# Industrial data ontology

Canonical: https://codeatoms.ai/industrial-data-ontology/
License: CC BY 4.0
Publisher: CodeNinja Atoms (https://codeatoms.ai)

An industrial data ontology is a typed model of the data an industrial operation already holds: each asset, record, event, site and person becomes an object with properties and status values, anchored in the system of record that holds its data, and joined to the others by typed links. CodeNinja Atoms has published 28 industrial data ontologies, one per real operation across 11 sectors in the United States (14), Saudi Arabia (7), Pakistan (6), Germany (1): 397 objects, 1424 properties and 360 links, 328 of the 397 objects anchored in a named source system. Each is hyper-ontology/1 JSON under CC BY 4.0.

All 397 objects as one table: objects.jsonl in https://huggingface.co/datasets/CodeNinjatools/vertical-driven-architectures · format: https://codeatoms.ai/developer/reference/hyper-ontology-1/

## What an industrial data ontology holds

| Kind | Objects | What it is | Examples from the published models |
|---|---|---|---|
| asset | 112 | equipment and other physical things the operation owns and maintains | Formed structural part, Commuter car, Operating Facility / Site |
| record | 98 | what the operation writes down: work orders, tickets, findings, calibrations | Incident/Accident Record, Batch ticket, Failure mode |
| event | 50 | something that happens at a time: an alarm, a fault, a mission | Flight Mission, Condition Anomaly Alert, Active fault |
| site | 30 | a place the operation runs: a station, a field, a centre | Compressor Station, Distribution Center, Farm holding |
| actor | 24 | a role that acts on the operation: a desk, a crew, an officer | Mechanical desk controller, Field crew, Revenue field officer |
| document | 22 | a report, letter or dataset the operation keeps | QA/QC Accuracy Report, RCA report, OEM Authorization Letter |
| person | 20 | a named job a person holds: the one who reads, decides or approves | Shift Lead, Instrumentation Technician, Worker |
| measure | 20 | a reading, sample or score taken from the operation | Monitored point, Detector Reading, Criticality index |
| system | 14 | a software or control system the model names as an object in its own right | HVDC Transmission System, Edge Gateway, Data Source Connection |
| material | 7 | stock that moves through the operation: parts, wafers, containers | Spare part, Wafer, SKU |

## The parts of an industrial data ontology

| Part | What it is | In the published models |
|---|---|---|
| Object | one thing the operation tracks, with a kind | 397 objects across 28 models |
| Properties | what the operation records about the object | 1424 properties |
| Anchor | the system of record that already holds the object's data; the ontology reads it and never replaces it | 328 of 397 objects name one |
| Status vocabulary | the fixed values the object's state can take | 127 of 397 objects carry one |
| Typed links | typed relations to other objects in the same model | 360 links, 336 of them named |

## Every published industrial data ontology

| Design | Sector | Country | Objects | Links | Anchored | JSON | DOI |
|---|---|---|---|---|---|---|---|
| [Industrial Data Ontology for a Water Utility in the United States](https://codeatoms.ai/water-utility-ontology-us/) | energy and utilities | United States | 16 | 14 | 16 of 16 | https://codeatoms.ai/water-utility-ontology-us/ontology/objects.json | 10.5281/zenodo.23889772 |
| [Physical AI System Design for Wafer Defect Inspection in the United States](https://codeatoms.ai/wafer-defect-inspection-us/) | semiconductors | United States | 16 | 12 | 13 of 16 | https://codeatoms.ai/wafer-defect-inspection-us/ontology/objects.json | 10.5281/zenodo.23889770 |
| [Industrial AI for an Open Pit Mine Haul Fleet in Saudi Arabia](https://codeatoms.ai/open-pit-mine-haul-fleet-saudi-arabia/) | mining | Saudi Arabia | 16 | 13 | 12 of 16 | https://codeatoms.ai/open-pit-mine-haul-fleet-saudi-arabia/ontology/objects.json | 10.5281/zenodo.23889774 |
| [Sovereign AI Architecture for a Grid Control Room in Saudi Arabia](https://codeatoms.ai/grid-control-room-saudi-arabia/) | energy and utilities | Saudi Arabia | 16 | 13 | 14 of 16 | https://codeatoms.ai/grid-control-room-saudi-arabia/ontology/objects.json | 10.5281/zenodo.23889768 |
| [Silicon Ledger](https://codeatoms.ai/chip-design-ontology-saudi-arabia/) | semiconductors | Saudi Arabia | 16 | 13 | 13 of 16 | https://codeatoms.ai/chip-design-ontology-saudi-arabia/ontology/objects.json | 10.5281/zenodo.23693146 |
| [Wayside Trend Watch](https://codeatoms.ai/wayside-detector-trending-rail-us/) | rail and transportation | United States | 14 | 13 | 13 of 14 | https://codeatoms.ai/wayside-detector-trending-rail-us/ontology/objects.json | 10.5281/zenodo.23556421 |
| [Warehouse Twin Command](https://codeatoms.ai/warehouse-digital-twin-us/) | warehousing and intralogistics | United States | 14 | 14 | 10 of 14 | https://codeatoms.ai/warehouse-digital-twin-us/ontology/objects.json | 10.5281/zenodo.23556416 |
| [Pipeline Integrity Watch](https://codeatoms.ai/pipeline-integrity-gas-transmission-us/) | oil and gas | United States | 14 | 13 | 4 of 14 | https://codeatoms.ai/pipeline-integrity-gas-transmission-us/ontology/objects.json | 10.5281/zenodo.23556374 |
| [Depot Operating Object Model](https://codeatoms.ai/factory-ontology-rebuild-depot-us/) | discrete manufacturing and automotive | United States | 14 | 13 | 14 of 14 | https://codeatoms.ai/factory-ontology-rebuild-depot-us/ontology/objects.json | 10.5281/zenodo.23570177 |
| [Port Drone Watch](https://codeatoms.ai/drone-detection-dispatch-port-germany/) | maritime and ports | Germany | 15 | 14 | 15 of 15 | https://codeatoms.ai/drone-detection-dispatch-port-germany/ontology/objects.json | 10.5281/zenodo.23635729 |
| [Turbine Island Watch](https://codeatoms.ai/steam-turbine-condition-monitoring-pakistan/) | energy and utilities | Pakistan | 10 | 10 | 10 of 10 | https://codeatoms.ai/steam-turbine-condition-monitoring-pakistan/ontology/objects.json | 10.5281/zenodo.23365092 |
| [Consist Watch](https://codeatoms.ai/rail-fleet-condition-monitoring-us/) | rail and transportation | United States | 14 | 13 | 0 of 14 | https://codeatoms.ai/rail-fleet-condition-monitoring-us/ontology/objects.json | 10.5281/zenodo.23365118 |
| [Hangar Form Cell](https://codeatoms.ai/dieless-sheet-metal-cell-aerospace-mro-us/) | aviation and aerospace manufacturing | United States | 14 | 14 | 2 of 14 | https://codeatoms.ai/dieless-sheet-metal-cell-aerospace-mro-us/ontology/objects.json | 10.5281/zenodo.23308095 |
| [Corridor Guard](https://codeatoms.ai/dc-interference-gas-pipelines-pakistan/) | oil and gas | Pakistan | 15 | 9 | 3 of 15 | https://codeatoms.ai/dc-interference-gas-pipelines-pakistan/ontology/objects.json | 10.5281/zenodo.23308093 |
| [Pit Camera Watch](https://codeatoms.ai/test-site-camera-monitoring-us/) | discrete manufacturing and automotive | United States | 15 | 13 | 14 of 15 | https://codeatoms.ai/test-site-camera-monitoring-us/ontology/objects.json | 10.5281/zenodo.23296077 |
| [Baseline](https://codeatoms.ai/vegetation-mapping-lidar-us/) | agriculture and earth observation | United States | 16 | 14 | 16 of 16 | https://codeatoms.ai/vegetation-mapping-lidar-us/ontology/objects.json | 10.5281/zenodo.23186673 |
| [Fodder Watch](https://codeatoms.ai/restricted-crop-monitoring-saudi-arabia/) | agriculture and earth observation | Saudi Arabia | 14 | 14 | 14 of 14 | https://codeatoms.ai/restricted-crop-monitoring-saudi-arabia/ontology/objects.json | 10.5281/zenodo.23186675 |
| [Field Ledger](https://codeatoms.ai/farm-data-dashboard-pakistan/) | agriculture and earth observation | Pakistan | 12 | 12 | 12 of 12 | https://codeatoms.ai/farm-data-dashboard-pakistan/ontology/objects.json | 10.5281/zenodo.23186671 |
| [Loop Integrity Watch](https://codeatoms.ai/tank-gauge-integrity-pakistan/) | oil and gas | Pakistan | 15 | 15 | 15 of 15 | https://codeatoms.ai/tank-gauge-integrity-pakistan/ontology/objects.json | 10.5281/zenodo.23157967 |
| [Reliability Atlas](https://codeatoms.ai/plant-reliability-assessment-saudi-arabia/) | energy and utilities | Saudi Arabia | 13 | 14 | 13 of 13 | https://codeatoms.ai/plant-reliability-assessment-saudi-arabia/ontology/objects.json | 10.5281/zenodo.23157965 |
| [Grid Context Watch](https://codeatoms.ai/ot-security-cip-evidence-us/) | energy and utilities | United States | 14 | 14 | 14 of 14 | https://codeatoms.ai/ot-security-cip-evidence-us/ontology/objects.json | 10.5281/zenodo.23157957 |
| [Structure Phase Watch](https://codeatoms.ai/structure-phase-construction-saudi-arabia/) | heavy industry and construction | Saudi Arabia | 15 | 12 | 15 of 15 | https://codeatoms.ai/structure-phase-construction-saudi-arabia/ontology/objects.json | 10.5281/zenodo.23126448 |
| [Steel Count Ledger](https://codeatoms.ai/steel-production-count-pakistan/) | heavy industry and construction | Pakistan | 14 | 12 | 14 of 14 | https://codeatoms.ai/steel-production-count-pakistan/ontology/objects.json | 10.5281/zenodo.23126563 |
| [Port Twin](https://codeatoms.ai/port-digital-twin-us/) | maritime and ports | United States | 13 | 13 | 13 of 13 | https://codeatoms.ai/port-digital-twin-us/ontology/objects.json | 10.5281/zenodo.23126431 |
| [Factory Fire Watch](https://codeatoms.ai/factory-fire-monitoring-saudi-arabia/) | heavy industry and construction | Saudi Arabia | 14 | 12 | 14 of 14 | https://codeatoms.ai/factory-fire-monitoring-saudi-arabia/ontology/objects.json | 10.5281/zenodo.23126565 |
| [Feeder Firewatch](https://codeatoms.ai/wildfire-risk-distribution-us/) | energy and utilities | United States | 14 | 12 | 14 of 14 | https://codeatoms.ai/wildfire-risk-distribution-us/ontology/objects.json | 10.5281/zenodo.23159328 |
| [Terminal Pulse](https://codeatoms.ai/truck-turn-container-terminal-us/) | maritime and ports | United States | 12 | 11 | 12 of 12 | https://codeatoms.ai/truck-turn-container-terminal-us/ontology/objects.json | 10.5281/zenodo.23159331 |
| [Sovereign HSE Watch](https://codeatoms.ai/sovereign-hse-pakistan/) | oil and gas | Pakistan | 12 | 14 | 9 of 12 | https://codeatoms.ai/sovereign-hse-pakistan/ontology/objects.json | 10.5281/zenodo.23119714 |

See also: [sovereign AI reference architectures](https://codeatoms.ai/sovereign-ai-reference-architectures/), [industrial ontology examples](https://codeatoms.ai/industrial-ontology-examples/), [industrial AI reference architecture](https://codeatoms.ai/industrial-ai-reference-architecture/), [physical AI system design](https://codeatoms.ai/physical-ai-system-design/), [self-improving AI system](https://codeatoms.ai/self-improving-ai-system/).