IIoT Edge Gateway Architecture: 2026 Patterns for Industrial Networks Posted by By MPRAUTO MPRAUTO June 3, 2026Posted iniiotNo Comments Reference architecture for IIoT edge gateways in 2026 — protocol bridging, store-and-forward, edge ML, security zoning, and HA patterns.
Cloud-Native Asset Performance Management (APM): 2026 Architecture Posted by By MPRAUTO MPRAUTO June 3, 2026Posted inTechNo Comments A cloud-native asset performance management architecture for 2026 — telemetry ingest, twin services, anomaly ML, ServiceNow/SAP loop, observability.
Ignition vs Wonderware vs FactoryTalk: 2026 SCADA Comparison Posted by By MPRAUTO MPRAUTO June 3, 2026Posted iniiotNo Comments Head-to-head SCADA comparison — Ignition 8.3, AVEVA System Platform (Wonderware), and FactoryTalk View. Architecture, licensing, edge, and TCO.
SCADA Historian Architecture: 2026 Design Patterns from First Principles Posted by By MPRAUTO MPRAUTO June 3, 2026Posted iniiotNo Comments First-principles guide to SCADA historian design — tag ingest, compression, retention, query patterns, and modern stacks (PI, InfluxDB, Timescale).
Edge MLOps Pipelines for Industrial IoT: 2026 Production Architecture Posted by By MPRAUTO MPRAUTO June 3, 2026Posted inAINo Comments Production-grade edge MLOps pipeline for industrial IoT — training, packaging, OTA delivery, drift detection, and rollback under network constraints.
Build a Digital Twin for a CNC Machine: Step-by-Step 2026 Tutorial Posted by By MPRAUTO MPRAUTO June 3, 2026Posted inTechNo Comments Step-by-step tutorial to build a working CNC machine digital twin — MTConnect ingestion, physics-informed model, dashboard, anomaly alerts.
ROS 2 Jazzy to Kilted Migration Guide (2026) Posted by By MPRAUTO MPRAUTO June 3, 2026Posted inTechNo Comments Practical ROS 2 Jazzy → Kilted Kaiju migration guide — breaking changes, rclcpp updates, DDS/Iceoryx options, and a step-by-step rollover.
Time-Series Forecasting at the Edge: 2026 Production Patterns Posted by By MPRAUTO MPRAUTO June 3, 2026Posted inAINo Comments Production patterns for time-series forecasting at the edge — Chronos-Bolt, TimesFM, TFT, quantization, and real-world latency budgets.
Carbon Footprint of Industrial AI Inference: 2026 Living Benchmark Posted by By MPRAUTO MPRAUTO June 3, 2026Posted inAINo Comments A living 2026 benchmark of the carbon and energy cost of industrial AI inference — at the edge, in regional clouds, and per business outcome.
How Flow Batteries Actually Work: A Deep Explainer (2026) Posted by By MPRAUTO MPRAUTO June 2, 2026Posted inScienceNo Comments How flow batteries actually work — vanadium, iron, and zinc-bromine chemistries, scaling math, grid economics, and where they beat lithium.