There are several different architectures and protocols that can be used to gather data on the factory floor. The two most common protocols are very different, which makes them worth comparing for their effectiveness in IIoT - OPC UA and MQTT/Sparkplug.
Camera Specs - Not the Frontier in the Era of AI - Autonomous Machine Vision (AMV) Offers a New Approach to Visual QA
Machine vision engineers are pushing the frontiers of camera specifications to offer solutions with incredible resolution. Yonatan Hyatt explains why Autonomous Machine Vision (AMV) is pushing the boundaries of artificial intelligence, not camera specifications.
The increasing availability and affordability of technologies such as Internet of Things (IoT) enabled devices, data interpretation software and bandwidth mean that more manufacturers can use digital twins to improve their processes.
Put simply, vertical integration is a strategic structure which means that a company owns the supply chain for its products or services. Fundamentally, this is considered to be important as it implies a certain and robust degree of control over operations.
While the IoT has shown incredible promise within the corporate and consumer environment, the true value of the IoT can be found in the industrial space, which has aptly become known as the Industrial Internet of Things (IIoT).
A downside of so much automation is that there is now a heavier dependence on machinery/robots to perform action. For some lines, if one of robot goes down, the entire line does.
AI-guided selling enables analytics to move from descriptive to predictive and prescriptive analytics. The process uses customer and sales data for a scientific, data-driven approach to understand buyer processes and behaviors.
While the global covid19 pandemic seems to be fading into the annals of history, the next crisis loomed large before the last one could begin to fade away into obscurity. What do these two most recent crises in the US demonstrate to the manufacturing world?
Read to know how the many process manufacturing businesses around the world impacted by COVID-19 can bounce back.
In the vision market, we're really at that initial AI and machine learning phase. AI for inspection excels at locating, identifying, and classifying objects and segmenting scenes and defects, with less sensitivity to image variability or distortion.
Trouble often comes from the surfaces that warehouses, processing plants and other facilities use. Without the right surface material, bacteria can collect even with the right practices in place - raising the risk of food contamination.
A lot has been said about "digital transformations," and with good reason. Companies that want to survive realistically in a world with global competition and pressures require a paradigm shift to move forward.
This article presents a research study that determined the optimal error recovery method from a cost standpoint. And, while this research study only considered cost in error recovery, it shows the potential value of error recovery planning in automation plants.
Multi Property Optimization for Injection Moulding to Maintain Safety and Reduce Manufacturing Costs
The company's collaboration with Additive Flow for a particularly challenging project involving a metal and polymer over moulded component, ensured yet another successful outcome for Comeragh that will open up further opportunities in the future.
For example, in many organizations, different business units buy similar products from multiple suppliers instead of buying everything from one supplier and benefiting from economies of scale. Procurement can see that, but the rest of the organization can't.
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Nothing beats the positioning accuracy of linear encoders from HEIDENHAIN. Available in absolute and incremental versions and ideal for a variety of applications-including machine tools, semiconductor machines and medical machines-these measuring solutions combat a variety of issues that erode precision.