압, 비가압)과 섬유보강재 조건(섬유혼입율, 순수섬유 대체수준)을 최적화하였다. 최적화된 재생 폐지섬유 시멘트 복합체를 기술적으로 분석하였으며, 그 결과, 폐지섬유보강 시멘트 복합체의 성능과 경제적 측면에서 폐지섬유의 재활용이 가능하리라 판단된다.

• 응용통계연구
• /
• 제32권6호
• /
• pp.867-878
• /
• 2019

본 논문에서는 Victorbabu (2005)가 소개한 수정기울기회전성을 제2종의 중심합성설계에 적용하여, 관련된 내용을 연구하였다. 이 성질을 갖는 제2종 중심합성설계를 구하는 방법을 제시하였다. 특히 Box-Hunter의 회전성을 갖는 제2종 중심합성설계에 축값의 변동 없이 실험점을 추가함으로써 수정기울기회전성을 갖는 설계를 만들 수 있으므로 축차적 실험에 이용할 수 있다는 장점이 있다. 두 가지의 예를 통해서 수정기울기회전성을 갖는 제2종 중심합성설계를 설명하였다.

• Advances in Computational Design
• /
• 제5권2호
• /
• pp.195-207
• /
• 2020

The present study focuses on the application of artificial neural network (ANN) and Multiple linear Regression (MLR) analysis for developing a model to predict the unconfined compressive strength (UCS) and split tensile strength (STS) of the fiber reinforced clay stabilized with grass ash, fly ash and lime. Unconfined compressive strength and Split tensile strength are the nonlinear functions and becomes difficult for developing a predicting model. Artificial neural networks are the efficient tools for predicting models possessing non linearity and are used in the present study along with regression analysis for predicting both UCS and STS. The data required for the model was obtained by systematic experiments performed on only Kaolin clay, clay mixed with varying percentages of fly ash, grass ash, polypropylene fibers and lime as between 10-20%, 1-4%, 0-1.5% and 0-8% respectively. Further, the optimum values of the various stabilizing materials were determined from the experiments. The effect of stabilization is observed by performing compaction tests, split tensile tests and unconfined compression tests. ANN models are trained using the inputs and targets obtained from the experiments. Performance of ANN and Regression analysis is checked with statistical error of correlation coefficient (R) and both the methods predict the UCS and STS values quite well; but it is observed that ANN can predict both the values of UCS as well as STS simultaneously whereas MLR predicts the values separately. It is also observed that only STS values can be predicted efficiently by MLR.

• Korean Chemical Engineering Research
• /
• 제56권4호
• /
• pp.568-576
• /
• 2018

폐감귤박으로 제조한 활성탄(WCAC, waste citrus peel based activated carbon)에 의한 항생제 trimethoprim (TMP)의 흡착 특성을 조사하기 위해 반응표면법(RSM, response surface methodology)을 사용하여 TMP 흡착에 대한 운전인자들의 영향을 조사하였다. 농도($X_1$: 50-150 mg/L), pH ($X_2$: 4-10), 온도($X_3$: 293-323 K), 흡착제 투여량($X_4$: 0.05-0.15 g)의 4가지 입력 파라미터를 가진 4-요인 Box-Behnken 실험 설계에 따라 회분식 실험을 수행하고, 얻어진 실험 결과를 다중 회귀 분석으로 2차 다항식에 맞추고 통계적 방법을 사용하여 검토하였다. 독립 변수 및 변수들 간의 교호 작용의 유의성은 ANOVA 및 t-검정 통계기법으로 평가하였으며, 통계적 결과는 TMP 농도가 다른 요인들에 비하여 가장 많은 영향을 미치는 운전인자라는 것을 보여 주었다. 흡착공정은 유사 2차 속도식에 잘 부합하였으며, 등온흡착평형관계는 Langmuir 식이 Freundlich 식 보다 잘 부합하였다. Langmuir 등온식으로 부터 계산한 WCAC에 의한 TMP의 최대 흡착량은 293 K에서 144.9 mg/g이었다.

• 한국지반환경공학회 논문집
• /
• 제13권6호
• /
• pp.51-57
• /
• 2012

본 연구는 E-beam 공정을 통한 triclosan의 광분해에 대하여 조사하였다. 공정의 최적화는 실험계획법에 의한 회분식 실험을 통해 수행되었다. 실험계획법은 통계적 적용 방안의 하나로 각 인자간의 영향을 고려하기 위해 반응표면을 설계하는 방법이다. 반응은 triclosan의 제거율(%, $Y_1$)과 TOC 제거율(%, $Y_2$)로 적용되었고 두 개의 독립변수로서 triclosan의 농도를 "$x_1$", 조사강도를 "$x_2$"로 설계하였다. 코드화 된 인자에 대한 Triclosan 제거율과 TOC 제거율에 따른 회귀식은 각각 $Y_1=63-12.4335x_1+15.1835x_2+5.8125x{_1}^2-5.6875x{_2}^2-0.75x_1x_2(R^2=95.1%,\;R^2(Adj)=91.7%)$과 $Y_2=46-8.8462x_1+11.7175x_2-0.75x{_1}^2-6.25x{_2}^2(R^2=98.7%,\;R^2(Adj)=97.7%)$로 나타났다. $Y_1$과 $Y_2$에 대한 모델 예측식의 결정계수($R^2$)와 수정결정계수($R{^2}_{(Adj)}$)의 값이 90% 이상으로 나타나 실험적 관찰결과와 잘 부합하였다. 이러한 결과는 회귀모델이 E-beam 공정에서의 인자영향을 잘 설명하며 통계적 적용이 성공적으로 적용된 것으로 판단된다.

• 공업화학
• /
• 제9권4호
• /
• pp.529-535
• /
• 1998

탈묵공정에서 고지 배합처리, 온도, 양품 배합처리 등의 해리 공정조건 변동에 의한 탈묵펄프의 영향을 조사하였다. 실험계획법으로써 탈묵펄프에 주된 영향을 미치는 유의한 인자를 선정하였으며, 통계분석기법 중 하나인 분산분석 및 다중비교를 통해 공정조건의 최적수준조합을 결정하고 이에 따른 백색도 및 강도적 특성의 추정치 및 신뢰구간을 구하였다. 백색도는 $Na_2SiO_3$ 2.0%, $H_2O_2$ 0.5%, 고지 배합처리 (국내신문고지 : 수입신문고지 : 매거진 = 40 : 30 : 30 wt %)의 조건에서 가장 높은 추정치 50.5%와 90% 신뢰구간 (49.0, 52.0)을 얻을 수 있었다. 인장지수는 $H_2O_2$ 0.5%, 해리 온도 $50^{\circ}C$의 조건에서 가장 높은 추정치 $35.7N{\cdot}m/g$과 90% 신뢰구간 (34.6, 36.6)을 얻을 수 있었다. 파열지수는 계면활성제 0.1%, 해리 온도 $50^{\circ}C$의 조건에서 가장 높은 추정치 $0.129kPa{\cdot}m^2/g$과 90% 신뢰구간 (0.125, 0.133)을 얻을 수 있었다.