steel industry
Artificial Intelligence Approaches for Predictive Maintenance in the Steel Industry: A Survey
Jakubowski, Jakub, Wojak-Strzelecka, Natalia, Ribeiro, Rita P., Pashami, Sepideh, Bobek, Szymon, Gama, Joao, Nalepa, Grzegorz J
Predictive Maintenance (PdM) emerged as one of the pillars of Industry 4.0, and became crucial for enhancing operational efficiency, allowing to minimize downtime, extend lifespan of equipment, and prevent failures. A wide range of PdM tasks can be performed using Artificial Intelligence (AI) methods, which often use data generated from industrial sensors. The steel industry, which is an important branch of the global economy, is one of the potential beneficiaries of this trend, given its large environmental footprint, the globalized nature of the market, and the demanding working conditions. This survey synthesizes the current state of knowledge in the field of AI-based PdM within the steel industry and is addressed to researchers and practitioners. We identified 219 articles related to this topic and formulated five research questions, allowing us to gain a global perspective on current trends and the main research gaps. We examined equipment and facilities subjected to PdM, determined common PdM approaches, and identified trends in the AI methods used to develop these solutions. We explored the characteristics of the data used in the surveyed articles and assessed the practical implications of the research presented there. Most of the research focuses on the blast furnace or hot rolling, using data from industrial sensors. Current trends show increasing interest in the domain, especially in the use of deep learning. The main challenges include implementing the proposed methods in a production environment, incorporating them into maintenance plans, and enhancing the accessibility and reproducibility of the research.
EU, US Look To Repair Relations At Tech Summit
US and EU officials opened their two-day, high-level meetings in Pittsburgh on Wednesday, an effort to repair relations damaged under the administration of former president Donald Trump and boost cooperation on technology issues. The inaugural meeting of the Trade and Technology Council (TTC) comes as industries worldwide grapple with shortages of crucial semiconductors and is being held in Pittsburgh, a Pennsylvania city that was once the heart of the American steel industry and has since evolved into a tech hub. The ministers met at Mill 19, a massive World War II-era munitions factory and later steel mill on the shores of the Monongahela River that has been reborn as an advanced robotics facility for researchers from Carnegie Mellon University. The shadow of steel hangs over the meetings in other ways as well, especially as the two sides have yet to resolve a conflict over Trump-era tariffs on steel and aluminum. The former president cited US national security concerns in June 2018 when he imposed punitive tariffs of 25 percent on steel imports and 10 percent on aluminum, which have been a thorn in the side of trans-Atlantic relations since.
The premier gathering for the Steel industry...… Future Steel Forum
Now approaching its fourth successful year, the next edition of Future Steel Forum will take place in Prague, the capital of the Czech Republic on 2 – 3 June 2020. Future Steel Forum is all about the application of industry 4.0 to the steelmaking process.. Delegates can expect to hear from the world's leading experts on high-tech steelmaking n a whole range of topics including: For 2020, we have more steelmakers involved than ever before including: ArcelorMittal, Tata Steel India, Emirates Steel, POSCO, Mtinvest Digital, Big River Steel, Liberty Steel Group, Kobe Steel, Buderus Edelstahl, Badische Stahl Engineering and TMK. Delegates can expect lively conversation, animated discussion panels and plenty of networking opportunities. Take advantage of the early-bird rate and register for your pass today. "It's an exceptional opportunity to assess the evolution of the steel industry and to meet relevant people."
What's your plan for steel?
What's your plan for steel?" is a question Bill Gates always uses whenever someone pitches him an idea of how to stop global warming [1]. Agriculture and the industry are responsible for almost half of the gas emissions worldwide and the steel industry is a major contributor. We encounter steel everywhere in life. I guess most of you are reading this article sitting on a steel chair – and for a good reason. The adaptability and durability of steel are unique and it is used to construct cars, buildings, gas pipelines, electrical transmission towers, and tools that we use on a daily basis.