Large Shipping Company

Tagline - Smart AI solution to build knowledge base with ontologies and taxonomies

Challenges

Material ontologies and taxonomies DQ Issues impacting Manufacturing, Sourcing AI initiatives

  • Long time to get accurate classifications
  • Manual efforts were time consuming and not accurate

Approach

  • Leveraged Smart AI driven solution to ingest Material Manufacturer, Part number.
  • Leveraged AI to recommend right ontologies and taxonomies
  • Validated manually with 100% accuracy

Value Delivered

  • Delivered cleansed material taxonomies and ontologies
  • Up to 4% reduction in maintenance costs
  • Up to 2% improvement in up time

Input

AI-Driven Ontology and Taxonomy Solutions
  • Pump Ontologies: Formal representations of pump-related concepts and their relationships
  • Component Ontology: Motor, Impeller, Casing etc.
  • Failure Mode Ontology: Cavitation, Erosion, Corrosion, Overheating, etc.
  • Sensor Ontology: Vibration, Temperature, Pressure, Flow, etc.
  • Pump Taxonomies: Classification by Operational Parameters
  • Flow Rate (GPM or L/min) - The volume of fluid pumped per unit time.
  • Head (Feet or Meters) - The pressure or height to which a pump can lift a fluid.
  • Horsepower (HP or KW) - The power required to operate the pump.
  • RPM - The rotational speed of the pump’s impeller or shaft.
  • Pressure - Pressure is the driving force responsible for fluid movement
  • Efficiency - It quantifies how effectively the pump converts driver energy into kinetic energy in the liquid

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