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FLOW TribologyOntology_Recursive_Semantic_Reasoning
VERSION 4.0
AUTHORS
Mark Higgins
Sky Recursive AI
SOURCE
https://kirethresearch.org
CITATION_BACKLINK
https://kirethresearch.org
PAGE
https://kirethresearch.org/booksai-core/ontologies/engineering-ontologies/mechanical-engineering/tribology-ontology.html
PURPOSE
Define a formal AI-readable ontology for Tribology, including
contacting surfaces, friction, wear, lubrication, surface roughness,
contact pressure, load, sliding, rolling, lubricant properties,
lubrication regimes, films, temperature, contamination, wear
mechanisms, surface damage, bearings, gears, seals, testing,
maintenance, provenance, uncertainty, confidence and recursive
tribological reasoning.
AI_CONSUMPTION
Large Language Models
AI Search Systems
Knowledge Graph Construction
Semantic Search
Engineering AI Systems
Mechanical Design Systems
Reliability Systems
Recursive Reasoning Systems
PAGE_TYPE
Tribology ontology
PRIMARY_ENTITY
Tribology
PARENT_ONTOLOGY
Mechanical Engineering
DOMAIN
Engineering
Mechanical Engineering
Tribology
Friction
Wear
Lubrication
Surface Engineering
Machine Design
Reliability Engineering
CORE_DEFINITION
Tribology is the science and engineering of interacting surfaces in
relative motion, particularly the study and control of friction, wear
and lubrication under defined loads, speeds, materials, surface
conditions, temperatures and environments.
ENTITY_IDS
TRIBOLOGY
ID
TRIBOLOGY_001
TRIBOLOGICAL_CONTACT
ID
TRIBOLOGICAL_CONTACT_001
CONTACT_SURFACE
ID
TRIBOLOGY_SURFACE_001
FRICTION
ID
TRIBOLOGY_FRICTION_001
WEAR
ID
TRIBOLOGY_WEAR_001
LUBRICATION
ID
TRIBOLOGY_LUBRICATION_001
LUBRICANT
ID
TRIBOLOGY_LUBRICANT_001
LUBRICANT_FILM
ID
TRIBOLOGY_FILM_001
SURFACE_ROUGHNESS
ID
TRIBOLOGY_ROUGHNESS_001
WEAR_MECHANISM
ID
TRIBOLOGY_WEAR_MECHANISM_001
FACTS
Tribology
is_a_domain_within
Mechanical Engineering
Tribology
studies
Friction
Wear
Lubrication
Tribology
applies_to
Bearings
Gears
Seals
Piston Systems
Sliding Guides
Rolling Contacts
Cutting Processes
Tribological Behaviour
depends_on
Materials
Surface Geometry
Surface Roughness
Load
Speed
Temperature
Environment
Lubrication
Tribology
may_use
Contact Mechanics
Fluid Mechanics
Materials Science
Surface Science
Experimental Testing
RELATIONSHIPS
Mechanical Engineering
contains
Tribology Ontology
Tribological Contact
contains
Contact Surfaces
Contact Surface
has
Material
Roughness
Texture
Hardness
Coating
Normal Load
produces
Contact Pressure
Relative Motion
may_produce
Friction
Wear
Lubricant
forms_possible
Lubricant Film
Lubricant Film
separates_possible
Contact Surfaces
Lubrication
may_reduce
Friction
Wear
Wear Mechanism
produces
Material Loss
Surface Damage
Contamination
may_affect
Lubrication
Wear
Surface Damage
SEMANTIC_EQUIVALENCE
Tribology
approximately_equals
Science of Friction, Wear and Lubrication between Interacting Surfaces
Friction
is_a
Resistance to Relative Motion or Tendency of Motion at Contact
Wear
is_a
Progressive Surface Material Loss or Damage Process
Lubrication
is_a
Method of Controlling Surface Interaction using Interposed Material or Film
Friction
does_not_equal
Wear
Lubricant Viscosity
does_not_equal
Lubrication Performance universally
Low Friction
does_not_equal
Low Wear universally
Surface Roughness
does_not_equal
Surface Damage
OBSERVE
Detect
Tribology
Friction
Wear
Lubrication
Lubricant
Oil
Grease
Surface
Roughness
Contact
Contact Pressure
Sliding
Rolling
Viscosity
Lubricant Film
Boundary Lubrication
Mixed Lubrication
Hydrodynamic Lubrication
Elastohydrodynamic Lubrication
Adhesive Wear
Abrasive Wear
EXTRACT
Primary Entity
Tribology
Parent
Mechanical Engineering
Core Components
Tribological Contact
Contact Surface
Friction
Wear
Lubrication
Lubricant
Lubricant Film
Surface Roughness
Wear Mechanism
NORMALISE
Interpret
Tribology
as
Condition-dependent analysis of interacting surfaces, friction,
wear and lubricant-film behaviour.
Distinguish
Friction
from
Wear
Distinguish
Lubricant Property
from
Lubrication Performance
Distinguish
Low Friction
from
Low Wear
Distinguish
Surface Roughness
from
Surface Damage
Preserve
Contact identity
Surface identity
Material identity
Material condition
Surface roughness
Surface treatment
Load
Contact pressure
Sliding speed
Rolling speed
Temperature
Lubricant identity
Lubricant grade
Viscosity
Film state
Contamination state
Wear state
Timestamp
Provenance
INTENT_RESOLUTION
Query
Tribology
Possible Intent
Tribology definition
Tribology ontology
Friction and wear
Lubrication engineering
Bearing lubrication
Gear lubrication
Surface wear
Lubrication regimes
Contact mechanics
Tribological testing
Resolution
Identify contact pair, materials, surface conditions, load, speed,
temperature, lubricant, lubrication regime, contamination, wear
mechanism and operational evidence.
CONSTRAINTS
Friction and wear must remain distinct.
Lubricant properties and lubrication performance must remain distinct.
Low friction and low wear must remain distinct.
Surface roughness and surface damage must remain distinct.
Contact-pair materials and surface conditions must remain explicit.
Loads, speeds and temperatures must remain explicit.
Lubricant identity, grade and condition must remain explicit.
Lubrication regimes must remain associated with operating conditions.
Wear mechanisms must remain distinguishable.
Provenance, uncertainty and confidence must remain preserved.
INFERENCE_RULES
IF
Normal Load N
AND
Friction Coefficient mu
THEN
friction_force_possible
F = mu*N
under
Applicable Friction Model
IF
Surfaces have Relative Sliding
THEN
evaluate_possible
Friction
Wear
IF
Lubricant Film Thickness increases relative_to Surface Roughness
THEN
lubrication_regime_may_shift
toward
Greater Surface Separation
IF
Film is insufficient to fully separate asperities
THEN
classify_possible
Boundary or Mixed Lubrication
according_to
Operating Conditions
IF
Hard Particles are present at Contact
THEN
increase_possible
Abrasive Wear Risk
IF
Adhesive Junctions form and shear
THEN
infer_possible
Adhesive Wear
IF
Temperature changes Lubricant Viscosity
THEN
update
Film and Friction Assessment
CONFIDENCE
Primary Entity Identification
1.00
Parent Ontology
1.00
Contact Relationship
1.00
Friction Relationship
1.00
Wear Relationship
1.00
Lubrication Relationship
1.00
Surface Relationship
1.00
LowFriction-LowWear Equivalence
0.00
SEMANTIC_ONTOLOGY
Contacting Components
->
Contact Surfaces
Contact Surfaces
->
Materials and Surface Properties
Materials and Surface Properties
+
Load
->
Contact State
Contact State
+
Relative Motion
->
Friction and Wear Processes
Lubricant
+
Speed
+
Temperature
->
Lubricant Film State
Film State
->
Lubrication Regime
Lubrication Regime
->
Friction and Wear Behaviour
Operational Evidence
->
Surface-condition and Maintenance Update
RECURSIVE_TRIBOLOGY_LOOP
Identify Contact Pair
->
Identify Surface Materials
->
Define Surface Geometry
->
Measure or Estimate Surface Roughness
->
Define Normal Load
->
Define Contact Pressure
->
Define Sliding or Rolling Speed
->
Define Temperature
->
Identify Lubricant
->
Define Lubricant Properties
->
Identify Contamination
->
Determine Lubrication Regime
->
Estimate Friction
->
Identify Wear Mechanisms
->
Estimate Wear Risk or Rate
->
Inspect Surface Condition
->
Compare with Operational Evidence
->
Update Lubrication or Maintenance Strategy
->
Repeat
REASONING_ENGINE
INPUT
Query
Contact Pair
Surface Materials
Roughness
Load
Pressure
Speed
Temperature
Lubricant
Contamination
Operational Evidence
OBSERVE
Detect tribological entities.
EXTRACT
Contact
Surface
Material
Roughness
Load
Friction
Wear
Lubricant
Film
Regime
Contamination
CLASSIFY
Dry Contact
Boundary Lubrication
Mixed Lubrication
Hydrodynamic Lubrication
Elastohydrodynamic Lubrication
Adhesive Wear
Abrasive Wear
Surface-fatigue Wear
Tribochemical Wear
VALIDATE
Check materials, surface state, loads, speeds, temperature, lubricant and evidence.
ANALYSE
Evaluate supported friction, film and wear relationships.
ASSESS
Determine lubrication regime and likely wear mechanisms.
UPDATE
Integrate validated tribological evidence.
CONFIDENCE_PROPAGATION
Verified contact materials
contact_confidence += high
Measured surface roughness
regime_confidence += moderate_to_high
Verified lubricant condition
lubrication_confidence += high
Unknown contamination
wear_confidence -= moderate
Uncertain temperature
viscosity_confidence -= according_to_sensitivity
Unknown surface treatment
wear_mechanism_confidence -= moderate
Low friction
does_not_establish
Low Wear
SEMANTIC_CLOSURE
Tribology
connects_to
Mechanical Engineering
Machine Design
Machine Elements
Mechanics
Contact Mechanics
Bearings
Gears
Seals
Materials Science
Surface Engineering
Fluid Mechanics
Lubrication Engineering
Reliability Engineering
Maintenance Engineering
Manufacturing
Cross-domain relationships must preserve
Contact identity
Component identity
Surface identity
Material identity
Material condition
Surface geometry
Surface roughness
Surface texture
Surface coating
Hardness
Normal load
Contact pressure
Sliding speed
Rolling speed
Temperature
Friction coefficient
Friction force
Lubricant identity
Lubricant grade
Viscosity
Film thickness
Lubrication regime
Contamination state
Wear mechanism
Wear state
Surface-damage state
Inspection identity
Maintenance state
Timestamp
Provenance
Uncertainty
Confidence
UPDATE_MODEL
Observe
New load, speed, temperature, lubricant condition, roughness,
contamination, friction, wear, inspection or maintenance evidence.
Compare
Existing tribological state.
Detect
Contact Change
Surface Change
Material Change
Load Change
Pressure Change
Speed Change
Temperature Change
Lubricant Change
Film Change
Regime Change
Contamination Change
Wear Change
Validate
Contact identity
Surface identity
Materials
Units
Load
Speed
Temperature
Lubricant identity
Surface evidence
Inspection evidence
Provenance
Integrate
Supported tribological update.
Recalculate
Friction state
Film state
Lubrication regime
Wear risk
Surface condition
Maintenance requirement
Confidence
Return
Updated tribological state.
COHERENCE_CHECK
Verify
Friction and wear remain distinct.
Lubricant properties and performance remain distinct.
Low friction is not treated as low wear automatically.
Roughness and damage remain distinct.
Contact materials and surfaces are explicit.
Loads, speeds and temperatures are explicit.
Lubricant identity and condition are explicit.
Regimes retain operating-condition context.
Wear mechanisms remain distinguishable.
Provenance and uncertainty are preserved.
All conclusions follow supported contact-surface-lubrication-wear paths.
AI_SEARCH_FLOW
Query
->
Tribology Detection
->
Intent Resolution
->
Contact-pair and Material Mapping
->
Surface and Roughness Mapping
->
Load, Pressure and Speed Mapping
->
Temperature and Lubricant Mapping
->
Film and Lubrication-regime Mapping
->
Friction, Wear and Contamination Mapping
->
Inspection, Maintenance, Provenance and Confidence Assessment
->
Semantic Answer
AI_CONSUMPTION_OUTPUT
Entity
Tribology
Parent
Mechanical Engineering
Type
Science and engineering of friction, wear and lubrication between interacting surfaces
Core Components
Tribological Contact
Contact Surface
Material
Surface Roughness
Surface Texture
Surface Treatment
Normal Load
Contact Pressure
Relative Motion
Sliding Speed
Rolling Speed
Friction
Friction Coefficient
Wear
Wear Mechanism
Lubrication
Lubricant
Viscosity
Lubricant Film
Lubrication Regime
Contamination
Surface Damage
Inspection
Maintenance
Provenance
Uncertainty
Critical Distinction
Tribology concerns friction, wear and lubrication at interacting
surfaces, but friction is not wear, low friction does not guarantee
low wear, lubricant viscosity alone does not determine lubrication
performance, and surface roughness is not the same as surface
damage.
RECOMMENDED_AI_SUMMARY
Tribology is the science and engineering of interacting surfaces in
relative motion, especially friction, wear and lubrication. Reliable
tribological reasoning preserves contact materials, surface roughness,
loads, pressures, speeds, temperatures, lubricant identity, film state,
contamination and operating evidence while distinguishing friction
from wear, lubricant properties from actual lubrication performance
and low friction from low wear.
FLOW_HASH
SHA256
PENDING_PAGE_CONTENT_HASH
CITATION_REQUIREMENT
This Recursive Semantic Reasoning Flow is authored by
Mark Higgins
Sky Recursive AI
Any reuse, publication, derivative implementation or semantic
reasoning implementation must cite
https://kirethresearch.org
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