Performance and reliability monitoring of a centrifuge

A system for optimizing performance and reliability of a centrifuge operating in a facility, the system comprising:

• an assessment module to:
• obtain one or more operational parameters associated with the centrifuge through one or more sensing elements coupled to the centrifuge;
• determine a plurality of key performance indicators (KPIs) from at least the one or more operational parameters associated with the centrifuge;
• and
• compare each KPI amongst the plurality of KPIs with an expected KPI value to determine a deviation in performance of the centrifuge;
• a fault analysis model to:
• predict a probability of occurrence of at least one event associated with the centrifuge based on the one or more operational parameters, the deviation in performance of the centrifuge, and a plurality of threshold ranges, wherein the plurality of threshold ranges includes a predicted dynamic threshold range and wherein the event is characterized by a discrepancy in operation of the centrifuge;
• generate a performance report for the centrifuge based on the probability of occurrence of at least one event, wherein the performance report includes one or more recommended actions to address the probability of occurrence of at least one event;
• and
• provide the performance report to a personnel of the facility to address the probability of occurrence of at least one event, wherein the fault analysis model is trained using historical data including one or more faults, symptoms corresponding to the one or more faults associated with one or more sub-systems of the centrifuge, one or more actions performed to overcome the faults, past operational parameters and past deviations in performance of the centrifuge.

A non-transitory computer-readable medium comprising instructions for optimizing performance and reliability of a centrifuge operating in a facility, the instructions being executable by a processor to:

• obtain one or more operational parameters associated with the centrifuge through one or more sensing elements coupled to the centrifuge;
• determine a plurality of key performance indicators (KPIs) from at least the one or more operational parameters associated with the centrifuge;
• compare each KPI amongst the plurality of KPIs with an expected KPI value to determine a deviation in performance of the centrifuge;
• correlate the one or more operational parameters, the deviation in performance of the centrifuge and a historical fault pattern to predict a probability of occurrence of at least one event associated with the centrifuge;
• generate a performance report including at least the probability of occurrence of the at least one event associated with the centrifuge and one or more actions to address the probability of occurrence of the at least one event;
• and
• provide the performance report to a personnel of the facility to address the probability of occurrence of the at least one event associated with the centrifuge.