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Robust D-optimal designs under correlated error, applicable invariantly for some lifetime distributions

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  • Das, Rabindra Nath
  • Kim, Jinseog
  • Park, Jeong-Soo

Abstract

In quality engineering, the most commonly used lifetime distributions are log-normal, exponential, gamma and Weibull. Experimental designs are useful for predicting the optimal operating conditions of the process in lifetime improvement experiments. In the present article, invariant robust first-order D-optimal designs are derived for correlated lifetime responses having the above four distributions. Robust designs are developed for some correlated error structures. It is shown that robust first-order D-optimal designs for these lifetime distributions are always robust rotatable but the converse is not true. Moreover, it is observed that these designs depend on the respective error covariance structure but are invariant to the above four lifetime distributions. This article generalizes the results of Das and Lin [7] for the above four lifetime distributions with general (intra-class, inter-class, compound symmetry, and tri-diagonal) correlated error structures.

Suggested Citation

  • Das, Rabindra Nath & Kim, Jinseog & Park, Jeong-Soo, 2015. "Robust D-optimal designs under correlated error, applicable invariantly for some lifetime distributions," Reliability Engineering and System Safety, Elsevier, vol. 136(C), pages 92-100.
  • Handle: RePEc:eee:reensy:v:136:y:2015:i:c:p:92-100
    DOI: 10.1016/j.ress.2014.12.001
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    References listed on IDEAS

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    1. Bischoff, Wolfgang, 1996. "On maximin designs for correlated observations," Statistics & Probability Letters, Elsevier, vol. 26(4), pages 357-363, March.
    2. Finkelstein, Maxim, 2013. "On some comparisons of lifetimes for reliability analysis," Reliability Engineering and System Safety, Elsevier, vol. 119(C), pages 300-304.
    3. Goos, Peter & Vandebroek, Martina, 2001. "-optimal response surface designs in the presence of random block effects," Computational Statistics & Data Analysis, Elsevier, vol. 37(4), pages 433-453, October.
    4. Bliemer, Michiel C.J. & Rose, John M., 2010. "Construction of experimental designs for mixed logit models allowing for correlation across choice observations," Transportation Research Part B: Methodological, Elsevier, vol. 44(6), pages 720-734, July.
    5. Eryilmaz, Serkan, 2013. "Mean instantaneous performance of a system with weighted components that have arbitrarily distributed lifetimes," Reliability Engineering and System Safety, Elsevier, vol. 119(C), pages 290-293.
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    Cited by:

    1. Piña-Monarrez, Manuel R. & Ortiz-Yañez, Jesús F., 2015. "Weibull and lognormal Taguchi analysis using multiple linear regression," Reliability Engineering and System Safety, Elsevier, vol. 144(C), pages 244-253.

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