Predictive maintenance for ballast pumps on ship repair yards via machine learning

Autor: Kimera, David, Nangolo, Fillemon Nduvu
Zdroj: Transportation Engineering; December 2020, Vol. 2 Issue: 1
Abstrakt: •Maintenance of floating dock pumps is much of corrective and preventive maintenance.•Predictive maintenance is still a gray area for maintenance of mechanical systems on floating docks.•Deploying machine learning techniques before incorporating sensor technology.•Option of using both sensor technology and machine learning to maintain ballast pumps.•Using principal component analysis to select operating parameters that dictate when the pump is due for maintenance or failure.
Databáze: Supplemental Index