RRobustelinedge-gateway.hashnode.dev·Jul 14 · 3 min readWhat Is Edge AI in Industrial IoT? When Local Inference Is the Best FitEdge AI should start with the site problem. Edge AI in industrial IoT is often discussed as if every project should move intelligence as close to the machine as possible. In practice, that is too broa00
RRobustelinedge-gateway.hashnode.dev·Jul 10 · 4 min readBESS Data Collection: Mapping BMS, PCS, and EMS Signals for Monitoring PlatformsStart with data ownership, not the cloud dashboard Battery energy storage systems are built from several field systems. A BESS site may include a battery management system, power conversion system, en00
RRobustelinedge-gateway.hashnode.dev·Jul 8 · 5 min readDesigning a Site-Level Data Path for EV Charging Sites with Solar and Battery StorageThe monitoring problem is no longer only about chargers EV charging station monitoring used to be mostly about charger status: online, offline, available, occupied, or faulted. That is still important00
RRobustelinedge-gateway.hashnode.dev·Jul 3 · 7 min readIndustrial Robot Data Acquisition: Connecting Robot Data to PLCs, Edge Gateways, and Cloud SystemsWhy robot data acquisition is more than “connecting robots to the cloud” Industrial robots are rarely isolated machines anymore. In many factories, a robot works inside a production cell that may incl00
RRobustelinedge-gateway.hashnode.dev·Jul 2 · 6 min readNode-RED on Industrial Edge Gateways: Building Low-Code Data Flows for Factory IoTWhy Node-RED is useful at the industrial edge Industrial IoT projects often begin with a practical question: how can factory-floor data be collected, transformed, and forwarded without building a full00