• 제목/요약/키워드: rsm

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민감도를 이용한 효율적인 반응표면모델생성 (Efficient Response Surface Modeling using Sensitivity)

  • 왕세명;김좌일
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2003년도 추계학술대회
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    • pp.1882-1887
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    • 2003
  • The response surface method (RSM) became one of famous meta modeling techniques, however its approximation errors give designers several restrictions. Classical RSM uses the least squares method (LSM) to find the best fitting approximation models from the all given data. This paper discusses how to construct RSM efficiently and accurately using moving least squares method (MLSM) with sensitivity information. In this method, several parameters should be determined during the construction of RSM. Parametric study and optimization for these parameters are performed. Several difficulties during approximation processes are described and numerical examples are demonstrated to verify the efficiency of this method.

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콘크리트 구조물의 반복적 동결융해에 의한 확률론적 열화예측모델 (Probabilistic Prediction Model for the Cyclic Freeze-Thaw Deteriorations in Concrete Structures)

  • 조태준
    • 한국콘크리트학회:학술대회논문집
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    • 한국콘크리트학회 2006년도 추계 학술발표회 논문집
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    • pp.957-960
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    • 2006
  • In order to predict the accumulated damages by cyclic freeze-thaw, a regression analysis by the Response Surface Method (RSM) is used. RSM has merits when the other probabilistic simulation techniques can not guarantee the convergence of probability of occurrence or when the others can not differentiate the derivative terms of limit state functions, which are composed of random design variables in the model of complex system or the system having higher reliability. For composing limit state function, the important parameters for cyclic freeze-thaw-deterioration of concrete structures, such as water to cement ratio, entrained air pores, and the number of cycles of freezing and thawing, are used as input parameters of RSM. The predicted results of relative dynamic modulus and residual strains after 300 cycles of freeze-thaw for specimens show very good agreements with the experimental results. The RSM result can be used to predict the probability of occurrence for designer specified critical values. Therefore, it is possible to evaluate the life cycle management of concrete structures considering the accumulated damages by the cyclic freeze-thaw by the use of proposed prediction method.

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반응표면법을 이용한 Al5052 판재의 점진성형 최적화 연구 (Optimization of Incremental Sheet Forming Al5052 Using Response Surface Method)

  • 오세현;샤오샤오;김영석
    • 소성∙가공
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    • 제30권1호
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    • pp.27-34
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    • 2021
  • In this study, response surface method (RSM) was used in modeling and multi-objective optimization of the parameters of AA5052-H32 in incremental sheet forming (ISF). The goals of optimization were the maximum forming angle, minimum thickness reduction, and minimum surface roughness, with varying values in response to changes in production process parameters, such as tool diameter, tool spindle speed, step depth, and tool feed rate. A Box-Behnken experimental design (BBD) was used to develop an RSM model for modeling the variations in the forming angle, thickness reduction, and surface roughness in response to variations in process parameters. Subsequently, the RSM model was used as the fitness function for multi-objective optimization of the ISF process based on experimental design. The results showed that RSM can be effectively used to control the forming angle, thickness reduction, and surface roughness.

직접토크제어에 의한 위치검출기 없는 릴럭턴스 동기전동기의 위치 제어시스템 (A High-Performance Position Sensorless Motion Control System of Reluctance Synchronous Motor with Direct Torque Control)

  • 김동희;김민회;김남훈;배원식
    • 전력전자학회논문지
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    • 제7권5호
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    • pp.427-436
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    • 2002
  • 본 논문은 직접토크제어(Direct torque control, DTC)를 사용한 릴럭턴스 동기전동기(Reluctance synchronous motor, RSM)의 위치센서 없는 모션제어 시스템을 제안한다. 고성능 효율제어를 수행하는데 있어서 DTC를 이용한 릴럭턴스 전동기 드라이브는 고정자 쇄교자속의 포화와 부하전류에 따라 비선형적으로 변하는 인덕턴스로 인해 여러 가지 문제점들이 발생한다. 이러한 이유로 본 논문에서는 정확한 고정자 쇄교자속과 토크를 계산하기 위해서 자속관측기의 $L_d\;와\; L_q$값을 회전자 위치와 고정자 전류에 대해 보상하였으며, 빠른 토크 응답특성과 최적 효율특성을 얻기 위해서 기준자속을 부하에 따라 계산하였다. 제안된 알고리즘의 정당성을 확인하기 위해서 1.0[kW] 릴럭턴스 동기 전동기를 사용하여 $\pm$20[rpm]과 $\pm$1500[rpm]에서 실험을 수행하였고, 실험을 수행한 결과 저속영역과 고속영역 모두 우수한 동특성과 향상된 효율을 얻을 수 있었다.

녹차추출물이 함유된 천연 자외선차단 크림의 제조: CCD-RSM을 이용한 최적화 (Emulsification of Natural Sunscreen with Green Tea Extract : Optimization Using CCD-RSM)

  • 이승범;줘청량;쉬양;홍인권
    • 공업화학
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    • 제31권5호
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    • pp.532-538
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    • 2020
  • 본 연구에서는 천연 자외선 차단크림을 제조하기 위해 shea butter, 올리브 유화왁스, 녹차추출물 등을 원료로 유화과정을 수행하였다. 유화과정의 최적화는 CCD-RSM을 이용하여 진행하였으며, 반응치로는 유화액의 7 days 경과 후 평균액적크기(MDS), 유화안정도지수(ESI), 300 nm에서의 자외선 흡광도 등을 설정하였다. 실험에 사용된 독립변수로는 유화제의 첨가량, 녹차추출물의 첨가량 및 유화시간을 설정하였다. CCD-RSM에 의해 최적화과정을 수행한 결과 자외선 차단크림 O/W 유화공정의 최적조건은 유화제의 첨가량(3.70 wt.%), 녹차추출물의 첨가량(2.47 wt.%) 및 유화시간(15.4 min)이었으며, 이때 예측된 반응치는 7 days 경과 후 유화액의 MDS (1173.8 nm), ESI (99.56%), 그리고 300 nm에서의 자외선 흡광도(2.47)로 나타났다. 이 조건에서의 실제실험 결과 오차율은 3.0 ± 1.5%로 낮게 나타나 본 연구에서 적용된 CCD-RSM 최적화 과정이 비교적 높은 유의수준으로 나타난 것으로 판단된다.

Effect of rapeseed meal supplementation to gestation diet on reproductive performance, blood profiles and milk composition of sows

  • Choi, H.B.;Hong, J.S.;Jin, S.S.;Jung, S.W.;Jang, J.C.;Jeong, J.H.;Kim, Y.Y.
    • Asian-Australasian Journal of Animal Sciences
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    • 제31권3호
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    • pp.386-394
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    • 2018
  • Objective: This experiment evaluated the effect of dietary supplementation levels of rapeseed meal (RSM) in gestation diets on reproductive performance, blood profiles, milk composition of sows, and growth of their progeny. Methods: A total of 55 mixed-parity sows ($Yorkshire{\times}Landrace$; average parity = 3.82) with an initial body weight (BW) of 193.0 kg were used in this experiment. Sows were allotted to one of 5 treatments at breeding based on BW and backfat thickness in a completely randomized design. Treatments consisted of dietary RSM supplementation levels (0%, 3%, 6%, 9%, and 12%) in gestation diets. During lactation all sows were fed a common lactation diet with no RSM supplementation. Results: Body weight, backfat thickness, litter size, lactation feed intake, and milk composition of sows, and growth of their progeny were not different among dietary treatments. In blood profiles, a quadratic increase (Quadratic, p<0.05) in serum triiodothyronine (T3) concentration and a linear increase (Linear, p<0.01) in serum thyroxine (T4) concentration were observed at d 110 of gestation as dietary RSM supplementation levels increased. However, serum T3 and T4 concentrations in lactating sows and their piglets were not affected by RSM supplementation of gestation diets. Concentrations of serum total cholesterol and low density lipoprotein cholesterol in sows were not influenced by dietary treatments, whereas serum glucose level in sows decreased linearly at d 110 of gestation (Linear, p<0.05) by increasing dietary RSM supplementation in gestation diets. Conclusion: The RSM could be supplemented to gestation diets up to 12% with no detrimental effects on reproductive performance and growth of their progeny. However, increasing supplementation levels of RSM in gestation diets may increase serum T3 and T4 concentrations and decrease serum glucose concentration of sows in late gestation.

Protein molecular structure, degradation and availability of canola, rapeseed and soybean meals in dairy cattle diets

  • Tian, Yujia;Zhang, Xuewei;Huang, Rongcai;Yu, Peiqiang
    • Asian-Australasian Journal of Animal Sciences
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    • 제32권9호
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    • pp.1381-1388
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    • 2019
  • Objective: The aims of this study were to reveal the magnitude of the differences in protein structures at a cellular level as well as protein utilization and availability among soybean meal (SBM), canola meal (CM), and rapeseed meal (RSM) as feedstocks in China. Methods: Experiments were designed to compare the three different types of feedstocks in terms of: i) protein chemical profiles; ii) protein fractions partitioned according to Cornell Net Carbohydrate and Protein System; iii) protein molecular structures and protein second structures; iv) special protein compounds-amino acid (AA); v) total digestible protein and energy values; vi) in situ rumen protein degradability and intestinal digestibility. The protein second structures were measured using FT/IR molecular spectroscopy technique. A summary chemical approach in National Research Council (NRC) model was applied to analyze truly digestible protein. Results: The results showed significant differences in both protein nutritional profiles and protein structure parameters in terms of ${\alpha}-helix$, ${\beta}-sheet$ spectral intensity and their ratio, and amide I, amide II spectral intensity and their ratio among SBM, CM, and RSM. SBM had higher crude protein (CP) and AA content than CM and RSM. For dry matter (DM), SBM, and CM had a higher DM content compared with RSM (p<0.05), whereas no statistical significance was found between SBM and CM (p = 0.28). Effective degradability of CP and DM did not demonstrate significant differences among the three groups (p>0.05). Intestinal digestibility of rumen undegradable protein measured by three-step in vitro method showed that there was significant difference (p = 0.05) among SBM, CM, and RSM, which SBM was the highest and RSM was the lowest with CM in between. NRC modeling results showed that digestible CP content in SBM was significantly higher than that of CM and RSM (p<0.05). Conclusion: This study suggested that SBM and CM contained similar protein value and availability for dairy cattle, while RSM had the lowest protein quality and utilization.

CCD-RSM을 이용한 알팔파 추출물인 천연계면활성제가 포함된 O/W 유화액의 최적화 (Optimization of O/W Emulsion with Natural Surfactant Extracted from Medicago sativa L. using CCD-RSM)

  • 홍세흠;호우지아천;이승범
    • 공업화학
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    • 제34권2호
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    • pp.137-143
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    • 2023
  • 본 연구에서는 알팔파로부터 추출한 천연계면활성제를 사용하여 중심합성설계모델(CCD-RSM)을 이용한 O/W 유화제조 공정의 최적화를 수행하였다. 그 결과 95% 신뢰구간에서 최적화 결과의 통계학적 합리성을 확인하였다. CCD-RSM을 통하여 독립변수인 알팔파 추출물:Sugar ester S-370의 혼합비율(P), 계면활성제의 첨가량(W) 및 유화속도(R)가 반응치인 유화안정도지수(ESI), 평균입자크기(MDS) 및 점도(V)에 끼치는 영향을 조사하여 O/W 유화제조공정의 최적조건을 산출하였다. 유화안정도지수, 평균입자크기 및 점도에 관한 회귀방정식으로부터 다중반응을 수행하여 3가지 반응치를 동시에 만족하는 최적 유화조건으로 알팔파 추출물:Sugar ester S-370의 혼합비율은 49.5 wt%, 계면활성제의 첨가량 9.1 wt%, 유화속도 6559.5 rpm으로 나타났으며 산출된 반응치의 응답값은 ESI는 89.9%, MDS는 1058.4 nm, V는 1522.5 cP로 산출되었다. 이를 실험으로 확인한 결과 ESI는 88.7%, MDS는 1026.4 nm, V는 1486.5 cP이었으며 평균 오차율은 2.3 (± 0.4)%이었다. 따라서 CCD-RSM을 실제 유화 제조에 적용하여 만족스러운 O/W 유화제조 공정조건을 얻을 수 있었다.

동기릴럭턴스전동기(RSM) 인덕턴스 고찰 (Inductance Consideration of Reluctance Synchronous Motor)

  • 오성업;김민태;백동기;신기택;성세진
    • 전력전자학회:학술대회논문집
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    • 전력전자학회 1998년도 전력전자학술대회 논문집
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    • pp.208-211
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    • 1998
  • A phase winding of RSM is excited and measured the excited winding inductance, mutual inductance. Ld and Lq is calculated from the measurement result. Two rotors are manufactured for this paper, measured their inductance and compared the calculated equation with the conventional equation. This paper confirmed the effectiveness of the proposed method.

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