Avoidable inconsistencies may lead to multimodal or non-normal distributions and may have a measurable impact on application performance.

Equivalent normal distribution method for calculation of the reliability of machine elements, both calculation principle and application in engineering, is no doubt successful.

The applications to intelligent locomotive fault diagnosis system show that the method could act as a guideline for the determination of threshold with positive distribution of fault parameters.