Deep Learning: A Innovator in Industrial Automation and Production Efficiency

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Nov 13, 2023
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Deep Learning will transform industry. Machines will be able to complete tasks that require human intelligence. With the development of digitalization of enterprise processes and data collection, the application of Deep Learning will also increase, making cooperation between humans and machines more efficient. This will completely change automation and production, achieving more efficient and correct decision-making processes and higher productivity, while significantly reducing development costs.

In our podcast ‘SICKnificant’, we discussed with Dr. Christoph Eichhorn, Product Manager, Digital Services and Solutions Strategy, how Deep Learning can help people complete tedious tasks and improve process quality.

Dr. Christoph Eichhorn, Strategic Product Manager for SICK Digital Services and Solutions

In recent years, Deep Learning, as a sub field of artificial intelligence and machine learning, has become increasingly important with the continuous increase of data and computing power. This technology will bring changes to production automation and other fields, enabling machines to complete tasks that previously required human intelligence. Dr. Christoph Eichhorn, the head of AI solutions at SICK, explains: Deep Learning is a sub field of machine learning that requires the use of artificial neural networks that can handle complex situations, known as’ deep neural networks’. Artificial neural networks can complete complex decisions in areas such as quality control, helping enterprises automate and digitize more and more processes, thereby improving production efficiency to a new level
Digitalization and artificial intelligence

In recent years, digital solutions in industry have developed rapidly. Data from sensors and other sources (previously mainly used for direct process control) is stored in the digital process, allowing for application at a more abstract level. But collecting data alone is not enough. When it comes to extracting the core information of data for further optimization, artificial intelligence plays an important role.

Taking an application in the wood processing industry as an example: this application uses thousands of megabytes of data to train a neural network, which makes decisions more efficient, faster, and more durable than the human eye. The size of this neural network is less than one megabyte, but it uses a lot of experience. This solution can be transformed into any number of applications.

Benefiting from Automation Based on Artificial Intelligence

Of course, such a huge amount of data is not always needed to benefit from artificial intelligence. According to the personalized needs of customers, there are significant differences in the implementation of Deep Learning projects. Developing these requirements and expected goals is not easy, but it is a prerequisite for the successful use of artificial intelligence. Simply put: Only when you have clearly defined your needs can you achieve the desired results through artificial intelligence. Once you understand this, all customers hope to solve their problems with a simple and flexible solution, “Eichhorn said.

With the help of artificial intelligence, our customers can achieve automation tasks that were difficult to achieve in the past. Typical examples include using reflective parts for quality and assembly inspections, solder joint inspections, or sorting natural products. These tasks are often very cumbersome and require a lot of valuable time from skilled workers, so they can usually only be carried out through spot checks

Training artificial neural networks

With the widespread use of Deep Learning, automation is undergoing a disruptive transformation. In the future, it is no longer necessary to study which details are relevant to decision-making in order to develop a specific set of rules, but to fully utilize existing examples. Algorithms have learned to make autonomous decisions. We train a solution instead of programming it, which is faster and more efficient. However, it must be emphasized that Deep Learning cannot replace human professional abilities. Human intelligence is still essential for fully tapping the potential of technology. Deep Learning is an aid and extension of human abilities, “Eichhorn explained and summarized: Due to the ease of use of the Deep Learning tool, users can solve problems themselves as long as they know where the problem lies, even without professional programming knowledge. Only users know which factors are important and which are not, and only users can find more suitable training examples. Through our tool, users can intuitively conduct artificial intelligence training to solve specific problems Sexual tasks

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