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Single event upset reliability assessment for RAM based on maximum entropy principle and bootstrap
- Source :
- Zhang, Z, Fu, G, Guo, W, Su, Y & Wang, B 2019, Single event upset reliability assessment for RAM based on maximum entropy principle and bootstrap . in Proceedings-2018 Prognostics and System Health Management Conference, PHM-Chongqing 2018 . https://doi.org/10.1109/PHM-Chongqing.2018.00039
- Publication Year :
- 2019
-
Abstract
- In the harsh radiation environment, Random Access Memory (RAM) fails due to Single Event Upset (SEU). The failure of the RAM seriously threatens the safety and reliability of on-orbit spacecraft. For devices with Error Detection and Correction (EDAC) enhanced, this paper provides a reliability assessment methodology using small sample test data combined with Maximum Entropy Principle (MEP) and Bootstrap. First, using ground and orbit test data with MEP, the optimal distribution function of SEU rate is determined. Second, the confidence intervals of the function arguments under different confidence levels are estimated by the parametric Bootstrap method. Then, a Single Event Upset reliability assessment methodology is proposed for RAM with EDAC enhanced. Finally, using the ground and orbit test data combined with above methods, a case study of reliability assessment for RAM is given. The assessment can be combined with small sample data to quantitatively evaluate the reliability of RAM under EDAC enhanced. The assessment methodology in this paper has the characteristics of strong applicability and good portability.
- Subjects :
- Spacecraft
Computer science
business.industry
020209 energy
Principle of maximum entropy
02 engineering and technology
01 natural sciences
Confidence interval
Reliability engineering
010104 statistics & probability
Single event upset
0202 electrical engineering, electronic engineering, information engineering
Entropy (information theory)
0101 mathematics
Error detection and correction
business
Parametric statistics
Test data
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Zhang, Z, Fu, G, Guo, W, Su, Y & Wang, B 2019, Single event upset reliability assessment for RAM based on maximum entropy principle and bootstrap . in Proceedings-2018 Prognostics and System Health Management Conference, PHM-Chongqing 2018 . https://doi.org/10.1109/PHM-Chongqing.2018.00039
- Accession number :
- edsair.doi.dedup.....965fa7c08368def5c2dac50f54cdee4c
- Full Text :
- https://doi.org/10.1109/PHM-Chongqing.2018.00039