The Problem of Industry 4.0: Data! – Part 2

In my last post I started to look at the difficulties of handling data in Industry 4.0. I looked especially at the complexity and the often underestimated problem of merging data from different sources or machines. This second post of this two-post series finishes up this topic and will look at the also important and often underestimated task of cleaning up the data.

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The Problem of Industry 4.0: Data! – Part 1

Industry 4.0 is still a hot topic, even over ten years after the term was coined. Unfortunately, very often I find it to be much more hype than content. The examples where it actually worked well are few and far between, and the examples where not much was hyped as groundbreaking are way too frequent. In my view, a large problem of Industry 4.0 is the data, especially the data structure and the problems with analyzing the data. Hence, (yet another) short series of post warning on the difficulties of Industry 4.0 with a focus on the data.

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AI in Manufacturing: Hype or Helpful?

There is a big hype on anything related to computers in manufacturing. I have written quite a few cautionary articles on the Industry 4.0 bandwagon. This post looks more in-depth into artificial intelligence (AI). I believe there are possible applications of AI in manufacturing, but at the moment these are still uncommon. In this post I would like to talk a bit about the hype, but also present a few examples of where it actually works. Let me show you:

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The Amazon Robotics Family: Kiva, Pegasus, Xanthus, and more…

Amazon Picking ProcessYou surely know this little orange robot at Amazon commonly known as Kiva, which powers many Amazon Fulfillment Centers. Turns out, there are more robots in use at Amazon, some for similar tasks, some for something completely different. In this post I would like to give you an overview of all the robots at Amazon (that I know of). There’s at least six different robots in action.

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The Inner Workings of Amazon Fulfillment Centers – Part 5

This is the fifth post on my series on the inner workings of the Amazon Fulfillment Center. Here I will look at the software that runs behind all the processes and makes this performance possible. Other companies would probably plaster the label “Industry 4.0” all over this, but at Amazon they just do it.

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Industry 4.0 Tour in Germany – A Van Full of Nerds – Presentations and Tryouts

To round up our tour of a van full of nerds to study Industry 4.0 in Germany, here is the report on different presentations and tryouts. These were not plant visits, but different demonstrations by some smaller and one not-so-small (Bosch) companies. The first four were at the Arena 2036, a research collaboration to explore the future of the automobile. The other three were at the respective companies locations. Also quite insightful.

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Industry 4.0 Tour in Germany – A Van Full of Nerds – Kärcher and Siemens

As part of our van full of nerds tour through southern Germany to study Industry 4.0, we also visited two companies, Kärcher and Siemens. Siemens is probably well known to all of you. We went to their Amberg plant where they make programmable logic controllers.  Kärcher is a smaller company that makes pressure washers and industrial cleaning machines. Let me show you what we found.

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