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Evaluation of a novel loss-based process capacity index $${\mathcal {S}}^{\prime }_{pk}$$ S pk ′ and its applications

Author

Listed:
  • Mahendra Saha

    (University of Delhi
    Central University of Rajasthan)

  • Anju Devi

    (Central University of Rajasthan)

  • Abhimanyu Singh Yadav

    (Banaras Hindu University)

  • Sudhansu S. Maiti

    (Visvs-Bharati University)

Abstract

Process capability indices (PCIs) are often used to assess process performance. Higher PCIs do not mean lower rejection rates. Thus, loss-based PCIs are better for process capability measurement. This study introduces a new capability index, $$\mathcal S^{\prime }_{pk}$$ S pk ′ , based on a symmetric loss function for normal process, to include loss into capability analysis. We then estimate PCI $${\mathcal {S}}^{\prime }_{pk}$$ S pk ′ employing six standard techniques of estimation and compare their mean squared errors (MSEs) through simulation analysis. For the index $${\mathcal {S}}^{\prime }_{pk}$$ S pk ′ , asymptotic confidence intervals (ACI), generalized confidence intervals (GCI), and parametric bootstrap confidence intervals (BCIs) are used to construct confidence intervals . Monte Carlo simulation evaluates ACI, GCI, and BCIs average widths and coverage probabilities. Our experiments showed that MPSE produced the smallest width. $${\mathcal {B}}{\mathcal {C}}_p$$ B C p -boot outperformed its competitors. For most sample sizes and estimation methodologies, $$\mathcal {P}$$ P -boot has a greater CP. Two electronic industry data sets are evaluated to demonstrate the accuracy of the suggested estimating methodologies, ACI, GCI, and BCIs.

Suggested Citation

  • Mahendra Saha & Anju Devi & Abhimanyu Singh Yadav & Sudhansu S. Maiti, 2024. "Evaluation of a novel loss-based process capacity index $${\mathcal {S}}^{\prime }_{pk}$$ S pk ′ and its applications," International Journal of System Assurance Engineering and Management, Springer;The Society for Reliability, Engineering Quality and Operations Management (SREQOM),India, and Division of Operation and Maintenance, Lulea University of Technology, Sweden, vol. 15(6), pages 2188-2201, June.
  • Handle: RePEc:spr:ijsaem:v:15:y:2024:i:6:d:10.1007_s13198-023-02235-1
    DOI: 10.1007/s13198-023-02235-1
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