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Reliability modeling framework of satellite constellation based on three-parameter interval grey number Lz
Ruirui Shao1, Weiqing You2, Yuanyuan Nie3
1School of Information Technology, Jiangsu Open University, 210036, Nanjing, China. 1439421039@qq.com.
This study introduces a novel grey system theory model for assessing the reliability of multistate communication satellites. The model addresses performance degradation and data scarcity, enhancing satellite system reliability analysis.
Area of Science:
- Space Engineering
- Systems Engineering
- Reliability Engineering
Background:
- In-orbit communication satellites experience performance degradation over time, transitioning them into multistate systems.
- Assessing the reliability of these degrading multistate systems is challenging due to performance variability and data scarcity.
Purpose of the Study:
- To develop a grey multi-state system model for reliability assessment of communication satellites.
- To address performance degradation and data scarcity in satellite reliability analysis.
- To incorporate performance levels exceeding thresholds into the reliability assessment.
Main Methods:
- Application of grey system theory to multistate systems.
- Development of a grey multi-state system model incorporating satellite structural characteristics.
- Integration of the grey universal generation function and grey Markov process.
- Utilization of three-parameter interval grey numbers and Lz transformation for dynamic reliability assessment.
Main Results:
- A dynamic reliability assessment model for multi-state communication satellites was developed.
- The model effectively mitigates challenges of high-dimensional state spaces in satellite systems.
- The approach provides robust methodological support for complex grey multistate systems.
Conclusions:
- The proposed model offers an effective method for dynamic reliability assessment of degrading communication satellites.
- This research enhances the reliability analysis of complex multistate systems under uncertainty.
- The methodology supports improved long-term operational planning and maintenance for communication satellites.
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