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Article highlights A Markov model of multi-modal hierarchical spatial states is created. The analytical expression of comprehensive availability for the reliability index of the prediction device is derived. The CPU module failure rate threshold for intelligent production testing is amended. A theoretical basis for determining the type of key modules to be employed in field service installations is provided. The rationality and accuracy of the prediction model are verified by comparing the actual working conditions.