• 제목/요약/키워드: Taguchi

검색결과 1,104건 처리시간 0.023초

Robust Design Using Desirability Function in Product-Array

  • Kwon, Yong-Man
    • 통합자연과학논문집
    • /
    • 제11권2호
    • /
    • pp.76-81
    • /
    • 2018
  • Robust design is an approach to reducing performance variation of quality characteristic values in quality engineering. Product array approach which is used in the Taguchi parameter design has a number of advantages by considering the noise factor. Taguchi has an idea that mean and variation are handled simultaneously to reduce the expected loss in products and processes. Taguchi has used the signal-to-noise ratio (SN) to achieve the appropriate set of operating conditions where variability around target is low in the Taguchi parameter design. Many Statisticians criticize the Taguchi techniques of analysis, particularly those based on the SN. In this paper we propose a substantially simpler optimization procedure for robust design using desirability function without resorting to SN.

Mahalanobis Taguchi System을 이용한 다변량 시스템의 해석에 관한 연구 (Analysis of Multivariate System Using Mahalanobis Taguchi System)

  • 홍정의;권홍규
    • 산업경영시스템학회지
    • /
    • 제32권1호
    • /
    • pp.20-25
    • /
    • 2009
  • Mahalanobis Taguchi System (MTS) is a pattern information technology, which has been used in different diagnostic applications to make quantitative decisions by constructing a multivariate measurement scale using data analytic methods without any assumption regarding statistical distribution. The MTS performs Taguchi's fractional factorial design based on the Mahahlanobis Distance (MS) as a performance metric. In this work, MTS is used for analyzing Wisconsin Breast Cancer data which has ten attributes. Ten different tests are conducted for the data to determine if the patient has cancer or not. Also, MTS is used for reducing the number of test to define the relationship between each attribute and diagnosis result. The accuracy of diagnosis is compare with two different previous research.

다구찌법을 이용한 소음저감용 ER 패널의 파라미터 설계 (Parameter Design of an ER Panel for Noise Reduction using Taguchi Method)

  • 윤영민;김재환;최승복
    • 한국소음진동공학회:학술대회논문집
    • /
    • 한국소음진동공학회 2003년도 추계학술대회논문집
    • /
    • pp.638-642
    • /
    • 2003
  • This paper presents a parameter design of an Electrorheological(ER) panel for noise reduction using Taguchi method. Taguchi method is a robust design method that determines control parameters in the presence of noise effect. Host structure thickness, spacer thickness, base oil viscosity and the weight ratio of ER particles are chosen for the control factors. A test setup in an SAE J1400 facility is used to analyze the sound transmission loss. The sensitivity of each factor with signal-to-noise(S/N) ratio and analysis of variance are investigated. The analysis results show that the weight ratio of ER particle and base oil viscosity of the ER fluid mostly affects the noise reduction in the presence of electric field. Based on the Taguchi method, an optimal configuration was designed and comparison is made with experimental result fer the verification.

  • PDF

칩브레이크 선정을 위한 Taguchi 방법의 적용 (Application of Taguchi Method for the Selection of Chip Breaker)

  • 전준용
    • 한국생산제조학회지
    • /
    • 제7권3호
    • /
    • pp.118-125
    • /
    • 1998
  • Chip control is a major problem in automatic machining process, especially in finish turning operation. In this case, chip breaker is one of the important factors to be determined. As unbroken chips are grown. these deteriorate the surface roughness. and proces automation can not be carried out. In this study to get rid of chip curling problem while turning internal hole. optimal chip breaker is selected from the experiment. The experiment is planned with Taguchi's method that is based on the orthogonal arrary of design factors. From the response table. cutting speed, feedrate, depth of cut and tool geometry turn to be major factors affecting chip formation. Then, optimal chip breaker is selected. and this is verified as good enough for chip control from the experiment.

  • PDF

다구찌 실험계획의 구성원리에 관한 연구 (Principles for constructing taguchi experimental designs)

  • 염봉진;이병윤;고선우;김재환
    • 응용통계연구
    • /
    • 제4권1호
    • /
    • pp.47-63
    • /
    • 1991
  • 다구찌 방법의 핵심인 피라미터 설계의 원리는 제품의 성능특성이 잡음에 둔감하도록 제품이나 공정을 설계하자는 것이다. 다구찌는 이 피라미터 설계를 위해 소위 직교배열이라는 실험계획의 사용을 추천하고 있다. 본 논문의 목적은 이와 같은 다구찌 직교배열의 구성원리를 밝힘으로써 앞으로 보다 적절한 활용과 개선을 위한 자료를 마련하는데 있다.

  • PDF

Mahalanobis Taguchi System을 이용한 척추질환 환자의 진단에 관한 연구 (Diagnosis of Spondylopathy Using Mahalanobis Taguchi System)

  • 홍정의
    • 산업경영시스템학회지
    • /
    • 제35권4호
    • /
    • pp.10-15
    • /
    • 2012
  • The Mahalanobis-Taguchi System is a diagnosis and predictive method for analyzing patterns in multivariate cases. The goal of this study is diagnosis of the spondylolisthesis from biomedical data that is derived from the shape and orientation of the pelvis and lumbar spine. The data set has six attributes including pelvic incidence, pelvic tilt, lumbar lordosis angle, sacral slope, pelvic radius and grade of spondylolisthesis and two class including normal and abnormal. From University of California at Irvine machine learning repository, 100 normal and 150 spondylolisthesis patient's data were used for this study. Mahalanobis Taguchi System (MTS) application process and the diagnosis results were described in this paper.

Mahalanobis Taguchi System을 이용한 자동차 승차감 만족도를 고려한 설계조건 선정에 관한 연구 (Selecting Optimal Design Condition based on Automobile Ride Satisfaction Using Mahalanobis Taguchi System)

  • 홍정의
    • 대한안전경영과학회:학술대회논문집
    • /
    • 대한안전경영과학회 2009년도 추계학술대회
    • /
    • pp.99-107
    • /
    • 2009
  • Mahalanobis Taguchi-System (MTS) has been used in different diagnostic applications to make quantitative decisions by constructing a multivariate system using data analytic methods without any assumption regarding statistical distribution. MTS performs Taguchi's fractional factorial design based on the Mahahlanobis distance as a performance metric. In this study, MTS used for analyzing automotive ride satisfaction, which measured as a CSR(Customer Satisfaction Rating). The automobile which has a good CSR score treated as a normal group for constructing Mahalanobis space. The results of this research show that two attribute (Impact Hardness and Memory Shake) have a minus gain value and can be removed from further analysis. With the linear regression model, the difference of CSR between using all 6 attributes and just using significant 4 attributes compared.

  • PDF

다구찌 방법을 이용한 PP-Wood 소재에서 개질제의 첨가에 의한 기계적 특성 평가 연구 (The Study on the Mechanical Properties of PP-Wood Materials according to Modifier Using Taguchi Method)

  • 민영초;강윤진;강경식
    • 대한안전경영과학회:학술대회논문집
    • /
    • 대한안전경영과학회 2010년도 춘계학술대회
    • /
    • pp.293-301
    • /
    • 2010
  • Wood-PP composite materials were prepared by Taguchi robust design method with L9 orthogonal array to optimize experimental conditions. Tensile strength of the composite materials was considered as the main properties. Amount of wood powder and modifier of resin were chosen as significant parameters. As the result of Taguchi analysis in this study, the amount of wood powder was the most influencing parameter on the increase of tensile strength. The optimal conditions were determined and these results were good agreement with data analyzed by Taguchi robust design method.

  • PDF

다구찌법을 이용한 ER 댐퍼의 강건 설계 (Robust Design of an ER Damper using Taguchi Method)

  • 윤영민;배광식;김재환;최승복
    • 한국소음진동공학회:학술대회논문집
    • /
    • 한국소음진동공학회 2003년도 춘계학술대회논문집
    • /
    • pp.157-162
    • /
    • 2003
  • This Paper presents a robust design of an Electrorheological(ER) damper using Taguchi method. Taguchi method is a robust design method that determines control parameters in the presence of noise effect. Electrode length, electrode gap, base oil viscosity and the weight ratio of ER particles are chosen for the control parameters and the temperature is considered to be a noise factor. The sensitivity of each factor with signal-to-noise(S/N) ratio and analysis of variance are investigated. The analysis results show that the electrode length and base oil viscosity of the ER fluid mostly affect the damping force in the absence of electric field. On the other hand, when the voltage is applied to the ER damper, the electrode length and the weight ratio of ER fluid exhibit significant effect. Based on the Taguchi method, an optimal configuration was designed and the robustness of the designed ER damper was validated by comparing the analysis and experimental results.

  • PDF

Mahalanobis Taguchi System을 이용한 자동차 브레이크 성능 만족도를 고려한 설계조건 선정에 관한 연구 (Selecting Optimal Design Condition Based on Automobile Brake Feeling Using Mahalanobis Taguchi System)

  • 홍정의;권홍규
    • 산업경영시스템학회지
    • /
    • 제30권1호
    • /
    • pp.41-47
    • /
    • 2007
  • Mahalanobis Taguchi-System (MTS) is a pattern information technology, which has been used in different diagnostic ap plications to make quantitative decisions by constructing a multivariate system using data analytic methods without any as sumption regarding statistical distribution. MTS performs Taguchi's fractional factorial design based on the Mahalanobis distance as a performance metric In this work, MTS used for analyzing automotive brake feeling system, which measured as a brake feel index (BFI) from 9 attributes. The automobile which has a good BFI score treated as a normal group for constructing Mahalanobis space. The results of this research show that two attributes (Pre load & Max deceleration) have a minus gain value and can be removed from further analysis. The difference of MD value between using all 9 attributes and just using significant attribute compared.