In our previous blog we talked about AI, machine learning, and Keyence vision systems. We defined artificial intelligence and machine learning in manufacturing. That blog ended with how Keyence can help quality control through AI and Inspections. This is only the beginning, there are so many other benefits to machine learning we need to explore.
Machine learning is a branch of artificial intelligence. It's a process of feeding algorithms tons of data. This lets them learn and improve processes all on their own, without the help of humans. They're also not completely programmed by humans. In machine learning, data goes to the model and the model looks for patterns. Humans aren’t responsible for hardcoding these machines. Manufacturers use two types in production processes. These include supervised and unsupervised machine learning. Supervised leverages AI to draw patterns from large data sets with a predefined end. This is useful in determining the remaining useful life of a machine. It's also useful in determining the chances of specific equipment failure. Unsupervised identifies patterns from data sets whose outcome isn’t yet known. This type can detect unknown anomalies and faulty components in the production process. Machine learning is gaining popularity in manufacturing because of its benefits. Machine learning offers manufacturers many advantages.
Ed Barth is a Certified Professional Engineer. He is also the Vice President of Engineering here at Seifert. Ed defines machine learning as “the capability of a machine to imitate intelligent human behavior.” He says Seifert "perceives “intelligent human behavior” as more than simple x-y movements we do with some gantry’s and such.” When asked, here’s what he had to say about Seifert and their connection to machine learning.
A: “We could perform a Feasibility Study to determine if Machine Learning is a viable option for their certain application.”
A: “Machine Learning is crucial due to the need for personnel to perform certain tasks in manufacturing. With the shortage of workers, implementing machine learning would most likely change that person’s task or duty rather than “cost them their job”.”
A: “At Seifert, we have been involved with many projects that have relied on Machine Learning. Most recently, we were able to identify a manufacturing defect in a certain part that was traced back to a low-pressure hydraulic fault. Also, with today’s Cobots (Collaborative Robot), it’s very easy to train your system on the complicated motions required to perform a certain task.”
AI and machine learning is growing in the manufacturing industry with rapid speed. The process of machine learning utilizes your data to improve your operations. It makes collection and analysis of data simple. The benefits that come along with machine learning can be useful for your company and daily work. Your applications may be a great fit for implementing machine learning. Investing in machine learning processes can save you both time and money. If you're wondering if it's right for you, we're here to help. Here at Seifert, we have experience needed to tell you if machine learning is right for you. Contact us today to learn more.
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