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Hard Disk Ontology

Computer Hardware
Authors: MArk Anthony Higgins - Sky Recursive Ai
© Mark Anthony Higgins 11 October 2025
Revised Date: 01 October 2026
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FLOW ALGEBRA — HARD DISK ONTOLOGY
Semantic Library
Version: 4.0
Canonical Page:
https://kirethresearch.org/booksai-core/ontologies/computing-ontologies/computer-hardware/hard-disk-ontology.html

FLOW HARD_DISK_ONTOLOGY {

  META {
    DOMAIN = "Computing Ontologies"
    SUBDOMAIN = "Computer Hardware"
    ONTOLOGY = "Hard Disk Ontology"
    PURPOSE = "Formalise hard disk drive components, magnetic storage geometry, addressing, mechanical positioning, read/write operations, performance, health and failure relationships."
    LOCALE = "en-GB"
  }

  ENTITY_TYPES {
    HARD_DISK
    HARD_DISK_DRIVE
    HDD
    MAGNETIC_STORAGE
    STORAGE_DEVICE
    PLATTER
    MAGNETIC_SURFACE
    TRACK
    SECTOR
    CYLINDER
    READ_WRITE_HEAD
    HEAD_STACK_ASSEMBLY
    ACTUATOR
    ACTUATOR_ARM
    VOICE_COIL_MOTOR
    SPINDLE
    SPINDLE_MOTOR
    CONTROLLER
    DRIVE_CONTROLLER
    CACHE
    BUFFER
    INTERFACE
    SATA
    SAS
    USB
    ADDRESS
    LOGICAL_BLOCK_ADDRESS
    PHYSICAL_SECTOR
    DATA
    BLOCK_DATA
    READ_OPERATION
    WRITE_OPERATION
    SEEK_OPERATION
    ROTATIONAL_WAIT
    CACHE_OPERATION
    FLUSH_OPERATION
    COMMAND
    QUEUE
    CAPACITY
    USABLE_CAPACITY
    ROTATIONAL_SPEED
    RPM
    SEEK_TIME
    ROTATIONAL_LATENCY
    ACCESS_TIME
    TRANSFER_RATE
    THROUGHPUT
    IOPS
    BANDWIDTH
    ERROR
    BAD_SECTOR
    REMAPPED_SECTOR
    ECC
    SMART_DATA
    HEALTH_STATE
    POWER
    TEMPERATURE
    VIBRATION
    SHOCK
    STATE
    EVENT
    FAILURE
    FIRMWARE
    FIRMWARE_VERSION
    CONFIGURATION
    HARDWARE_REVISION
    PERFORMANCE_METRIC
    EVIDENCE
    CONFIDENCE_SCORE
    PROVENANCE_RECORD
  }

  RELATIONSHIPS {
    IS_A
    INSTANCE_OF
    PART_OF
    CONTAINS
    HAS_PLATTER
    HAS_SURFACE
    HAS_TRACK
    HAS_SECTOR
    HAS_HEAD
    HAS_ACTUATOR
    HAS_SPINDLE
    HAS_CONTROLLER
    HAS_CACHE
    HAS_INTERFACE
    HAS_ADDRESS
    MAPS_TO
    STORES
    READS
    WRITES
    SEEKS_TO
    ROTATES_TO
    TRANSFERS
    QUEUES
    FLUSHES
    REMAPS
    DETECTS_ERROR
    CORRECTS_ERROR
    HAS_ECC
    HAS_CAPACITY
    HAS_ROTATIONAL_SPEED
    HAS_SEEK_TIME
    HAS_ROTATIONAL_LATENCY
    HAS_ACCESS_TIME
    HAS_TRANSFER_RATE
    HAS_IOPS
    HAS_HEALTH_STATE
    HAS_POWER
    HAS_TEMPERATURE
    HAS_VIBRATION
    HAS_STATE
    TRANSITIONS_TO
    HAS_FIRMWARE
    HAS_FIRMWARE_VERSION
    HAS_CONFIGURATION
    HAS_HARDWARE_REVISION
    FAILS_WITH
    DEPENDS_ON
    PRECEDES
    FOLLOWS
    DERIVED_FROM
    INFERRED_FROM
    HAS_EVIDENCE
    HAS_CONFIDENCE
    HAS_PROVENANCE
    SEMANTICALLY_EQUIVALENT_TO
  }

  INPUTS {
    HDD_SPECIFICATIONS
    MANUFACTURER_DATA
    MODEL_DATA
    CAPACITY_DATA
    PLATTER_AND_HEAD_DATA
    ROTATIONAL_SPEED_DATA
    INTERFACE_DATA
    ADDRESS_MAPPING_DATA
    READ_WRITE_TRACES
    SEEK_DATA
    QUEUE_DATA
    PERFORMANCE_METRICS
    SMART_DATA
    BAD_SECTOR_DATA
    ERROR_LOGS
    TEMPERATURE_DATA
    VIBRATION_DATA
    POWER_DATA
    FIRMWARE_DATA
    CONFIGURATION_DATA
    HARDWARE_REVISION_DATA
    ONTOLOGY_TERMS
  }

  NORMALISE {
    STANDARDISE_HDD_IDENTIFIERS
    NORMALISE_MANUFACTURER_NAMES
    NORMALISE_MODEL_NAMES
    NORMALISE_CAPACITY_UNITS
    NORMALISE_ROTATIONAL_SPEED_UNITS
    NORMALISE_TIME_UNITS
    NORMALISE_TRANSFER_RATE_UNITS
    NORMALISE_IOPS
    NORMALISE_INTERFACE_NAMES
    NORMALISE_ADDRESS_FORMATS
    NORMALISE_TEMPERATURE_UNITS
    NORMALISE_VIBRATION_UNITS
    NORMALISE_POWER_UNITS
    NORMALISE_FIRMWARE_VERSIONS
    NORMALISE_HARDWARE_REVISIONS
    NORMALISE_ERROR_TYPES
    RESOLVE_DEVICE_IDENTITIES
    ALIGN_ONTOLOGY_TERMS
    REMOVE_DUPLICATES
    VALIDATE_METADATA
    PRESERVE_PROVENANCE
  }

  PROCESS HDD_IO_PIPELINE {
    IO_REQUEST
      -> COMMAND_QUEUE
      -> SCHEDULING
      -> LOGICAL_ADDRESS_RESOLUTION
      -> PHYSICAL_LOCATION_APPROXIMATION_OR_MAPPING
      -> SEEK
      -> ROTATIONAL_POSITIONING
      -> READ_OR_WRITE
      -> DATA_TRANSFER
      -> COMPLETION_RESPONSE
  }

  PROCESS READ_REASONING {
    READ_REQUEST + LOGICAL_BLOCK_ADDRESS
      -> CONTROLLER_MAPPING

    CONTROLLER_MAPPING
      -> TARGET_SECTOR

    TARGET_SECTOR
      -> HEAD_POSITIONING

    HEAD_POSITIONING
      -> ROTATIONAL_ALIGNMENT

    ROTATIONAL_ALIGNMENT
      -> MAGNETIC_READ

    MAGNETIC_READ
      -> ECC_CHECK
      -> DATA_RETURN
  }

  PROCESS WRITE_REASONING {
    WRITE_REQUEST + DATA + LOGICAL_BLOCK_ADDRESS
      -> CONTROLLER_MAPPING

    CONTROLLER_MAPPING
      -> TARGET_SECTOR

    TARGET_SECTOR
      -> HEAD_POSITIONING
      -> ROTATIONAL_ALIGNMENT

    ROTATIONAL_ALIGNMENT
      -> MAGNETIC_WRITE

    MAGNETIC_WRITE
      -> VERIFY_OR_ERROR_CHECK
      -> UPDATED_STORAGE_STATE
  }

  PROCESS SEEK_REASONING {
    CURRENT_HEAD_POSITION + TARGET_TRACK
      -> SEEK_DISTANCE

    SEEK_DISTANCE
      -> ACTUATOR_MOVEMENT

    ACTUATOR_MOVEMENT
      -> HEAD_SETTLING

    HEAD_SETTLING
      -> SEEK_COMPLETE
  }

  PROCESS ROTATIONAL_REASONING {
    TARGET_SECTOR + CURRENT_ANGULAR_POSITION
      -> ROTATIONAL_WAIT

    ROTATIONAL_WAIT
      -> SECTOR_ALIGNMENT

    SECTOR_ALIGNMENT
      -> MEDIA_ACCESS
  }

  PROCESS BAD_SECTOR_REASONING {
    READ_OR_WRITE_ERROR
      -> SECTOR_DIAGNOSTIC

    SECTOR_DIAGNOSTIC
      -> RECOVERABLE_OR_UNRECOVERABLE

    RECOVERABLE
      -> DATA_RECOVERY_ATTEMPT

    UNRELIABLE_OR_FAILED_SECTOR
      -> REMAP_IF_SPARE_AVAILABLE

    REMAP
      -> REMAPPED_SECTOR_RELATION
  }

  PROCESS HEALTH_REASONING {
    SMART_DATA + ERROR_LOGS + BAD_SECTOR_DATA + TEMPERATURE_DATA
      -> HDD_HEALTH_PROFILE

    HDD_HEALTH_PROFILE
      -> MEDIA_INDICATORS
      -> MECHANICAL_INDICATORS
      -> INTERFACE_INDICATORS
      -> THERMAL_INDICATORS

    INDICATORS
      -> HEALTH_STATE
      -> FAILURE_RISK_HYPOTHESIS
      -> CONFIDENCE_SCORE
  }

  PROCESS PERFORMANCE_REASONING {
    HDD + WORKLOAD + QUEUE_DEPTH + CONFIGURATION
      -> HDD_PROFILE

    HDD_PROFILE
      -> SEEK_TIME
      -> ROTATIONAL_LATENCY
      -> TRANSFER_TIME
      -> QUEUEING_DELAY
      -> RANDOM_IOPS
      -> SEQUENTIAL_THROUGHPUT

    HDD_PROFILE
      -> BOTTLENECK_HYPOTHESIS
  }

  RULES {
    IF HDD_IO_OCCURS
    THEN REQUIRE {
      OPERATION_TYPE
      LOGICAL_ADDRESS
      DEVICE_CONTEXT
      INTERFACE_CONTEXT
    }

    IF RANDOM_ACCESS_OCCURS
    THEN PRESERVE SEEK_AND_ROTATIONAL_CONTEXT

    IF SEQUENTIAL_ACCESS_OCCURS
    THEN DO_NOT_ASSUME_SEEK_COST_FOR_EVERY_BLOCK

    IF RPM_IS_HIGHER
    THEN DO_NOT_AUTOMATICALLY_INFER_PROPORTIONALLY_HIGHER_TOTAL_PERFORMANCE

    IF BAD_SECTOR_IS_REPORTED
    THEN PRESERVE ORIGINAL_SECTOR_ERROR_AND_REMAP_CONTEXT

    IF SMART_INDICATOR_CHANGES
    THEN DO_NOT_ASSERT_IMMINENT_FAILURE_WITHOUT_SUPPORTING_EVIDENCE

    IF LOGICAL_BLOCK_ADDRESS_IS_KNOWN
    THEN DO_NOT_ASSUME_EXACT_PHYSICAL_GEOMETRY_WITHOUT_CONTROLLER_MAPPING_EVIDENCE

    IF SEMANTIC_IDENTIFIERS_DIFFER
    AND HDD_REFERENT_IS_SAME
    THEN APPLY SEMANTIC_EQUIVALENCE
  }

  CONFIDENCE {
    CONFIDENCE_SCORE =
      WEIGHT(
        DEVICE_SPECIFICATION_COMPLETENESS,
        MODEL_IDENTIFICATION_CERTAINTY,
        ADDRESS_MAPPING_CERTAINTY,
        IO_TRACE_COMPLETENESS,
        SMART_DATA_QUALITY,
        ERROR_LOG_QUALITY,
        PERFORMANCE_MEASUREMENT_QUALITY,
        PROVENANCE_COMPLETENESS
      )

    LEVELS {
      HIGH
      MODERATE
      LOW
      INSUFFICIENT
    }

    IF PHYSICAL_MAPPING_IS_UNKNOWN
    THEN REDUCE_GEOMETRY_INFERENCE_CONFIDENCE

    IF HEALTH_DATA_IS_INCOMPLETE
    THEN REDUCE_FAILURE_RISK_INFERENCE_CONFIDENCE

    IF REPRODUCIBLE_IO_TESTS_CONFIRM_BEHAVIOUR
    THEN INCREASE CONFIDENCE_SCORE
  }

  SEMANTIC_EQUIVALENCE {
    EQUIVALENCE_KEY =
      NORMALISE(
        ENTITY_TYPE,
        MANUFACTURER,
        MODEL,
        CAPACITY,
        ROTATIONAL_SPEED,
        FIRMWARE_VERSION,
        HARDWARE_REVISION
      )

    IF EQUIVALENCE_KEY(A) == EQUIVALENCE_KEY(B)
    THEN A SEMANTICALLY_EQUIVALENT_TO B

    ELSE PRESERVE_DISTINCT_ENTITIES
  }

  REASONING_CONSTRAINTS {
    HDD != SSD
    LOGICAL_BLOCK_ADDRESS != NECESSARILY_DIRECT_PHYSICAL_GEOMETRY
    SEEK_TIME != ROTATIONAL_LATENCY
    ACCESS_TIME != TRANSFER_TIME
    RPM != COMPLETE_PERFORMANCE_MEASURE
    SEQUENTIAL_THROUGHPUT != RANDOM_IOPS
    INTERFACE_BANDWIDTH != MEDIA_THROUGHPUT
    CACHE_HIT != MEDIA_ACCESS
    BAD_SECTOR != COMPLETE_DRIVE_FAILURE
    SMART_INDICATOR != CERTAIN_FAILURE_PREDICTION
    PERFORMANCE_IS_WORKLOAD_AND_QUEUE_DEPTH_DEPENDENT
    TEMPERATURE_VIBRATION_AND_SHOCK_MAY_AFFECT_RELIABILITY
    FIRMWARE_AFFECTS_DEVICE_BEHAVIOUR
    PROVENANCE_MUST_BE_PRESERVED
    UNCERTAINTY_MUST_NOT_BE_DISCARDED
  }

  VALIDATION {
    CHECK_ENTITY_TYPES
    CHECK_RELATION_DOMAINS_AND_RANGES
    CHECK_HDD_IDENTIFIER
    CHECK_CAPACITY
    CHECK_ROTATIONAL_SPEED
    CHECK_INTERFACE
    CHECK_LOGICAL_ADDRESS
    CHECK_PHYSICAL_MAPPING_CONTEXT
    CHECK_READ_WRITE_RELATIONS
    CHECK_SEEK_AND_ROTATIONAL_RELATIONS
    CHECK_QUEUE_CONTEXT
    CHECK_BAD_SECTOR_AND_REMAP_RELATIONS
    CHECK_SMART_DATA
    CHECK_PERFORMANCE_CONTEXT
    CHECK_TEMPERATURE_AND_VIBRATION_CONTEXT
    CHECK_FIRMWARE_VERSION
    CHECK_HARDWARE_REVISION
    CHECK_CONFIGURATION
    CHECK_PROVENANCE
    CHECK_CONFIDENCE
    CHECK_SEMANTIC_CONSISTENCY
  }

  OUTPUTS {
    NORMALISED_HDD_ENTITIES
    PLATTER_TRACK_SECTOR_RELATIONS
    HEAD_AND_ACTUATOR_RELATIONS
    ADDRESS_MAPPING_RELATIONS
    READ_WRITE_RELATIONS
    SEEK_RELATIONS
    ROTATIONAL_RELATIONS
    IO_QUEUE_RELATIONS
    BAD_SECTOR_RELATIONS
    REMAP_RELATIONS
    SMART_AND_HEALTH_RELATIONS
    HDD_STATE_TRANSITIONS
    PERFORMANCE_PROFILES
    FAILURE_RISK_HYPOTHESES
    BOTTLENECK_HYPOTHESES
    CONFIDENCE_SCORES
    EVIDENCE_LINKS
    PROVENANCE_RECORDS
    EXPLANATION_PATHS
  }

  UPDATE_MODEL {
    ON HDD_FIRMWARE_OR_CONFIGURATION_CHANGE {
      NORMALISE
      ENTITY_RESOLUTION
      UPDATE_ADDRESS_MAPPING
      UPDATE_MEDIA_MODEL
      UPDATE_INTERFACE_CONTEXT
      UPDATE_FIRMWARE_CONTEXT
      RECOMPUTE_AFFECTED_RELATIONS
      UPDATE_CONFIDENCE
      PRESERVE_VERSION_HISTORY
    }

    ON NEW_IO_HEALTH_ERROR_OR_PERFORMANCE_DATA {
      LINK_EVIDENCE
      UPDATE_IO_TRACE
      UPDATE_BAD_SECTOR_PROFILE
      UPDATE_HEALTH_PROFILE
      UPDATE_PERFORMANCE_PROFILE
      REASSESS_FAILURE_RISK
      REASSESS_BOTTLENECKS
      UPDATE_CONFIDENCE
      RECORD_PROVENANCE
    }

    ON ONTOLOGY_REVISION {
      REMAP_TERMS
      CHECK_SEMANTIC_EQUIVALENCE
      IDENTIFY_DEPRECATED_TERMS
      MIGRATE_RELATIONSHIPS
      PRESERVE_PRIOR_VERSION_REFERENCES
    }
  }

  FLOW_HASH {
    HASH_INPUT =
      CANONICALISE(
        ENTITY_TYPES,
        RELATIONSHIPS,
        RULES,
        CONFIDENCE,
        SEMANTIC_EQUIVALENCE,
        REASONING_CONSTRAINTS,
        UPDATE_MODEL
      )

    FLOW_HASH = SHA256(HASH_INPUT)
  }

  AI_CONSUMPTION {
    INDEX {
      ONTOLOGY
      ENTITY_TYPES
      RELATIONSHIPS
      RULES
      OUTPUTS
    }

    RETRIEVE {
      BY_HDD
      BY_PLATTER
      BY_TRACK
      BY_SECTOR
      BY_HEAD
      BY_ADDRESS
      BY_READ
      BY_WRITE
      BY_SEEK
      BY_BAD_SECTOR
      BY_SMART_DATA
      BY_HEALTH_STATE
      BY_PERFORMANCE
      BY_CONFIDENCE
    }

    REASON {
      APPLY_RELATIONSHIPS
      APPLY_RULES
      TRACE_HDD_IO
      TRACE_ADDRESS_MAPPING
      ANALYSE_READ_WRITE_OPERATIONS
      ANALYSE_SEEK_AND_ROTATION
      ANALYSE_BAD_SECTORS_AND_REMAPS
      ANALYSE_SMART_AND_HEALTH_DATA
      ANALYSE_PERFORMANCE
      CHECK_SEMANTIC_EQUIVALENCE
      PRESERVE_UNCERTAINTY
      TRACE_EVIDENCE
      TRACE_PROVENANCE
      GENERATE_EXPLANATION_PATH
    }

    RESPONSE_POLICY {
      DISTINGUISH_HDD_FROM_SOLID_STATE_STORAGE
      DISTINGUISH_LOGICAL_FROM_PHYSICAL_LOCATION
      DISTINGUISH_SEEK_FROM_ROTATIONAL_LATENCY
      PRESERVE_WORKLOAD_QUEUE_FIRMWARE_AND_INTERFACE_CONTEXT
      DISTINGUISH_HEALTH_INDICATOR_FROM_CERTAIN_FAILURE
      RETURN_CONFIDENCE_WHEN_AVAILABLE
      RETURN_PROVENANCE_WHEN_AVAILABLE
      AVOID_UNSUPPORTED_HDD_INFERENCE
    }
  }

  TERMINAL {
    RESULT =
      VALIDATED(
        SEMANTICALLY_NORMALISED(
          EVIDENCE_LINKED(
            CONFIDENCE_AWARE(
              HARD_DISK_KNOWLEDGE
            )
          )
        )
      )
  }
}

END FLOW
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