Cloud-Native Asset Performance Management (APM): 2026 Architecture
A cloud-native asset performance management architecture for 2026 — telemetry ingest, twin services, anomaly ML, ServiceNow/SAP loop, observability.
How Stellantis Built a Virtual Factory Digital Twin: 2026 Analysis
Inside Stellantis' virtual factory digital twin program — stack, integration with PLM, the ROI math, and what other OEMs are learning from it.
Digital Twins in Oil & Gas: Offshore Predictive Maintenance
Digital twin oil and gas reference architecture for offshore predictive maintenance — sensor-to-twin pipeline, physics + ML models, and a real ROI model.
Fact-Check: 6 Digital Twin Claims That Break in Production
Six common digital twin claims, fact-checked against production reality — real-time sync, ROI, simulation, and what actually holds up in the field.
Asset Administration Shell: Reference Architecture (2026)
Asset Administration Shell architecture for Industry 4.0 — AAS submodels, IEC 63278, type vs instance, repositories, and a deployment reference.
Eclipse Ditto Digital Twin: Hands-On Tutorial (2026)
Hands-on Eclipse Ditto digital twin tutorial — model a Thing, wire MQTT connectivity, query the twin, and expose a live API with working code.
Digital Twin vs Simulation: Architecture Decision Guide (2026)
Digital twin vs simulation — the architectural differences that actually matter, state synchronization, data feedback loops, and a decision matrix for picking the right approach in 2026.
Digital Twins in Healthcare: Operational Efficiency Architecture (2026)
Digital twins for healthcare operations in 2026 — patient flow twins, OR scheduling, asset tracking, FHIR/HL7 ingestion, and a reference architecture proven across 5 hospital systems.
Digital Twin: The 2026 Architecture Guide for Industrial Systems
Digital Twin Architecture: A 2026 Guide for Industrial Systems Most projects that call themselves a digital twin are a 3D viewer bolted to a dashboard. They look impressive in a…
ISO 19650 BIM for Digital Twins in Construction: Data Model Guide
How ISO 19650 BIM standards feed construction digital twins — CDE architecture, IFC 4.3 data models, and the handover from design BIM to operational asset twin.