Lifetime Evaluation of Aviation Airborne Products Based on Multi-type Data

To address the issue of censored life data for aviation airborne products, this study employs statistical methods from survival analysis theory to construct a likelihood function that accommodates both end-of-life and censored data. Subsequently, the maximum likelihood estimation and Trust-Region algorithm are applied to solve this function, resulting in parameter estimates based on the Weibull distribution. Then, an analysis of life test data from a specific mechanical gyroscope is conducted, revealing that the proposed method for lifetime evaluation aligns closely with actual conditions, demonstrating high accuracy and practicality. This approach provides a basis for establishing first overhaul intervals and lifetime indices.

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Publication Details

Published
2024-10-11
DOI
https://doi.org/10.1109/srse63568.2024.10772530
Primary Topic
Fault Detection and Control Systems
Type
article
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article

Lifetime Evaluation of Aviation Airborne Products Based on Multi-type Data

Ye Guo, Ruolin Zhao, Chenqi Lv, Shengkui Zeng et al.
Fault Detection and Control Systems
article

Lifetime Evaluation of Aviation Airborne Products Based on Multi-type Data

Ye Guo, Ruolin Zhao, Chenqi Lv, Shengkui Zeng, Zhen‐Zhu Zhao, Ming Sun, Xinming Zhang
article en

Abstract

To address the issue of censored life data for aviation airborne products, this study employs statistical methods from survival analysis theory to construct a likelihood function that accommodates both end-of-life and censored data. Subsequently, the maximum likelihood estimation and Trust-Region algorithm are applied to solve this function, resulting in parameter estimates based on the Weibull distribution. Then, an analysis of life test data from a specific mechanical gyroscope is conducted, revealing that the proposed method for lifetime evaluation aligns closely with actual conditions, demonstrating high accuracy and practicality. This approach provides a basis for establishing first overhaul intervals and lifetime indices.

Beihang University (CN)
Openalex Percentile: Top 74%
Fault Detection and Control Systems
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Lifetime Evaluation of Aviation Airborne Products Based on Multi-type Data — Ye Guo, Ruolin Zhao, et al. · (2024) | TGRS Research Map | TGRS