Machines are moving beyond single-point sensing. Multi-sensor fusion now delivers vision, ranging and inertial data. The ...
At its core, machine learning studies the construction of algorithms and learns from them to make predictions on data by building models from sample inputs. If we further break it down, machine ...
Siemens has a bit of experience in building industrial machinery. As you can see from the photo below, the company has been building industrial machines since the mid-1800s. Today’s machines bear ...
Human-machine interfaces (HMIs) facilitate interaction between a human operator and a machine, allowing users to control machinery and receive feedback while ensuring smooth and efficient operation.
In many AI applications, being “mostly right” is acceptable. Industrial equipment is not one of them. Here, machines are ...
Breaking down a machine into systems based on both functionality and resources can simplify design and maintenance, a concept explored in a recent column from Control Design. For controls engineers, ...
Packaging machine builder Syntegon has standardized using panel PCs with custom push-button extensions, along with control panels, to minimize enclosures and support its HMI 4.0 program. Source: ...
Edge AI addresses high-performance, low-latency requirements by embedding intelligence directly into industrial devices.
Industrial AI deployment traditionally requires onsite ML specialists and custom models per location. Five strategies ...
Automation aims to standardize industrial operations and bring overall efficiency to today’s production lines. Such gains, however, may come with considerable effort, as engineering teams must ...
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