Artificial intelligence lifts data treasures
Every day, sensors in production plants collect huge amounts of data. However, companies seldom realise how valuable the correct evaluation of large amounts of data is. This creates data graves whose potential remains undiscovered. The Heubach Group had a similar experience. However, with Festo AX artificial intelligence, it was proven that benefits for maintenance, engineering and productivity can be achieved from central PID data.
Heubach used to collect data from PID controllers in a central PIMS (production information management system) database. According to industry insiders, many chemical and pharmaceutical manufacturers accumulate such data, but it then usually remains unused on servers. Production data is often stored in condensed form – in the case of PID controllers with sampling rates of two seconds.
Optimising locations worldwide
Full-fledged controller optimisation is probably not possible with such data. Nevertheless, experts from Heubach and Festo wondered whether the centrally accessible data could be put to good use. After all, PIMS databases have an invaluable advantage: they contain the data of all controllers from different systems, different manufacturers and from all connected production sites. Michael Pelz, Automation & Digitisation Manager at Heubach, says "Our goal would be a central controller monitoring system. In order to achieve this, we would have to succeed in meaningfully evaluating the data in context and making it usable, thus creating a uniform instrument with which we can analyse the controllers of all connected locations worldwide." Based on the results obtained, controllers could then be specifically analysed and optimised, for example with optimisation software in the Scada system used and with experts on site.
As part of the solution, it became apparent for Heubach to use the Festo Automation Experience (Festo AX) software. "It helps our customers to make decisions based on facts," emphasises digitalisation expert Eberhard Klotz from Festo. Festo AX is a flexible and easy-to-use solution that enables users to extract maximum value from machine and plant data through artificial intelligence (AI) and machine learning.
AI evaluates source data
In the first step, Festo AX's AI – as a pragmatic approach – evaluated several months of baseline data and cleaned it if necessary. Experts from Heubach's Maintenance, Process Engineering (Quality) and Operations Improvement Management departments accompanied this step and evaluated the initial results from the historical offline data.
In the second step, the specialist departments reported back regarding the variable batch processes, which sensitivity should be possible for the controllers, depending on their physical functions. For example, it was assessed whether the temperature factor was less critical than the flow factor or the pressure factor. Subsequently, it was determined how the different error deviations should be prioritised. An additional trend line of the anomaly scores should also help the departments to identify the deviations per batch accurately, early and, above all, easily.
This should make algorithms and error scores adaptable within the AI evaluation, taking into account the experience of experts and conditions on site. It was also important to implement a simple visualisation of the results, with the aim of being able to use aggregated dashboards in the future. In the third step, the project should be portable (on premise) and be able to lead to an online query including visualisation within existing systems, which greatly simplifies the implementation from a data security point of view.
Optimal adaptation of the algorithm
"The results were already amazingly good after the first step of the AI analysis: it was very easy to see which controllers, for example, exhibited a strong fluctuation in the manipulated variable and thus caused the actuators to wear out more quickly," explains digitisation expert Pelz. In addition to many well-adjusted and inconspicuous controllers, the AI also found controllers that constantly failed to reach the setpoints, overshot strongly, oscillated or were subject to manual intervention. With some controllers, however, the results were not always immediately comprehensible due to the different areas of application. "In a close exchange between controller and data science experts, the AI algorithm could be adapted to other special features in (batch) production. For the pragmatic and quick exchange of results, only classic office tools were actually sufficient in this phase," adds Pelz.
Since we have different process control systems in use, a controller analysis was previously only ever possible at plant level and with different tools. "But with this solution we have two outstanding advantages: Firstly, it is cross-manufacturer and can be used globally on a central system, so that we can use the algorithm for all systems and controllers. Secondly, the Festo solution is so flexible on the IT side that it can be used and further developed from a pragmatic offline pilot project to an on-premise solution within our own IT systems to a cloud-based implementation," says the Automation & Digitisation Manager from Heubach.
Mastering current and future challenges more effectively thanks to AI
"Especially in the current times, it is important to be able to optimise production processes as effectively as possible in terms of energy consumption, quantity and quality and to monitor them in the long term. In the future, the central controller monitoring system can be an important building block here, especially in the context of the advancing optimisation of the CO2 footprint in production," says digitalisation expert Pelz.
Festo is both a global player and an independent family-owned company based in Esslingen am Neckar. The company supplies pneumatic and electric automation technology for 300,000 factory and process automation customers in over 35 industries. Products and services are available in 176 countries around the world. Worldwide, around 20,700 employees in 61 countries with over 250 subsidiaries generated a turnover of approximately €3.36 billion in 2021. About 7 % of this is invested annually in research and development. In the learning company, training and development measures account for 1.5% of turnover. Festo Didactic SE is a leading provider of technical education and training and offers its customers worldwide comprehensive digital and physical learning solutions in the industrial environment. Festo offers, among other things, complete IoT solutions for predictive maintenance, predictive quality and predictive energy with its AI-based software suite Festo AX and a mobile and digital maintenance management system with Smartenance, a software-as-a-service product. Festo is also a member of the FlexFactory initiative and thus offers Production-as-a-Service concepts.
About Heubach Group:
Heubach has a 200-year history of entrepreneurial excellence, and the name Heubach is synonymous with innovation, customer focus and reliability in the development of colour solutions. Today, Heubach is a leading manufacturer of pigments, pigment preparations, dyes and special materials. Heubach stands for the reliable supply of high-quality products that meet customers' demanding production environments. Sustainability is part of Heubach's DNA. The Heubach Group has 19 production sites worldwide and generates annual sales of around €1 billion.
Festo is a global player and an independent family-owned company with headquarters in Esslingen am Neckar, Germany. Festo has set standards in industrial automation technology and technical education ever since its establishment, thereby making a contribution to sustainable development of the environment, the economy and society. The company supplies pneumatic and electrical automation technology to 300,000 customers of factory and process automation in over 35 industries. The LifeTech sector with medical technology and laboratory automation is becoming increasingly important. The products and services are available in 176 countries. With about 20,700 employees in over 250 branch offices in 61 countries worldwide, Festo achieved a turnover of around €3.36 billion in 2021. Each year around 7% of this turnover is invested in research and development. In this learning company, 1.5 % of turnover is invested in basic and further training. Festo Didactic SE is a leading provider of technical education and training and offers its customers worldwide comprehensive digital and physical learning solutions in the industrial environment.