# BDI Ontology Core Patterns Core ontology design patterns for Belief-Desire-Intention mental state modeling. ## Class Hierarchy ### Mental Entities (Endurants) ``` bdi:MentalEntity ├── bdi:Belief # Informational dimension ├── bdi:Desire # Motivational dimension ├── bdi:Intention # Deliberative dimension ├── bdi:Goal # Description of desired end state └── bdi:Plan # Structured action sequence ``` ### Mental Processes (Perdurants) ``` bdi:MentalProcess ├── bdi:BeliefProcess # Forms/updates beliefs from perception ├── bdi:DesireProcess # Generates desires from beliefs ├── bdi:IntentionProcess # Commits to desires as intentions ├── bdi:Planning # Transforms intentions into plans └── bdi:PlanExecution # Executes plan actions ``` ### Supporting Entities ``` bdi:WorldState # Configuration of environment bdi:Justification # Evidential basis for mental states bdi:Task # Atomic unit of planned action bdi:Action # Execution of a task bdi:TimeInterval # Temporal validity bounds bdi:TimeInstant # Point in time reference ``` ## Object Properties ### Motivational Relations | Property | Domain | Range | Description | |----------|--------|-------|-------------| | `motivates` | Belief | Desire | Belief provides reason for desire | | `isMotivatedBy` | Desire | Belief | Inverse of motivates | | `fulfils` | Intention | Desire | Intention commits to achieving desire | | `isFulfilledBy` | Desire | Intention | Inverse of fulfils | | `isSupportedBy` | Intention | Belief | Beliefs supporting intention viability | ### Generative Relations | Property | Domain | Range | Description | |----------|--------|-------|-------------| | `generates` | MentalProcess | MentalEntity | Process creates mental state | | `isGeneratedBy` | MentalEntity | MentalProcess | Inverse of generates | | `modifies` | MentalProcess | MentalEntity | Process updates existing state | | `suppresses` | MentalProcess | MentalEntity | Process deactivates state | | `isTriggeredBy` | MentalProcess | MentalEntity | State initiates process | ### Referential Relations | Property | Domain | Range | Description | |----------|--------|-------|-------------| | `refersTo` | MentalEntity | WorldState | Mental state about world | | `perceives` | Agent | WorldState | Agent observes world | | `bringsAbout` | Action | WorldState | Action causes world change | | `reasonsUpon` | MentalProcess | MentalEntity | Input to reasoning | ### Structural Relations | Property | Domain | Range | Description | |----------|--------|-------|-------------| | `hasPart` | MentalEntity | MentalEntity | Meronymic composition | | `specifies` | Intention | Plan | Intention defines plan | | `addresses` | Plan | Goal | Plan achieves goal | | `hasComponent` | Plan | Task | Plan contains tasks | | `precedes` | Task | Task | Task ordering | ### Temporal Relations | Property | Domain | Range | Description | |----------|--------|-------|-------------| | `atTime` | Entity | TimeInstant | Point occurrence | | `hasValidity` | MentalEntity | TimeInterval | Persistence bounds | | `hasStartTime` | TimeInterval | TimeInstant | Interval start | | `hasEndTime` | TimeInterval | TimeInstant | Interval end | ### Justification Relations | Property | Domain | Range | Description | |----------|--------|-------|-------------| | `isJustifiedBy` | MentalEntity | Justification | Evidential support | | `justifies` | Justification | MentalEntity | Inverse relation | ## Ontological Restrictions ### Belief Restrictions ```turtle bdi:Belief rdfs:subClassOf [ a owl:Restriction ; owl:onProperty bdi:refersTo ; owl:someValuesFrom bdi:WorldState ] . bdi:Belief rdfs:subClassOf [ a owl:Restriction ; owl:onProperty bdi:hasValidity ; owl:maxCardinality 1 ] . ``` ### Desire Restrictions ```turtle bdi:Desire rdfs:subClassOf [ a owl:Restriction ; owl:onProperty bdi:isMotivatedBy ; owl:someValuesFrom bdi:Belief ] . ``` ### Intention Restrictions ```turtle bdi:Intention rdfs:subClassOf [ a owl:Restriction ; owl:onProperty bdi:fulfils ; owl:cardinality 1 ] . bdi:Intention rdfs:subClassOf [ a owl:Restriction ; owl:onProperty bdi:isSupportedBy ; owl:someValuesFrom bdi:Belief ] . ``` ### Mental Process Restrictions ```turtle bdi:BeliefProcess rdfs:subClassOf [ a owl:Restriction ; owl:onProperty bdi:generates ; owl:allValuesFrom bdi:Belief ] . bdi:DesireProcess rdfs:subClassOf [ a owl:Restriction ; owl:onProperty bdi:generates ; owl:allValuesFrom bdi:Desire ] . bdi:IntentionProcess rdfs:subClassOf [ a owl:Restriction ; owl:onProperty bdi:generates ; owl:allValuesFrom bdi:Intention ] . ``` ## DOLCE Alignment The BDI ontology aligns with DOLCE Ultra Lite (DUL) foundational ontology: | BDI Class | DUL Superclass | Rationale | |-----------|----------------|-----------| | `Agent` | `dul:Agent` | Intentional entity capable of action | | `Belief` | `dul:InformationObject` | Information-bearing entity | | `Desire` | `dul:Description` | Describes desired state | | `Intention` | `dul:Description` | Describes committed course | | `Goal` | `dul:Goal` | Desired end state description | | `Plan` | `dul:Plan` | Organized action sequence | | `WorldState` | `dul:Situation` | Configuration of entities | | `MentalProcess` | `dul:Event` | Temporally extended occurrence | | `Task` | `dul:Task` | Unit of planned work | | `Action` | `dul:Action` | Performed task instance | ## Reused Ontology Design Patterns ### EventCore Pattern Used for mental processes with temporal aspects and participant roles. ### Situation Pattern Used for world state configurations that mental states reference. ### TimeIndexedSituation Pattern Used for associating mental states with validity intervals. ### BasicPlan Pattern Used for goal-plan-task structures linking intentions to actions. ### Provenance Pattern Used for justification tracking and evidential chains. ## Namespace Declarations ```turtle @prefix bdi: . @prefix dul: . @prefix owl: . @prefix rdf: . @prefix rdfs: . @prefix xsd: . ```