Dual Nonparametric CUSUM Control Chart Based on Ranks

作者:Liu Liu*; Zhang Jian; Zi Xuemin
来源:Communications in Statistics - Simulation and Computation, 2015, 44(3): 756-772.
DOI:10.1080/03610918.2013.784985

摘要

In this article, we provide a sequential rank-based dual nonparametric CUSUM (DNC) control chart for detecting arbitrary magnitude of shifts in the location parameter. It is a self-starting scheme and thus can be used to monitor processes at the start-up stages. Moreover, we do not require any prior knowledge of the underlying distribution. A simulation study demonstrates that the proposed control chart not only performs robustly for different distributions, but also is efficient in detecting various magnitudes of shifts. An illustrative example is given to introduce the implementation of our proposed DNC control chart. It is easy to construct and fast to compute.