The Mean and Standard Deviation of the Run Length Distribution of X̄ Charts When Control Limits Are Estimated
نویسندگان
چکیده
Control charts with estimated control limits are widely used in practice. Common practice in control chart theory is to estimate the control limits using data from the process and once the process is determined to be in control to treat the resulting control limits as though fixed. Little is known about the run length distributions of these charts when the fact that control limits are estimated is taken into account. For example, no calculation has ever been done to find the mean and standard deviation of the run length distribution of X̄ charts when process mean μ and standard deviation σ are estimated. In this paper, we derive and evaluate the mean and standard deviation of the X̄ charts when control limits are estimated in three different ways. The results are then used to discuss the inadequacy of the widely followed empirical rules for choosing the number of samples m and the sample size n.
منابع مشابه
Construction of α-cut fuzzy X control charts based on standard deviation and range using fuzzy triangular numbers
Control charts are one of the most important tools in statistical process control that lead to improve quality processes and ensure required quality levels. In traditional control charts, all data should be exactly known, whereas there are many quality characteristics that cannot be expressed in numerical scale, such as characteristics for appearance, softness, and color. Fuzzy sets theory is a...
متن کاملA Control Chart for Monitoring Process Variability
The Shewhart and the Bonferroni-adjustment S control charts are usually applied to monitor the standard deviation of a quality characteristic. The control limits of these charts are constructed using approximately the normal distribution in case that the standard deviation parameter is known or unknown. In this paper, we establish a new S chart that is based approximately on the normal distribu...
متن کاملA risk adjusted self-starting Bernoulli CUSUM control chart with dynamic probability control limits
Usually, in monitoring schemes the nominal value of the process parameter is assumed known. However, this assumption is violated owing to costly sampling and lack of data particularly in healthcare systems. On the other hand, applying a fixed control limit for the risk-adjusted Bernoulli chart causes to a variable in-control average run length performance for patient populations with dissimilar...
متن کاملUsing Golden Ratio Search to Improve Paired Construction of Quality Control Charts
Our purpose is to indicate a new method for determining the control limits of univariate control charts to show the effectiveness of golden ratios search. We examine a solution to a problem when signals from mean and variance charts differ. Lack of concordance in the signals from mean and variance (or standard deviation) control charts bring confusion to Quality Control managers which in turn m...
متن کاملطراحی یک نمودار کنترل میانگین متحرک موزون نمایی پایدار با بازههای نمونهگیری متغیر برای کنترل تغییرات در میانگین فرآیند
The performance of an X-bar chart is usually studied under the assumption that the process standard deviation is well estimated and does not change. This is, of course, not always the case in practice and X-bar charts are not robust against errors in estimating the process standard deviation or changing standard deviation. In this paper, the use of an exponentially weighted moving average (EW...
متن کامل