Blog - Industrial IoT
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The Brownfield Path: Adding a Unified Namespace Without Ripping Out Your Historian
Learn how to add a unified namespace alongside your existing historian using EMQX Neuron and EMQX. This four-stage guide covers connecting legacy equipment, publishing structured MQTT data, and gradually migrating applications while keeping existing systems running.
From Connected Machines to Intelligent Operations: Building AI Agents for the Industrial Floor
This article explores how AI agents built around industrial equipment can help factory teams use data more effectively. It introduces EMQ Device Agent, which connects equipment data, maintenance knowledge, and existing factory systems. Through natural-language interactions, teams can simplify equipment monitoring, troubleshooting, and maintenance while coordinating across departments without major changes to production lines.
The Island of Success Paradox: Why Your Industrial Pilot Succeeded but Your Rollout Died
This blog explains why traditional industrial software struggles to scale across multi-site deployments and how cloud-native edge architecture changes the economics of scaling.
OPC UA vs. OPC DA: The Ultimate Guide to Choosing the Right Industrial Protocol
This article will provide a comprehensive guide on OPC DA and OPC UA to help readers make wise choices based on specific industrial needs, thus reducing unnecessary costs effectively.
BACnet Protocol: Basic Concepts, Structure, and Object Model Explained
BACnet is a communication protocol designed for intelligent building. It is used in heating, ventilation, and air conditioning (HVAC) systems, lighting control, access control systems, fire detection systems, and related equipment.
OPC UA Protocol: Features, How It Works & MQTT
Explore OPC UA protocol features, architecture, security, working principles, information models, and how OPC UA integrates with MQTT for scalable IIoT connectivity.
Unified Namespace Reinvents Validation and Change Control for Compliance Reporting
Discover how EMQX Enterprise and EMQX Neuron enable a validated Unified Namespace to simplify compliance reporting, change control, and GxP data governance in biotech manufacturing.
Maximizing Lifespan, Minimizing Loss: How a Unified Namespace Powers Predictive Maintenance for a Magnet Manufacturer
Discover how a Unified Namespace powered by EMQX enables predictive maintenance for magnet manufacturing, helping reduce cutter waste, prevent unplanned downtime, improve product quality, and turn real-time industrial data into actionable operational intelligence.
BACnet vs Modbus: Technical Differences & Selection Guide
Discover the differences between BACnet and Modbus protocols in our comprehensive comparison guide, exploring their unique features, applications, and ideal scenarios for implementation.
Why Your UNS Architecture Requires Native MQTT Governance and How EMQX Enforces It
Stop data chaos before it starts. EMQX's UNS Governance plugin validates every MQTT message against your Unified Namespace schema, at the broker, in real time, with zero application code.
Industrial Edge AI in Action: From Feature Engineering to Real-Time Inference
This article demonstrates how EMQX Neuron bridges these three gaps through **SQL feature engineering + flexible algorithm integration**, providing an end-to-end solution from data acquisition to edge inference.
The Economics of the Intelligent AI Edge: Cost Savings in Cloud Ingress
Discover how EMQX Neuron leverages edge computing, data aggregation, and contextual intelligence to eliminate the Cloud Ingress Tax, dramatically reducing IoT data costs, cloud compute expenses, and network overhead for Industrial AI deployments.