Aras vs Teamcenter vs Windchill: PLM Compared (2026)
An engineer's 2026 comparison of Aras Innovator, Siemens Teamcenter, and PTC Windchill — data model, customization, cloud, and total cost of ownership.
OPC UA over TSN: Deterministic IIoT Reference Architecture
A deep reference architecture for OPC UA over TSN in 2026 — TSN scheduling, OPC UA PubSub, converged motion + data networks, and failure modes.
Carbon Footprint of Industrial AI Inference: 2026 Living Benchmark
A living 2026 benchmark of the carbon and energy cost of industrial AI inference — at the edge, in regional clouds, and per business outcome.
Time-Series Forecasting at the Edge: 2026 Production Patterns
Production patterns for time-series forecasting at the edge — Chronos-Bolt, TimesFM, TFT, quantization, and real-world latency budgets.
ROS 2 Jazzy to Kilted Migration Guide (2026)
Practical ROS 2 Jazzy → Kilted Kaiju migration guide — breaking changes, rclcpp updates, DDS/Iceoryx options, and a step-by-step rollover.
Build a Digital Twin for a CNC Machine: Step-by-Step 2026 Tutorial
Step-by-step tutorial to build a working CNC machine digital twin — MTConnect ingestion, physics-informed model, dashboard, anomaly alerts.
Edge MLOps Pipelines for Industrial IoT: 2026 Production Architecture
Production-grade edge MLOps pipeline for industrial IoT — training, packaging, OTA delivery, drift detection, and rollback under network constraints.
SCADA Historian Architecture: 2026 Design Patterns from First Principles
First-principles guide to SCADA historian design — tag ingest, compression, retention, query patterns, and modern stacks (PI, InfluxDB, Timescale).
Ignition vs Wonderware vs FactoryTalk: 2026 SCADA Comparison
Head-to-head SCADA comparison — Ignition 8.3, AVEVA System Platform (Wonderware), and FactoryTalk View. Architecture, licensing, edge, and TCO.
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.