Data Field Services

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How these layers fit together

Field data work usually needs more than one standard. Observation vocabularies name the reading; quantity vocabularies fix the unit; domain schemas name wells and facilities; industrial protocols move the bits; provenance and credentials say who stands behind a published view. See also field measurement, field connectivity, and the Discovery process.

Practical kernel: SOSA + QUDT for the reading; OSDU / Energistics / PPDM for the asset; OPC UA · MQTT · Modbus (or LPWAN / mesh) for the hop; schema.org + PROV / VC / Content Credentials for the office release.

Linked observation & IoT vocabularies

Standard Role
SOSA / SSN (W3C) Sensor, Observation, Sample, Actuator — core linked pattern for who measured what property of which feature, with result and time.
OGC O&M / OMS Observations & Measurements conceptual model; aligned with SOSA for geospatial and environmental sensing.
OGC SensorML Describe sensors, systems, and processes (capabilities, calibration, composition).
OGC SensorThings API REST/IoT-facing access to observations and things; practical bridge from devices to open observation models.
QUDT Quantities, units, dimensions, and types — so psi, Pa, °API, m³/d, mole % stay comparable across systems.
schema.org Observation / PropertyValue / QuantitativeValue Thinner web-facing types for office pages and search; weaker industrial fidelity than SOSA + QUDT.

Oil & gas / energy domain

Standard Role
OSDU (The Open Group) Industry data-platform schemas for wells, facilities, and subsurface/energy data products; RDF/OWL mappings exist for graph use.
Energistics WITSML Wellbore drilling and well data interchange — including well logs (curves, log headers, trajectory, mud log), alongside drilling and well objects (XML-first; often mapped into OSDU or graphs).
LAS / DLIS (and related log file conventions) Common digital well-log file formats used for curve delivery and archive; typically bridged into WITSML/OSDU or office views with wellbore and run identity preserved.
Energistics PRODML Production reporting and related production / oil data exchange.
Energistics RESQML Reservoir earth-model and related subsurface interchange.
PPDM (e.g. What is a Well? / Facility?) Shared business definitions for wells and facilities — naming consistency more than a full RDF stack.
ISO 15926 Process-plant / lifecycle reference data for facilities integration (heavyweight; common in plant information models).

Land management, GIS & geospatial

Standard / service Role
PPDM land / well / facility concepts Shared business naming for wells, facilities, and land-related entities used across land and ops systems.
OSDU spatial / well / facility types Platform schemas that can carry well and facility locations alongside subsurface and production data products.
OGC WMS / WMTS Map image services for lease, tract, well, and infrastructure overlays in office and field viewers.
OGC WFS / OGC API — Features Queryable vector features (polygons, points, lines) for land parcels, ROWs, and well spots — GIS services for extract and integrate.
GeoSPARQL / WGS84 / CRS registries Linked geometry and coordinate reference so “where” is unambiguous across systems.
GeoJSON / ISO 19115 metadata Lightweight feature exchange and dataset lineage/metadata for published GIS layers.
ISO 19156 (OGC O&M) Geographic information — Observations and measurements when sensor samples are spatially referenced.
WaterML / GroundwaterML (OGC) Hydrologic and groundwater time series and related water observations.
SWEET and related env ontologies Broader environmental science terms when HSE and ambient context matter.

Industrial & field transport layers

These move payloads; they do not by themselves guarantee shared meaning in the office. Pair them with observation and domain vocabularies above.

Layer / standard Role
OPC UA Industrial information models and secure access; companion specs for equipment classes; common plant/edge bridge.
MQTT (+ Sparkplug in many fleets) Pub/sub transport for telemetry and events; Sparkplug adds topic/payload conventions for industrial devices.
Modbus (TCP / RTU) Widespread register-level exchange with meters, PLCs, and legacy field devices.
IEC 61850 Power-system and related substation automation models (when facilities include electrical scope).
Bluetooth / BLE Near-field pairing, commission, and local readout when WAN is absent.
NFC Tap identity for assets, credentials, or job context.
Wi‑Fi / Ethernet Local high-bandwidth LAN for cameras, tablets, and edge PCs.
LoRa / LoRaWAN LPWAN for low-power, long-range sensor uplinks; LoRaWAN adds join, network server, and device identity roles.
Cellular (LTE / 5G / LTE-M / NB-IoT) Wide-area backhaul and IoT profiles for battery endpoints and gateways.
Satellite IoT / VSAT-class links Blind-spot and remote-pad backhaul; high latency, strict payload discipline.
Mesh / delay-tolerant stacks (e.g. Reticulum-class) Multi-hop and intermittent delivery with cryptographic destinations when infrastructure is thin or contested.
HTTPS / REST APIs Office and cloud interchange; often the last hop into ERP, portals, and analytics.

Identity, time, provenance & audit

Standard Role
schema.org Person / Organization Named agents on published office views and engagement artifacts.
W3C Verifiable Credentials Portable, cryptographically verifiable claims about identity or attestations.
C2PA / Content Credentials Signed content provenance for releases and media; inspectable “who published what bytes.”
PROV-O (W3C) Provenance graphs: what was generated by whom, using which sources.
XML Schema dateTime / OWL-Time Trusted timestamps and richer temporal relations when needed.
JSON-LD (W3C) Linked-data encoding that lets vocabularies above travel as ordinary web documents.

Quick map by need

Need Common open choice
Reading event SOSA Observation (+ OGC O&M / SensorThings where geospatial IoT applies)
Unit / quantity QUDT
Well / facility / log / land type OSDU (+ PPDM naming); WITSML log objects; LAS/DLIS; lease/tract identity
Pipeline / midstream Segment and station IDs; batch; integrity stationing; corridor GIS (see pipeline data)
GIS / map services OGC WMS/WMTS, WFS / OGC API — Features, GeoSPARQL, GeoJSON
Ops / production / log interchange WITSML / PRODML or OPC UA / MQTT
Field radio / backhaul BLE · NFC · Wi‑Fi · LoRaWAN · cellular · satellite · mesh
Office web view schema.org + signed object
Provenance PROV-O / Verifiable Credentials / C2PA-shaped claims

How we use this list

We do not prescribe one stack for every site. In Discovery we match requirement needs to the thinnest workable set of these standards — then keep plant control where it belongs. Related: LDUX and SCADA and field to verifiable view.