主权项 |
1. A method of predicting life of a component of a machine, the method comprising:
receiving input data associated with the machine from a. data repository, wherein the input data correspond to a plurality of machine events with a time stamp corresponding to each of the plurality of machine events and a plurality of repairs of the component with a time stamp corresponding to each of the plurality of repairs for a predefined time period; analyzing the input data including:
determining a time difference between at least one machine event and at least one repair of the component associated with the at least one machine event, a repair reoccurrence of the component, and at least one repair of the component and a repair of an associated component;mapping the at least one machine event with the at least one repair of the component associated therewith, the repair reoccurrence of the component, and the at least one repair to the repair of the associated component based on the determined time difference;determining a weightage of at least one parameter for the at least one machine event and the at least one repair based on the mapping, wherein the parameter includes at least one of a recency of repair of the component, a frequency of repair of the component and a monetary value of the component; andcomputing a confidence rate of occurrence of the at least one machine event and the at least one repair of the component based on the weightage determined; generating maintenance data of the component based on the confidence rate, wherein the maintenance data includes at least one of a life of the component, a probability of repair of the component following the at least one machine event, and a probability of the repair of the associated component of the machine following the at least one repair of the component; and displaying the maintenance data. |