What question did this study set out to answer?

This research aims to evaluate the reliability of non-repairable subsystems in mining electronic equipment using different computational methods.

February 21, 2026MathematicsOpen Access

Comparative Assessment of the Reliability of Non-Recoverable Subsystems of Mining Electronic Equipment Using Various Computational Methods

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Authors

NMNikita MARTYUSHEVNational Research Tomsk State University BMBoris V. MalozyomovMoscow State Mining University ADAnton Y. DeminNational Research Tomsk State University

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Implication

Comparative analysis demonstrates the efficiency and accuracy of various methods for reliability in mining equipment subsystems, indicating preferred approaches for design optimization.

Key Points

This research aims to evaluate the reliability of non-repairable subsystems in mining electronic equipment using different computational methods.
Conducted a comparative analysis of deterministic reliability estimation approaches.
Utilized classical boundary techniques, Bayes theorem, LPM, and SCM for evaluation.
Performed numerical experiments on benchmark topologies like bridge, tree, grid, and random graphs.
Implemented algorithms in Python using NumPy and NetworkX for reproducibility.
SCM achieved exact reliability values with significant speed improvements over LPM.
SCM maintained polynomial complexity for larger systems.
Boundary methods provided quick estimates but lacked precision for complex structures.
Decomposition methods showed systematic bias for highly interconnected topologies.

Cite This Study

MARTYUSHEV et al. (2026) studied this question.

synapsesocial.com/papers/69994cb3873532290d0216c1 https://doi.org/10.3390/math14040723

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Implication

Comparative analysis demonstrates the efficiency and accuracy of various methods for reliability in mining equipment subsystems, indicating preferred approaches for design optimization.

Comparative Assessment of the Reliability of Non-Recoverable Subsystems of Mining Electronic Equipment Using Various Computational Methods

Discussion

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Implication

Key Points

Cite This Study

Comparative Assessment of the Reliability of Non-Recoverable Subsystems of Mining Electronic Equipment Using Various Computational Methods

Discussion

Member takes

Implication

Key Points

Cite This Study

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