Industrial Machine Vision Defect Detection: Edge AI 2026
A reference architecture for industrial machine vision defect detection: edge AI inference, camera-to-PLC pipelines, model training, and MLOps on the factory floor.
Asset Administration Shell Architecture: The I4.0 Digital Twin
A reference architecture for the Asset Administration Shell (AAS): submodels, the Industry 4.0 digital twin metamodel, AASX, repositories, and PLM integration.
Digital Twin in MES: A 2026 Reference Architecture
A 2026 reference architecture for a digital twin in MES: ISA-95 integration, the real-time data layer, synchronization patterns, and shop-floor use cases.
Catena-X Automotive Data Space: Reference Architecture
A 2026 reference architecture for the Catena-X automotive data space: Eclipse Dataspace Connector, data sovereignty, the digital thread, and use cases.
MTConnect vs OPC UA for Machine Tool Data (2026)
MTConnect vs OPC UA for machine tool and CNC data in 2026: data models, semantics, agents, write-back, and a decision matrix for shop-floor connectivity.
Samsung’s All-AI Factories by 2030: An Analysis
Samsung's pledge to run all-AI factories by 2030, analyzed: digital twins, AI agents for quality and logistics, and what escaping pilot purgatory really takes.
Digital Twin Information Models: AAS vs DTDL vs OPC UA
A 2026 comparison of digital twin information models - Asset Administration Shell, DTDL, and OPC UA: semantics, tooling, interoperability, and a decision matrix.
Pharma Manufacturing Digital Twin: Reference Architecture
A vendor-neutral 2026 reference architecture for a pharma manufacturing digital twin: PAT data, GMP validation, batch genealogy, and the closed control loop.
Battery Gigafactory Digital Twin Reference Architecture
A vendor-neutral 2026 reference architecture for a battery gigafactory digital twin: electrode, cell, and pack telemetry, yield modeling, and the closed control loop.
Green Hydrogen Digital Twin Reference Architecture (2026)
A vendor-neutral 2026 reference architecture for green-hydrogen digital twins: electrolyzer telemetry, AI simulation, and the GHaaS optimization loop.