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Systems integration

Model the line before you automate it. ISO 23247 just got the part that makes that practical

A digital twin is only useful if it can be trusted, and until this year the international standard for manufacturing digital twins was missing the part that says how one is actually composed. ISO 23247 got that part in 2026.

Terence Kok · 2026-03-27 · 5 min read

Two identical matte white machined turbine assemblies facing each other like mirrored twins, a red rim accent on the nearer one.

Executive summary

2021

ISO 23247 Parts 1–3 (overview, architecture, digital representation) published

2026

Part 6 (digital twin composition) published — the part defining how a twin is actually assembled

Core conclusions

  • A digital twin's first job is to let you rehearse the automation decision against a model that behaves like the real line, before the capital is committed.
  • ISO 23247 Part 6 defines three composition models — integrated, unified, federated — and the choice has to match the estate it describes.
  • Ask a digital-twin proposal which composition model it's built on and why — a proposal that hasn't considered the question hasn't actually designed the twin yet.

Committing capital to an autonomy project on a line you have only ever seen running is a bet on your own memory of how it behaves under load, at the edges of a shift, and on the days something is already slightly wrong. A digital twin — a live, data-fed model of the physical asset — exists to remove that bet, and it only became fully standardised this year.

ISO 23247 is the international framework for digital twins in manufacturing. Parts 1 through 3 — the overview, the reference architecture, and the digital representation — were published in 2021 and set the vocabulary. Part 5, the digital thread, and Part 6, digital twin composition, followed in 2026, and Part 6 is the one that matters for planning: it defines how twins are actually assembled, as integrated, unified or federated models, rather than leaving that decision to whichever vendor is selling the software.

ISO 23247's three composition models

ModelHow it's builtWhere it fits
IntegratedOne system holds the model and the data togetherA single line or cell, one vendor, no need to federate across systems
UnifiedA common data model that multiple sources feed intoA plant where several systems already exist and need to agree on one representation
FederatedIndependent twins linked at defined interfaces, no single shared modelA multi-site estate where sites won't standardise on one platform, and shouldn't have to
Diagram of ISO 23247's three digital twin composition models: integrated, unified and federated, each shown as a distinct system topology.
ISO 23247's three composition models — how the model and the data are actually assembled.

The planning use, not the automation use

The twin's first job is not to run the autonomous system. It is to let you rehearse the automation decision — the failure modes, the edge cases, the sequencing — against a model that behaves like the real line, before the capital for the real thing is committed.

That only works if the twin's composition model matches the estate it describes. A federated model bolted onto a single line adds integration overhead for no reason; an integrated model stretched across a multi-site estate breaks the moment the sites disagree on a data definition. ISO 23247 Part 6 exists so that choice gets made deliberately, against a published framework, instead of by whichever platform's sales team got in the room first.

The falsifiable version: ask a digital-twin proposal which of the three ISO 23247 composition models it is built on, and why that one fits your estate rather than one of the other two. A proposal that hasn't considered the question hasn't actually designed the twin yet.

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