Impact and Opportunities of Artificial Intelligence Techniques in the Steel Industry

Ongoing Applications, Perspectives and Future Trends

AvValentina Colla,Costanzo Pietrosanti

Häftad, Engelska, 2021

Del i serien Advances in Intelligent Systems and Computing

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Beskrivning

This book collects perceptions and needs expectations and experiences concerning the application of Artificial Intelligence (AI) and Machine Learning in the steel sector.

Produktinformation

Utgivningsdatum:2021-02-05
Mått:155 x 235 x 10 mm
Vikt:265 g
Format:Häftad
Språk:Engelska
Serie:Advances in Intelligent Systems and Computing
Antal sidor:152
Förlag:Springer Nature Switzerland AG
ISBN:9783030693664

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Innehållsförteckning

Challenges and frontiers in implementing artificial intelligence in process industry .- Data Pre–processing for effective design of Machine Learning-based models in the steel sector .- Quantifying uncertainty in physics-informed variational autoencoders for anomaly detection.- Mapping of Standardized State Machines to Utilize Machine Learning Models in Process Control Environments.- Quality4.0 - Transparent product quality supervision in the age of Industry 4.0.- Artificial Intelligence and Machine Learning techniques for generation and assessment of products properties data.- The use of advanced data analytics to monitor process-induced changes to the microstructure and mechanical properties in flat steel strip.- Unsupervised Deep Learning for Detection of Non-uniform Surface Defect Distributions in Flat Steel Production.- Machine Learning-based models for supporting optimal exploitation of process off-gases in integrated steelworks.- Industrial Cyber Security at the Network Edge: theBRAINE Project approach.- Smart Steel Pipe Production Plant via Cognitive Digital Twins: A Case Study on Digitalization of Spiral Welded Pipe Machinery.- TSorage: A Modern and Resilient Platform for Time Series Management at Scale.