• Title/Summary/Keyword: RSM : 반응표면법

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Optimum Design of BLDC Motor Magnet Using Genetic Algorithm and Response Surface Method (유전알고리즘과 반응표면법을 이용한 BLDC 전동기용 영구자석 최적설계)

  • Kim, Chang-Eob;Jeon, Mun-Ho
    • Journal of the Korean Institute of Illuminating and Electrical Installation Engineers
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    • v.18 no.6
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    • pp.152-157
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    • 2004
  • In this paper, an optimum design method is presented for BLDC moor magnet using genetic algorithm(GA) and response surface method(RSM). The cogging torque is calculated by finite element method for the designs obtained by GA and RSM. The results are compared and discussed for the simulation time and the cogging torque.

Optimum Design Criteria of 250 kW Premium Efficiency Traction Induction Motor Using RSM & FEM (유한요소법과 반응표면법을 이용한 250 kW급 견인 유도전동기 최적설계)

  • Lee, Jung-Ho;Yun, Tae-Won
    • Journal of the Korean Magnetics Society
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    • v.20 no.6
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    • pp.239-243
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    • 2010
  • This paper deals with the optimum design criteria for the premium efficiency of 250 kW traction induction motor, using response surface methodology (RSM) and finite element method (FEM). The focus of this paper is found firstly a design solution through the comparison of torque according to rotor bar shape, rotor dimensions variations. And secondly a mixed resolution with central composite design (CCD) is introduced and analysis of variance (ANOVA) is conducted to determine the significance of the fitted regression model. The proposed procedure allows to be optimized the rotor copper bar shape, rotor slot, rotor dimensions starting from an existing motor or a preliminary design.

Development of a Structural Optimal Design Code Using Response Surface Method Implemented on a CAD Platform (반응표면법을 이용한 구조물 최적설계 프로그램의 개발)

  • Yeom, Kee-Sun;Huh, Jae-Sung;Kwak, Byung-Man
    • Proceedings of the KSME Conference
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    • 2001.06c
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    • pp.580-585
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    • 2001
  • A response surface method(RSM) is utilized for structural optimization and implemented on a parametric CAD platform. Once an approximation of the performance function is made, no formal design sensitivity analysis is necessary. The approximation gives the designer the sensitivity information and furthermore intuition on the performance functions. The scheme for the design of experiment chosen for the RSM has a large influence on the accuracy of converged solutions and the amount of computation. The D-optimal design criterion as implemented in this paper is found efficient for the structural optimization. The program is developed on a parametric CAD platform and tested using several shape design problems of such as a torque arm and a belt clip. It is observed that the RSM used provides a faster convergence than other approximation methods for design sensitivity.

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

  • Wang, Se-Myung;Kim, Chwa-Il
    • Proceedings of the KSME Conference
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    • 2003.11a
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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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Detent Force Minimization of Permanent Magnet Linear Synchronous Motor for Ropeless Elevator System Using Response Surface Method (반응표면법을 이용한 로프리스 엘리베이터용 영구자석 선형 동기전동기의 디텐트력 최소화)

  • Lee, Sang-Gun;Chung, Koon-Seok;Zhu, Yu-Wu;Kim, Do-Sun;Cho, Yun-Hyun
    • Proceedings of the KIEE Conference
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    • 2009.07a
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    • pp.812_813
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    • 2009
  • 본 논문에서 로프리스 엘리베이터용 영구자석형(PM) 선형동기전동기(LSM)의 디텐트력을 저감하기 위하여 반응표면법(RSM)을 이용한 디텐트력의 최소화 설계 방법을 제안하였다. RSM을 이용하여 정수 슬롯형과 분수 슬롯형 PM-LSM의 설계변수를 추론하고 유한요소법(FEM)으로 디텐트력을 구하였다. 반응표면법과 유한요소법의 해석결과를 토대로 분수 슬롯형 PM-LSM이 주어진 체적의 엘리베이터 시스템에 적합한 형상임을 입증한다.

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Optimum Manufacturing Condition of Side Wall End Milling Using Response Surface Methodology (측벽 엔드밀 가공 시 반응표면법을 이용한 최적가공조건)

  • Choi, Jae-Gi;Park, Jin-Woo;Hong, Do-Kwan;Woo, Byung-Chul;Ahn, Chan-Woo
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 2007.11a
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    • pp.1313-1317
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    • 2007
  • Manufacturing condition is one of the most important factors in precision manufacturing. In this study, we optimized minimizing the Z vibration acceleration using RSM(response surface methodology) by table of orthogonal array. RSM was well adapted to make the analytical model of the minimum vibration acceleration and enable the objective function to be easily created and a great deal of the time in computation to be saved. Therefore, it is expected that the proposed optimization procedure using RSM can be easily utilized to solve the optimization problem of manufacture condition.

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Optimum Working Condition of Side Wall End Milling Using Response Surface Methodology (측벽 엔드밀 가공 시 반응표면법을 이용한 최적 가공조건)

  • Hong, Do-Kwan;Choi, Jae-Gi;Park, Jin-Woo;Baek, Hwang-Soon;Ahn, Chan-Woo
    • Transactions of the Korean Society for Noise and Vibration Engineering
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    • v.18 no.11
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    • pp.1097-1104
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    • 2008
  • Working condition is one of the most important factors in precision working. In this study, we optimized the vibration acceleration of working progress direction using RSM(response surface methodology) by table of orthogonal array. RSM was well adapted to make analytic model for minimizing vibration acceleration, created the objective function and saved a great deal of computational time. Therefore, it is expected that the proposed optimization procedure using RSM can be easily utilized to solve the optimization problem of working condition. The experimental results of the surface roughness and vibration acceleration showed the validity of the proposed working condition of side wall end-milling as it can be observed.

Determination of Crash Pulse to Minimize Injuries of Occupants and Optimization of Crash Components Using Response Surface Method (승객 상해를 최소화하는 충돌특성곡선의 결정 및 반응표면법을 이용한 충돌 부품의 최적설계)

  • 홍을표;신문균;박경진
    • Transactions of the Korean Society of Automotive Engineers
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    • v.9 no.2
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    • pp.116-129
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    • 2001
  • Traditional occupant analysis has been performed with a pre-determined crash puse which is produced from a test and the involved components are designed based on the analysis resuls. The method has limitations in that the design does not have much freedom. Howrver, if a good crash pulse is proposed, the body structure can be modified to generate the crash pulse. Therefore, it is assumed that the crash pulse can be changed to imptove the occupant crash performance. A preferable crash pulse is determined to minimize the occupant injuty. A constraint is established to keep the phenomena of physics valid. The response surface method(RSM) is adopted for the optimization process. An RSM in a commercial code is utilzed by interfacing with an in-house occupant analysis program called SAFE(Safety Analysis For occupant crash Enviroment). Design of involved components called is carried out through optimization with the RSM. The advantages of the RSM are investigated as opposed to other methods, and the tesults are compared. Also, the design under the new crach pulse is compared with that trom the pre-detetmined pulse.

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Optimization of Glycosyl Aesculin Synthesis by Thermotoga neapolitana β-Glucosidase Using Response-surface Methodology (반응표면분석법을 이용한 Thermotoga neapolitana β-glucosidase의 당전이 활성을 통한 glycosyl aesculin 합성 최적화)

  • Park, Hyunsu;Park, Young-Don;Cha, Jaeho
    • Journal of Life Science
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    • v.27 no.1
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    • pp.38-43
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    • 2017
  • Glycosyl aesculin, a potent anti-inflammatory agent, was synthesized by transglycosylation reaction, catalyzed by Thermotoga neapolitana ${\beta}-glucosidase$, with aesculin as an acceptor. The key reaction parameters were optimized using response-surface methodology (RSM) and $2{\mu}g$ of the enzyme. As shown by a statistical analysis, a second-order polynomial model fitted well to the data (p<0.05). The response surface curve for the interaction between aesculin and other parameters revealed that the aesculin concentration and reaction time were the primary factors that affected the yield of glycosyl aesculin. Among the tested factors, the optimum values for glycosyl aesculin production were as follows: aesculin concentration of 9.5 g/l, temperature of $84^{\circ}C$, reaction time of 81 min, and pH of 8.2. Under these conditions, 61.7% of glycosyl aesculin was obtained, with a predicted yield of 5.86 g/l. The maximum amount of glycosyl aesculin was 6.02 g/l. Good agreement between the predicted and experimental results confirmed the validity of the RSM. The optimization of reaction conditions by RSM resulted in a 1.6-fold increase in the production of glycosyl aesculin as compared to the yield before optimization. These results indicate that RSM can be effectively used for process optimization in the synthesis of a variety of biologically active glycosides using bacterial glycosidases.

Multiobjective Optimal Double-Layer PM Rotor Structure Design of IPMSM by Response Surface Method and Finite Element Method (반응표면법을 이용한 매입형 영구자석 동기전동기의 이층 영구자석 회전자 구조 다목적 최적 설계)

  • Choi, Gil-Sun;Hahn, Sung-Chin
    • Journal of the Korean Institute of Illuminating and Electrical Installation Engineers
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    • v.24 no.6
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    • pp.123-130
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    • 2010
  • In general, a design method based on the equivalent magnetic circuit has been used for basic design of Interior Permanent Magnet Synchronous Motor(IPMSM). However, the equivalent magnetic circuit method has difficulty in considering the arrangement of PM. IPMSM has high degree of freedom for PM rotor design. In this paper, we proposed the multiobjective optimal design method considering the arrangement of PM for the double-layer PM rotor structure that minimizes the torque ripple as well as maximizes the torque of IPMSM. The design variables of double-layer PM rotor structure are obtained from the Response Surface Method. Torque and torque ripple were calculated by Finite Element Method.