Anomaly Detection in Manufacturing: Algorithms, Architecture & ROI
Complete guide to manufacturing anomaly detection — statistical vs ML approaches, sensor data pipelines, model deployment at the edge, and calculating maintenance ROI.
EtherNet/IP Protocol: Complete Industrial Communication Guide
Deep technical guide to EtherNet/IP — CIP object model, implicit vs explicit messaging, producer-consumer architecture, and real-world PLC integration patterns.
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.
MQTT Protocol: The Complete 2026 Technical Guide
MQTT 5.0 explained for 2026 — packet structure, QoS, retained messages, Unified Namespace, security, and migration patterns from MQTT 3.1.1.
OPC UA Protocol: The Complete 2026 Technical Guide
OPC UA in 2026 — companion specs, PubSub over MQTT/UDP, FX field-level extensions, security state, and migration from DA/Classic.
Does Predictive Maintenance Really Cut Downtime by 50%? A 2026 Fact-Check
A grounded fact-check of the 'AI cuts downtime by 50%' claim — what the literature actually shows, what works, and what is vendor marketing.
IIoT Edge Gateway Architecture: 2026 Patterns for Industrial Networks
Reference architecture for IIoT edge gateways in 2026 — protocol bridging, store-and-forward, edge ML, security zoning, and HA patterns.
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.
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).
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.