KC-11 — Problem Graph
Industrial Equipment Failure Problems
19 canonical failure problems across 5 categories. Each problem is a first-class entity in the Knowledge Graph, linking contamination sources, affected components, measurement standards, and filtration technologies.
Mechanical Wear
6 PROBLEMSSurface degradation caused by particle-to-surface and surface-to-surface contact under load.
Contamination
4 PROBLEMSEntry or accumulation of particles, water, or other foreign matter in fluid and air circuits.
Structural Failure
6 PROBLEMSMechanical failure of filter or system components due to pressure, fatigue, or cavitation.
Chemical Degradation
2 PROBLEMSChemical changes in fluid composition resulting in deposits, viscosity loss, or acid formation.
Biological
1 PROBLEMMicrobial contamination in fuel and fluid systems leading to biomass deposits and corrosion.