Inverse Moment Estimation of Three-parameter Power Function Distribution with Extension to Accelerated Life Test

Power function distribution is used frequently in both reliability and life assessment. However, in some cases, the traditional method fails in parameter estimation of the three-parameter power function distribution. We propose a novel method to resolve this difficulty. This method utilizes the constant moment of the population while considering the bias-corrected estimator of the location parameter and scale parameter. Further, the proposed method is extended to accelerated life tests. The validity of life assessment is ensured by deriving the necessary condition for mechanism equivalence, and the effectiveness of the proposed method is proven using simulations. Finally, a real-world example is presented to illustrate the performance of the method.

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Publication Details

Published
2024-10-11
DOI
https://doi.org/10.1109/srse63568.2024.10772536
Citations
1
Primary Topic
Reliability and Maintenance Optimization
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article
Field-Weighted Citation Impact
0.36
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article

Inverse Moment Estimation of Three-parameter Power Function Distribution with Extension to Accelerated Life Test

Xiaobing Ma, Yu Jie Liu, Haodi Ji, Han Wang et al.
1 citations
Reliability and Maintenance Optimization
0.36
article

Inverse Moment Estimation of Three-parameter Power Function Distribution with Extension to Accelerated Life Test

Xiaobing Ma, Yu Jie Liu, Haodi Ji, Han Wang, Runyu Zhang
article en
1 citations

Abstract

Power function distribution is used frequently in both reliability and life assessment. However, in some cases, the traditional method fails in parameter estimation of the three-parameter power function distribution. We propose a novel method to resolve this difficulty. This method utilizes the constant moment of the population while considering the bias-corrected estimator of the location parameter and scale parameter. Further, the proposed method is extended to accelerated life tests. The validity of life assessment is ensured by deriving the necessary condition for mechanism equivalence, and the effectiveness of the proposed method is proven using simulations. Finally, a real-world example is presented to illustrate the performance of the method.

Beihang University (CN)
Zero hunger
Openalex Percentile: Top 37%
Reliability and Maintenance Optimization
0.36
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Inverse Moment Estimation of Three-parameter Power Function Distribution with Extension to Accelerated Life Test — Xiaobing Ma, Yu Jie Liu, et al. · (2024) | TGRS Research Map | TGRS