淡江大學機構典藏:Item 987654321/121819
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    Please use this identifier to cite or link to this item: https://tkuir.lib.tku.edu.tw/dspace/handle/987654321/121819


    Title: Robust control charts for percentiles based on location-scale family of distributions
    Authors: Chiang, J-Y;Lio, YL;Ng, HKT;Tsai, T-R
    Keywords: control chart;discrimination;maximum likelihood estimate;percentiles
    Date: 2018-10
    Issue Date: 2021-12-29 12:10:44 (UTC+8)
    Abstract: In this paper, robust control charts for percentiles based on location-scale family of distributions are proposed. In the construction of control charts for percentiles, when the underlying distribution of the quality measurement is unknown, we study the problem of discriminating different possible candidate distributions in the location-scale family of distributions and obtain control charts for percentiles which are insensitive to model mis-specification. Two approaches, namely, the random data-driven model selection approach and weighted modeling approach, are used to construct the robust control charts for percentiles in order to effectively monitor the manufacturing process. Monte Carlo simulation studies are conducted to evaluate the performance of the proposed robust control charts for various settings with different percentiles, false-alarm rates, and sample sizes. These proposed procedures are compared in terms of the average run length. The proposed robust control charts are applied to real data sets for the illustration of robustness and usefulness.
    Relation: Quality and Reliability Engineering International 34(6), p.1059-1078
    DOI: 10.1002/qre.2308
    Appears in Collections:[Graduate Institute & Department of Statistics] Journal Article

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