Skip to main content
Erschienen in: Metallurgist 11-12/2022

12.05.2022

Experience in Developing Digital Twins Of Melting Processes in EAF for Solving Technological Problems of Producing a Semi-Finished Product with Required Quality Characteristics

verfasst von: A. A. Safronov, L. V. Ronkov, A. N. Mal’ginov, I. A. Ivanov, I. A. Shchepkin, V. K. Yashchenko, A. N. Tokhtamyshev

Erschienen in: Metallurgist | Ausgabe 11-12/2022

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

An approach to the development of models for the digital description of the process of smelting a semi-finished product in an electric-arc furnace using machine-learning methods is presented. The capabilities and advantages of the models developed are shown considering, as an example, the oxidation (reduction) of metal impurities during smelting.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat A. Parrott and L. Warshaw, Industry 4.0 and the Digital Twin, Deloitte University Press (2017). A. Parrott and L. Warshaw, Industry 4.0 and the Digital Twin, Deloitte University Press (2017).
2.
Zurück zum Zitat D. S. Kokorev and N. P. Posmakov, “Application of digital twins in production processes,” Colloquium-Journal, No. 26 (50), 71–77 (2019). D. S. Kokorev and N. P. Posmakov, “Application of digital twins in production processes,” Colloquium-Journal, No. 26 (50), 71–77 (2019).
3.
Zurück zum Zitat S. A. Migalin and S. N. Nemchenkov, Digital Twin: Analysis, Trends, International Experience [in Russian], Rosatom, Moscow (2020). S. A. Migalin and S. N. Nemchenkov, Digital Twin: Analysis, Trends, International Experience [in Russian], Rosatom, Moscow (2020).
4.
Zurück zum Zitat A. C. Müller and S. Guido, Introduction to Machine Learning with Python, O’Reilly Media (2016). A. C. Müller and S. Guido, Introduction to Machine Learning with Python, O’Reilly Media (2016).
5.
Zurück zum Zitat I. A. Ivanov, A. N. Mal’ginov, and D. S. Tolstykh, Embedded Systems: Laboratory Practicum [in Russian], Moscow (2017). I. A. Ivanov, A. N. Mal’ginov, and D. S. Tolstykh, Embedded Systems: Laboratory Practicum [in Russian], Moscow (2017).
6.
Zurück zum Zitat C. M. Bishop, Pattern Recognition and Machine Learning, Springer (2006). C. M. Bishop, Pattern Recognition and Machine Learning, Springer (2006).
7.
Zurück zum Zitat A. A. Safronov, L. V. Ronkov, A. Yu. Sukochev, A. S. Loskutov, and K. A. Moskovoi, “Application of digital technologies to smelting and ladle refining,” in: Abstracts of Papers Read at A. M. Samarin Int. Sci. Conf. on Physical and Chemical Fundamentals of Metallurgical Processes [in Russian] (2019), p. 88. A. A. Safronov, L. V. Ronkov, A. Yu. Sukochev, A. S. Loskutov, and K. A. Moskovoi, “Application of digital technologies to smelting and ladle refining,” in: Abstracts of Papers Read at A. M. Samarin Int. Sci. Conf. on Physical and Chemical Fundamentals of Metallurgical Processes [in Russian] (2019), p. 88.
8.
Zurück zum Zitat V. V. Orlov, I. A. Ivanov, V. S. Dub, A. A. Safronov, L. V. Ronkov, A. N. Mal’ginov, I. A. Shchepkin, D. S. Tolstykh, D. A. Shurygin, and K. I. Balyura, “Digital system for quality and performance control in manufacturing critical products for power and nuclear engineering,” Tyazh. Mashinostr., No. 5-6, 9–14 (2020). V. V. Orlov, I. A. Ivanov, V. S. Dub, A. A. Safronov, L. V. Ronkov, A. N. Mal’ginov, I. A. Shchepkin, D. S. Tolstykh, D. A. Shurygin, and K. I. Balyura, “Digital system for quality and performance control in manufacturing critical products for power and nuclear engineering,” Tyazh. Mashinostr., No. 5-6, 9–14 (2020).
9.
Zurück zum Zitat V. S. Dub, I. A. Ivanov, V. V. Orlov, D. A. Shurygin, V. A. Dub, A. A. Safronov, L. V. Ronkov, A. N. Mal’ginov, I. A. Shchepkin, and D. S. Tolstykh, “Digital technologies in steel-smelting production at engineering plants,” in: Abstracts of Papers Read at A. M. Samarin Int. Sci. Conf. on Physical and Chemical Fundamentals of Metallurgical Processes [in Russian] (2019), p. 84. V. S. Dub, I. A. Ivanov, V. V. Orlov, D. A. Shurygin, V. A. Dub, A. A. Safronov, L. V. Ronkov, A. N. Mal’ginov, I. A. Shchepkin, and D. S. Tolstykh, “Digital technologies in steel-smelting production at engineering plants,” in: Abstracts of Papers Read at A. M. Samarin Int. Sci. Conf. on Physical and Chemical Fundamentals of Metallurgical Processes [in Russian] (2019), p. 84.
10.
Zurück zum Zitat A. A. Safronov, L. V. Ronkov, A. N. Mal’ginov, I. A. Ivanov, I. A. Shchepkin, S. V. Sosin, and V. K. Yashchenko, “Methodology for digitally describing a technological semi-product smelting process in an electric arc furnace,” Metallurgist, 65, No. 5-6, 556–563 (2021). A. A. Safronov, L. V. Ronkov, A. N. Mal’ginov, I. A. Ivanov, I. A. Shchepkin, S. V. Sosin, and V. K. Yashchenko, “Methodology for digitally describing a technological semi-product smelting process in an electric arc furnace,” Metallurgist, 65, No. 5-6, 556–563 (2021).
11.
Zurück zum Zitat A. A. Kozhukhov, Developing the Scientific Fundamentals of the Foaming of Steel-Smelting Slags for Improving the Power and Process Performance of Steelmaking in Electric Arc Furnaces [in Russian], D. Sci. Thesis; 05.16.02; NITU “MISiS,” Moscow (2016). A. A. Kozhukhov, Developing the Scientific Fundamentals of the Foaming of Steel-Smelting Slags for Improving the Power and Process Performance of Steelmaking in Electric Arc Furnaces [in Russian], D. Sci. Thesis; 05.16.02; NITU “MISiS,” Moscow (2016).
Metadaten
Titel
Experience in Developing Digital Twins Of Melting Processes in EAF for Solving Technological Problems of Producing a Semi-Finished Product with Required Quality Characteristics
verfasst von
A. A. Safronov
L. V. Ronkov
A. N. Mal’ginov
I. A. Ivanov
I. A. Shchepkin
V. K. Yashchenko
A. N. Tokhtamyshev
Publikationsdatum
12.05.2022
Verlag
Springer US
Erschienen in
Metallurgist / Ausgabe 11-12/2022
Print ISSN: 0026-0894
Elektronische ISSN: 1573-8892
DOI
https://doi.org/10.1007/s11015-022-01276-4

Weitere Artikel der Ausgabe 11-12/2022

Metallurgist 11-12/2022 Zur Ausgabe

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.