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.
Does a Digital Twin Need Real-Time Data? A Fact-Check
Fact-checking the biggest digital twin myth: does a twin require a live connection? We separate marketing claims from the actual architecture.
Agentic Digital Twins: AI-Driven Twins in 2026
Why digital twins are becoming agentic in 2026: how LLM agents, live data, and closed-loop control turn replicas into self-optimizing systems.
Siemens + NVIDIA’s Industrial AI OS: A 2026 Analysis
What Siemens and NVIDIA's industrial AI operating system means for manufacturing in 2026: the strategy, the technology stack, and the open questions.
Industrial Metaverse Reference Architecture (2026)
A vendor-neutral 2026 reference architecture for the industrial metaverse: OpenUSD, Omniverse, real-time digital twin data, and the simulation-to-operations loop.
Asset Administration Shell Tutorial with Eclipse BaSyx
A hands-on 2026 Asset Administration Shell tutorial using Eclipse BaSyx — submodels, the digital nameplate, REST API, and connecting an AAS to a digital twin.
Digital Twin in Healthcare: Architecture, Applications & Clinical Impact
How digital twins are transforming healthcare — patient-specific organ models, hospital operations twins, clinical trial simulation, and the FHIR-to-twin data pipeline.