HPC does not replace deterministic PLC and motion controllers. It accelerates the engineering around them: compilation, static analysis, simulation, test generation, digital twins, evidence production and local assistance. The safe architecture keeps hard real-time execution at the machine and uses servers for non-real-time engineering and supervisory workloads.
Platform choices
X1150-C AxiGovernor is the controls-focused node for TwinCAT, ADS, virtual commissioning and private engineering AI. X1140-C AxiKeystone adds CPU/memory capacity for large build/test estates and high-fidelity simulation. X2160 AxiVector supports distributed plant/digital-twin simulation and engineering studies that demonstrate MPI or multi-node value.
Automation as code
Version PLC source, I/O configuration, motion parameters, safety interfaces, HMI symbols and deployment metadata. Beckhoff Automation Interface enables programmatic access to TwinCAT engineering objects; ADS supplies communication with TwinCAT systems. Generate projects from controlled templates, but always review and compile the resulting engineering artefacts.
CI and virtual commissioning
A pipeline can build a project, run static checks, instantiate a simulated plant, execute normal/fault sequences and archive evidence. Model sensors, actuators, timing, interlocks and operator actions at the fidelity needed for the decision. Hardware-in-the-loop follows after software-in-the-loop, with explicit network and safety boundaries.
Private engineering assistant
Index approved standards, function-block libraries, manuals and project patterns behind repository permissions. The assistant can explain code, draft tests and locate relevant documentation, but it must cite sources and cannot authorise a safety change. Keep prompts and source code on site; log versions and approvals without turning confidential content into uncontrolled telemetry.
Real-time and safety boundaries
Do not schedule plant control on a general-purpose AI/HPC server. Retain certified controllers, safety logic and motion runtimes. Use ADS/OPC UA gateways, rate limits and allowlisted commands. Separate observation from actuation; require deterministic validation and human approval before transferring generated changes to equipment.
Delivery evidence
- Version the engineering baseline and simulator.
- Build in a clean runner and archive compiler diagnostics.
- Run unit, integration, sequence and fault tests.
- Review differences against the approved machine state.
- Deploy through the existing commissioning authority.
- Capture as-built versions and rollback package.
Primary technical references
- Beckhoff TwinCAT 3 base and ADS product documentation
- Beckhoff TwinCAT 3 Automation Interface manual
- NVIDIA Container Toolkit overview
- Prometheus overview
References are provided for software architecture and implementation planning. Validate the versions, licences, support matrix and regulated-use requirements applicable to the final deployment.
From technical concept to production system
Apply this technology through an Axiotech engineering work package
Axiotech can connect the compute, AI or analytics platform to the machine controls, data contracts, validation evidence and lifecycle-support model required for industrial use.
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