Auteur : Jerry Huang

Choosing an industrial edge gateway is often harder than comparing datasheets. A project team may know that it needs remote monitoring, cellular connectivity, industrial data access, and cloud forwarding. But those requirements are still too broad for a reliable gateway decision. A simple utility cabinet, a factory PLC data collection project, a BESS site, and…

AI inference at the edge is often discussed as if every industrial IoT project should move intelligence as close to the machine as possible. In practice, the decision is more specific. Local AI inference makes sense when field-side data needs to be interpreted near the equipment before selected results are sent upstream. That may involve…

Edge computing vs cloud computing is often presented as a choice between two competing architectures. In industrial IoT, that is usually not the most useful way to look at it. Most industrial projects do not need to decide whether edge computing is “better” than cloud computing. They need to decide which data should be handled…

5G edge computing in industrial IoT is not simply about adding a faster cellular connection to a gateway. A 5G connection can make remote connectivity more flexible, but the real value appears when cellular backhaul is combined with local processing, protocol handling, selected data forwarding, and remote device management. In many industrial projects, raw data…

Edge computing security in industrial IoT is not only about whether a gateway supports VPN, firewall rules, or encrypted communication. Those features matter, but they are only part of the discussion. The harder question is usually more practical: when an edge gateway connects industrial equipment, remote users, cellular or Ethernet networks, cloud platforms, and management…

For remote industrial assets, the cost of a problem is often not only the fault itself. It is the uncertainty around the fault. This is where edge computing for remote industrial assets becomes practical. An edge gateway should not be expected to remove every maintenance visit. Its role is more specific: it can provide site-side…

Edge computing in IoT becomes much harder to manage once gateways are deployed as a fleet. A single industrial edge gateway can often be checked manually. A fleet of gateways across remote cabinets, energy sites, utility stations, smart city infrastructure, OEM equipment, or distributed industrial assets is a different matter. At that point, the real…

EV charging station connectivity is becoming a core operational issue for public, commercial, and distributed charging networks. For charging operators, it is not enough to know that a charger has been installed. They need to know whether the charger is reachable, available, reporting correctly, connected to its backend, and diagnosable before a technician is sent…

Battery energy storage systems are built from multiple field systems. A BESS site may include a battery management system, power conversion system, energy management system, energy meters, thermal management equipment, protection devices, environmental sensors, and local controllers. Each system plays a different role, and each system may provide different data. This is why BESS data…

EV charging station remote monitoring is becoming more important as commercial charging sites become more complex. Many charging locations are no longer only made up of standalone EV chargers. They may also include solar PV systems, battery storage, energy meters, site controllers, network equipment, and cloud-based charging or energy management platforms. This creates a different…