Failure Rate estimation from historic data and Big data Analytics

My earlier post described Predictive Maintenance and showcased a demo video on M2M Telematics application for computing failure rate and MTTF in real time from simulated sensor data attached to Machines/Vehicles. At the end of that case study video I promised to demonstrate computing failure rate when you have no access to sensor data, purely…


Condition based Predictive Maintenance with M2M Big data Analytics

Manufacturers and operators employ array of maintenance strategies, all of which can be broadly categorized as below: Corrective Maintenance Preventive Maintenance Predictive Maintenance Corrective maintenance is the classic Run-to-Failure reactive maintenance that has no special maintenance plan in place. The machine is assumed to be fit unless proven otherwise. Cons: High risk of collateral damage…