Early anomaly detection of failure modes related to:
a) Electric Submersible Pumps: These can be for example, unbalanced pump vibration, Spinning diffusers, High Sand volume erosion etc.
b) Offshore Oil Extraction Turbo-machines: Multiple failure modes related to critical sections of Turbo-machineries such as compressor, blade, combustor, rotor etc.
Catastrophic failures can be prevented that may lead to serious/irrepairable equipment damage. Multi-million dollar business productivity loss can be avoided Environmental pollution that could result as of equipment malfunction/damage can be averted or significantly reduced.