Predictive machining can be a complex subject, with most manufacturers assuming such use cases are far beyond their means, meant only for the future of manufacturing. The Data Science team from Machine Metrics has been working hard to identify and deploy predictive solutions at customer sites. Their work explains several different ways in which customers […]
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According to Gartner, 85% of Machine Learning (ML) projects fail. Worse yet, the research company predicts that this trend will continue through 2022. Does this point to some weakness in ML itself? No, it points to weaknesses in the way it’s applied to projects. There are many predictable ways that ML projects fail, which can […]
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Industrial Digital Transformation is happening, but the reality is that most companies are handling data on paper. To think about analytics on the shop floor, one of the first things to be done is to automate not only the process, but the data collection and transformation. This is a key step to think about Artificial Intelligence or other terms like Digital Twins and that […]
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As the COVID-19 pandemic continues to impact business and the economy worldwide, companies in every industry are using a critical eye to prioritize their operations amidst shrinking budgets and a catalog of unknowns. This includes exploring automation technologies that can protect and even future-proof essential operations in an environment of fewer people, social distancing and […]
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Digital manufacturing is forecasted to bring out massive changes to the industrial world. Today, regardless of the maturity level of digitization projects in each company, the main motivation is staying competitive, boosting revenues, and enhancing profits, while reducing costs and being agile. There are several ways through which an industry can engage in Industry 4.0, […]
Read more →An IIoT Scotoma If you’re familiar with the term, you know that scotoma is typically referred to as a blind spot. Interesting to note about a scotoma is the idea that if you don’t believe it, you won’t see it. It’s the believing that enables the seeing. We can build scotomas based on our belief […]
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“If it ain’t broke, don’t fix it.” That common phrase once defined manufacturing’s approach to optimization. But today, enterprises are painfully aware that smarter production lines and more efficient processes can save them millions in downtime and lost yield. So, plant managers- people in what traditionally is one of the more conservative roles – are […]
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The Internet of Things has been the next big thing for a while now. There is some debate over which sector has seen the biggest change – home, government or enterprise. I believe all signs point to the enterprise, specifically industrial customers, given the ability for IoT to solve business-related problems, improve performance and efficiency, […]
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One certainty is that manufacturing processes continue to get better at producing data-primarily due to rapid cost reductions and improvements in data collection, communication, and storage technologies. The challenge, however, is that the ability to exploit this data for meaningful operational benefits is not keeping pace. There is real potential to use manufacturing data to […]
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