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Statistical inference of stress-strength reliability for the exponential power (EP) distribution based on progressive type-II censored samples

Year 2017, Volume: 46 Issue: 2, 239 - 253, 01.04.2017

Abstract

Suppose that X represents the stress which is applied to a component and Y is strength of this component. Let X and Y have Exponential Power (EP) distribution with $(\alpha_1,\beta_1)$ and $(\alpha_2,\beta_2)$ parameters, respectively. In this case, stress-strength reliability (SSR) is shown by $P=P(X<Y)$. In this study, the SSR for EP distribution are obtained with numerical methods. Also maximum likelihood estimate (MLE) and approximate bayes estimates by using Lindley approximation method under squared-error loss function for SSR under progressive type-II censoring are obtained. Moreover, performances of these estimators are compared in terms of MSEs by using Monte Carlo simulation. Furthermore coverage probabilities of parametric bootstrap estimates are computed. Finally, real data analysis is presented.

References

  • Balakrishnan, N. and Sandhu, R.A.A Simple Simulation Algorithm for Generating Progressively Type-II Censored Sample, American Statistician 49 , 229-230, 1995.
  • Balakrishnan, N., Aggarwala, R.Progressive Censoring:Theory, Methods and Applications. Birkhauser, Boston, 2000.
  • Balakrishnan, N.Progressive censoring methodology: an appraisal, TEST 16 (2), 211-296, 2007.
  • Bader, M. G., Priest, A. M. Statistical aspects of fibre and bundle strength in hyprid composites, Hayashi, T., Kawada, K., and Umekawa, S. eds, Progress in Science and Engineering of composites,ICCM-IV, Oct. 25-28,Tokyo, Japan. 1, 1129-1136, 1982.
  • Basirat, M., Baratpour, S., Ahmadi, J. Statistical inferences for stress strength in the proportional hazard models based on progressive Type-II censored samples. Journal of Statistical Computation and Simulation, 85(3), 431-449, 2015.
  • Chen, Z.Statistical inference about the shape parameter of the exponential power distribution, Statistical Papers 40, 459-468,1999.
  • Efron, B. The jackknife, the bootstrap and other resampling plans. Philadelphia: Society for industrial and applied mathematics, 1982.
  • Ghitany, M. E. , Al-Mutairi, D. K., Aboukhamseen, S. M., Estimation of the Reliability of a Stress-Strength System from Power Lindley distributions, Communications in Statistics- Simulation and Computation 44 (1) 118-136,2014.
  • Leemis, L.M. Lifetime distribution identities, IEEE:Transactions on Realibility,35 170- 174,1986.
  • Lin, C.T. and Ke, S.J. Estimation of $P(Y<X)$ for Location-Scale Distributionsunder Joint Progressively Type-II Right Censoring, Quality Technology and Quantitative Management 10 (3) 339-352,2013.
  • Lindley, D.V.Approximate Bayesian methods, Trabajos de Estadistica 31 223-237, 1980. [12] Lio, Y. L. and Tsai, T.R. Estimation of  $\delta=P(X<Y)$ for Burr XII distribution based on the progressively first failure-censored samples, Journal of Applied Statistics, 39 (2) 309- 322,2012.
  • Rajarshi M. B. and Rajarshi.S. Bathtub distributions, A review, Communications in Statistics A: Theory and Methods, 17 2597-2621,1988.
  • Rezaei, S., Noughabi, R. A., Nadarajah, S. Estimation of Stress-Strength Reliability for the Generalized Pareto Distribution Based on Progressively Censored Samples. Annals of Data Science, 2(1), 83-101,2015.
  • Saraçoglu, B., Kınacı, I., Kundu, D. On Estimation of $R=P(Y<X)$ For Exponential Distribution Under Progressive Type-II Censoring, Journal Of Statistical Computation and Simulation 82 (2) 729-744,2012.
  • Smith R.M. and Bain L.J. An exponential power life-testing distribution, Communication in Statistics 4 469-481,1975.
  • Valiollahi R. , Asgharzadeh A., Mohammad Z. Raqab. Estimation of $P(Y<X)$ for Weibull Distribution Under Progressive Type-II Censoring, Communications in Statistics - Theory and Methods 42 (24) 4476-4498,2013.
Year 2017, Volume: 46 Issue: 2, 239 - 253, 01.04.2017

Abstract

References

  • Balakrishnan, N. and Sandhu, R.A.A Simple Simulation Algorithm for Generating Progressively Type-II Censored Sample, American Statistician 49 , 229-230, 1995.
  • Balakrishnan, N., Aggarwala, R.Progressive Censoring:Theory, Methods and Applications. Birkhauser, Boston, 2000.
  • Balakrishnan, N.Progressive censoring methodology: an appraisal, TEST 16 (2), 211-296, 2007.
  • Bader, M. G., Priest, A. M. Statistical aspects of fibre and bundle strength in hyprid composites, Hayashi, T., Kawada, K., and Umekawa, S. eds, Progress in Science and Engineering of composites,ICCM-IV, Oct. 25-28,Tokyo, Japan. 1, 1129-1136, 1982.
  • Basirat, M., Baratpour, S., Ahmadi, J. Statistical inferences for stress strength in the proportional hazard models based on progressive Type-II censored samples. Journal of Statistical Computation and Simulation, 85(3), 431-449, 2015.
  • Chen, Z.Statistical inference about the shape parameter of the exponential power distribution, Statistical Papers 40, 459-468,1999.
  • Efron, B. The jackknife, the bootstrap and other resampling plans. Philadelphia: Society for industrial and applied mathematics, 1982.
  • Ghitany, M. E. , Al-Mutairi, D. K., Aboukhamseen, S. M., Estimation of the Reliability of a Stress-Strength System from Power Lindley distributions, Communications in Statistics- Simulation and Computation 44 (1) 118-136,2014.
  • Leemis, L.M. Lifetime distribution identities, IEEE:Transactions on Realibility,35 170- 174,1986.
  • Lin, C.T. and Ke, S.J. Estimation of $P(Y<X)$ for Location-Scale Distributionsunder Joint Progressively Type-II Right Censoring, Quality Technology and Quantitative Management 10 (3) 339-352,2013.
  • Lindley, D.V.Approximate Bayesian methods, Trabajos de Estadistica 31 223-237, 1980. [12] Lio, Y. L. and Tsai, T.R. Estimation of  $\delta=P(X<Y)$ for Burr XII distribution based on the progressively first failure-censored samples, Journal of Applied Statistics, 39 (2) 309- 322,2012.
  • Rajarshi M. B. and Rajarshi.S. Bathtub distributions, A review, Communications in Statistics A: Theory and Methods, 17 2597-2621,1988.
  • Rezaei, S., Noughabi, R. A., Nadarajah, S. Estimation of Stress-Strength Reliability for the Generalized Pareto Distribution Based on Progressively Censored Samples. Annals of Data Science, 2(1), 83-101,2015.
  • Saraçoglu, B., Kınacı, I., Kundu, D. On Estimation of $R=P(Y<X)$ For Exponential Distribution Under Progressive Type-II Censoring, Journal Of Statistical Computation and Simulation 82 (2) 729-744,2012.
  • Smith R.M. and Bain L.J. An exponential power life-testing distribution, Communication in Statistics 4 469-481,1975.
  • Valiollahi R. , Asgharzadeh A., Mohammad Z. Raqab. Estimation of $P(Y<X)$ for Weibull Distribution Under Progressive Type-II Censoring, Communications in Statistics - Theory and Methods 42 (24) 4476-4498,2013.
There are 16 citations in total.

Details

Primary Language English
Subjects Mathematical Sciences
Journal Section Statistics
Authors

Neriman Akdam This is me

İsmail Kınacı

Bugra Saracoglu

Publication Date April 1, 2017
Published in Issue Year 2017 Volume: 46 Issue: 2

Cite

APA Akdam, N., Kınacı, İ., & Saracoglu, B. (2017). Statistical inference of stress-strength reliability for the exponential power (EP) distribution based on progressive type-II censored samples. Hacettepe Journal of Mathematics and Statistics, 46(2), 239-253.
AMA Akdam N, Kınacı İ, Saracoglu B. Statistical inference of stress-strength reliability for the exponential power (EP) distribution based on progressive type-II censored samples. Hacettepe Journal of Mathematics and Statistics. April 2017;46(2):239-253.
Chicago Akdam, Neriman, İsmail Kınacı, and Bugra Saracoglu. “Statistical Inference of Stress-Strength Reliability for the Exponential Power (EP) Distribution Based on Progressive Type-II Censored Samples”. Hacettepe Journal of Mathematics and Statistics 46, no. 2 (April 2017): 239-53.
EndNote Akdam N, Kınacı İ, Saracoglu B (April 1, 2017) Statistical inference of stress-strength reliability for the exponential power (EP) distribution based on progressive type-II censored samples. Hacettepe Journal of Mathematics and Statistics 46 2 239–253.
IEEE N. Akdam, İ. Kınacı, and B. Saracoglu, “Statistical inference of stress-strength reliability for the exponential power (EP) distribution based on progressive type-II censored samples”, Hacettepe Journal of Mathematics and Statistics, vol. 46, no. 2, pp. 239–253, 2017.
ISNAD Akdam, Neriman et al. “Statistical Inference of Stress-Strength Reliability for the Exponential Power (EP) Distribution Based on Progressive Type-II Censored Samples”. Hacettepe Journal of Mathematics and Statistics 46/2 (April 2017), 239-253.
JAMA Akdam N, Kınacı İ, Saracoglu B. Statistical inference of stress-strength reliability for the exponential power (EP) distribution based on progressive type-II censored samples. Hacettepe Journal of Mathematics and Statistics. 2017;46:239–253.
MLA Akdam, Neriman et al. “Statistical Inference of Stress-Strength Reliability for the Exponential Power (EP) Distribution Based on Progressive Type-II Censored Samples”. Hacettepe Journal of Mathematics and Statistics, vol. 46, no. 2, 2017, pp. 239-53.
Vancouver Akdam N, Kınacı İ, Saracoglu B. Statistical inference of stress-strength reliability for the exponential power (EP) distribution based on progressive type-II censored samples. Hacettepe Journal of Mathematics and Statistics. 2017;46(2):239-53.