An Alternative Model for Describing the Reliability Data: Applications, Assessment, and Goodness-of-Fit Validation Testing

Author:

Yousof Haitham M.1ORCID,Goual Hafida2,Emam Walid3ORCID,Tashkandy Yusra3ORCID,Alizadeh Morad4ORCID,Ali M. Masoom5,Ibrahim Mohamed6ORCID

Affiliation:

1. Department of Statistics, Mathematics and Insurance, Faculty of Commerce, Benha University, Benha 13518, Egypt

2. Laboratory of Probability and Statistics (LaPS), Department of Mathematics, Badji Mokhtar Annaba University, Annaba 23000, Algeria

3. Department of Statistics and Operations Research, Faculty of Science, King Saud University, P.O. Box 2455, Riyadh 11451, Saudi Arabia

4. Department of Statistics, Persian Gulf University, Bushehr 75169, Iran

5. Department of Mathematical Sciences, Ball State University, Muncie, IN 47306, USA

6. Department of Applied, Mathematical and Actuarial Statistics, Faculty of Commerce, Damietta University, Damietta 34517, Egypt

Abstract

We provide a new extension of the exponential distribution with an emphasis on the practical elements of the model. Six different classical estimation methods were applied and compared. The main test was evaluated on complete data using four sets of data. Additionally, four applications and the derivation of the new Nikulin statistic test for the new probability model under the censored situation are described. Both tests were evaluated through simulation experiments on complete data and on artificial and censored data. In addition, a set of simulation experiments were presented, which were used and employed to evaluate the original statistical test and the new modified statistical test based on statistical controls in the evaluation processes.

Funder

King Saud University, Riyadh, Saudi Arabia

Publisher

MDPI AG

Subject

General Mathematics,Engineering (miscellaneous),Computer Science (miscellaneous)

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