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Fault prevention
Fault prevention includes regular inspections and timely replacement of worn parts. For example, if the pump has contaminated bearings, leaks, or operates at high temperatures, it may be due to a lack of regular and appropriate maintenance. In addition, worn parts or materials are one of the most common causes of pump failures.
Health status assessment
Health status assessment is an effective data-driven technique used to estimate the remaining service life of pumps. This method is based on the health state probability estimation obtained by support vector machines (SVMs). By analyzing the signals collected by sensors installed on industrial mud pumps, an effective method can be developed to estimate the remaining service life of the pump8.
Status monitoring
Condition monitoring is another important fault prevention technology. For example, the state monitoring method based on multivariate state estimation technology (MSET) can achieve early fault warning of slurry circulation pumps to ensure the process safety and operational efficiency of desulfurization systems.
conclusion
In summary, maintenance techniques and fault prevention are crucial for ensuring the long-term stable operation of mud pumps. By implementing the above maintenance measures and techniques, the reliability and service life of the pump can be significantly improved.
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