• 제목/요약/키워드: control charts

검색결과 394건 처리시간 0.022초

EWMA Control Charts to Monitor Correlation Coefficients

  • Chang, Duk-Joon;Cho, Gyo-Young;Lee, Jae-Man
    • Communications for Statistical Applications and Methods
    • /
    • 제6권2호
    • /
    • pp.413-422
    • /
    • 1999
  • Multivariate EWMA control charts to simultaneously monitor correlation coefficients of correlated quality characteristics under multivariate normal process are proposed. Performances of the proposed charts are measured in terms of average run length(ARL). Numerical results show that smalle values for smoothing constant with accumulate-combine approach are preferred for detecting smalle shifts.

  • PDF

Control Charts for Means and Variances under Multivariate Normal Process

  • Chang, Duk-Joon;Kwon, Yong-Man
    • Journal of the Korean Data and Information Science Society
    • /
    • 제10권1호
    • /
    • pp.223-232
    • /
    • 1999
  • Multivariate quality control charts with combine-accumulate approach and accumulate-combine apprach for monitoring both means and variances under multivariate normal process are investigated. Numerical performances of the charts show that multivariate EWMA chart with accumulate-combine approach can be recommended for all kinds of shift in means and variances.

  • PDF

Evaluating Properties of Variable Sampling Interval EWMA Control Charts for Mean Vector

  • Kwon, Yong-Man;Chang, Duk-Joon
    • Journal of the Korean Data and Information Science Society
    • /
    • 제16권3호
    • /
    • pp.639-650
    • /
    • 2005
  • Theoretical and numerical comparison have shown that variable sampling interval (VSI) charts are substantially more efficient than fixed sampling interval(FSI) charts in term of ATS(average time to signal). But the frequency of switching between different sampling intervals is a complicating factor in VSI procedures. VSI EWMA charts for monitoring mean vector of related qualify characteristics are investigated. To compare the efficiencies of the proposed charts, the performances are evaluated for matched FSI and VSI charts in terms of average time to signal(ATS) and average number of samples to signal(ANSS). For the switching behavior of the proposed VSI charts, average number of switches(ANSW) are also investigated.

  • PDF

가변추출간격을 갖는 다변량 슈하르트 관리도 (Multivariate Shewhart control charts with variable sampling intervals)

  • 조교영
    • Journal of the Korean Data and Information Science Society
    • /
    • 제21권6호
    • /
    • pp.999-1008
    • /
    • 2010
  • 공정을 모니터링 하기 위한 전통적인 관리도는 표본들 사이의 일정한 추출간격에서 일정한 수의 표본을 취하여 만들어 지는 고정추출율 관리도이다. 본 연구의 목표는 표준적인 고정추출율을 갖는 다변량 관리도에 비하여 성능이 우수한 가변추출간격을 갖는 다변량 관리도를 개발하는데 있다. 대부분의 다변량 관리도에 대한 연구는 공정의 평균벡터를 모니터링 하는데 초점이 맞추어져 있다. 그러나 본 논문에서는 공정의 평균벡터와 분산-공분산을 동시에 모니터링 하기 위한 다변량 관리도를 연구한다. 가변추출간격을 갖는 다변량 슈하르트 관리도에 대하여 연구 하고자 한다.

Evaluating the ANSS and ATS Values of the Multivariate EWMA Control Charts with Markov Chain Method

  • Chang, Duk-Joon
    • 통합자연과학논문집
    • /
    • 제7권3호
    • /
    • pp.200-207
    • /
    • 2014
  • Average number of samples to signal (ANSS) and average time to signal (ATS) are the most widely used criterion for comparing the efficiencies of the quality control charts. In this study the method of evaluating ANSS and ATS values of the multivariate exponentially weighted moving average (EWMA) control charts with Markov chain approach was presented when the production process is in control state or out of control state. Through numerical results, it is found that when the number of transient state r is less than 50, the calculated ANSS and ATS values are unstable; and ATS(r) tends to be stabilized when r is greater than 100; in addition, when the properties of multivariate EWMA control chart is evaluated using Markov chain method, the number of transient state r requires bigger values when the smoothing constatnt ${\lambda}$ becomes smaller.

제품의 수명특성 관리를 위한 누적점수 관리도의 경제적 설계 (An economic design of CUSCORE control chart for quality characteristics with exponential distribution)

  • Kim, Jong-Gurl;Jeong, Young-Min
    • 한국경영과학회:학술대회논문집
    • /
    • 한국경영과학회 1993년도 추계학술대회발표논문집; 서강대학교, 서울; 25 Sep. 1993
    • /
    • pp.31-39
    • /
    • 1993
  • This paper considers a procedure for the economic design of a cumulative score(CUSCORE) control chart and more sensitive than X-type control chart for small shift to control the mean of a process with a exponentially distributed quality characteristic. An expected loss - cost model as a function of design variables(sample size, sampling interval, scoring limit and decision limit) is derived. Direct search techniques are used to optimize the model subject to ARL in control. Numerical examples and sensitivity analysis of the model are presented. For selected values of situation parameters a comparison study with CUSUM charts is given. CUSCORE control charts compare favourably with CUSUM charts in cost for speedy production process. The proposed control chart can be directly applied for controlling the lifetime characteristics.

  • PDF

2007 한국 소아청소년 성장곡선 및 정상혈압 분포 개발 방법론 (The methodology for developing the 2007 Korean growth charts and blood pressure nomogram in Korean children and adolescents)

  • 이순영;김윤남;강연지;장명진;김진흠;문진수;이종국;오경원;김영택;남정모
    • Clinical and Experimental Pediatrics
    • /
    • 제51권1호
    • /
    • pp.26-32
    • /
    • 2008
  • 목 적 : 1998년과 2005년 신체발육표준 제정사업 자료를 이용하여 2007년 소아청소년 성장곡선의 개발과정에서에 이용된 성장곡선 및 혈압분포 개발 방법론을 제시하고자 하였다. 방 법 : 성장곡선은 1998년과 2005년 자료를 이용해서 각 백분위수의 성장곡선 모형을 추정하고 LMS를 방법을 이용하여 최종 성장곡선을 생산하였다. 연령과 신장별 혈압 성장곡선은 2005년 자료를 이용하여 남녀별로 고정효과 회귀모형을 적용하여 산출하였다. 결 과 : 2007 소아청소년 성장곡선 및 혈압분포 표를 제시할 수 있었다. 결 론 : 2007년 성장곡선과 혈압분포 표는 현재 가용한 자료와 최신의 통계적 방법을 최대한 활용한 국내 최초의 결과로서 향후 지속적인 발전을 위한 논의와 연구가 필요하다.

Multivariate EWMA Charts for Simultaneously Monitoring both Means and Variances

  • Cho, Gyo Young;Chang, Duk Joon
    • Communications for Statistical Applications and Methods
    • /
    • 제4권3호
    • /
    • pp.715-723
    • /
    • 1997
  • Multivariate control statistics to simultaneously monitor both means and variances for several quality variables under multivariate normal process are proposed. Performances of the proposed multivariate charts are evaluated in terms of average run length(ARL). Multivariate Shewhart chart is also proposed to compare the performances of multivariate exponentially weighted moving average(EWMA) charts. A numerical comparison shows that multivariate EWMA charts are more efficient than multivariate Shewhart chart for small and moderate shifts and multivariate EWMA scheme based on accumulate-combine approach is more efficient than corresponding multivariate EWMA chart based on combine-accumulate approach.

  • PDF

자기상관자료를 갖는 공정을 위한 다변량 관리도 (Multivariate Control Chart for Autocorrelated Process)

  • 남국현;장영순;배도선
    • 대한산업공학회지
    • /
    • 제27권3호
    • /
    • pp.289-296
    • /
    • 2001
  • This paper proposes multivariate control chart for autocorrelated data which are common in chemical and process industries and lead to increase in the number of false alarms when conventional control charts are applied. The effect of autocorrelated data is modeled as a vector autoregressive process, and canonical analysis is used to reduce the dimensionality of the data set and find the canonical variables that explain as much of the data variation as possible. Charting statistics are constructed based on the residual vectors from the canonical variables which are uncorrelated over time, and therefore the control charts for these statistics can attenuate the autocorrelation in the process data. The charting procedures are illustrated with a numerical example and Monte Carlo simulation is conducted to investigate the performances of the proposed control charts.

  • PDF

Control Charts Based on Self-critical Estimation Process

  • Won, Hyung-Gyoo
    • 품질경영학회지
    • /
    • 제25권1호
    • /
    • pp.100-115
    • /
    • 1997
  • Shewhart control chart is a basic technique to monitor the state of a process. We observe samples of size four or five and plot some statistic(e.g., mean or range) of each sample on the chart. When setting up the chart, we need to obtain u, pp.r and lower control limits. It is common practice that those limits are calculated from the preliminary 20-40 samples presumed to be homogeneous. However, it may ha, pp.n in practice that the samples are contaminated by outlying observations caused by various reasons. The presence of outlying observations make the control limits wider and hence decrease the sensitivity of the charts. In this paper, we introduce robust control charts with tighter control limits when outlying observations are present in the preliminary samples. Examples will be given via simulation study.

  • PDF