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Using dynamic life cycle assessment to evaluate the effects of industry digitalization: A steel case study

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  • Miguel F. Astudillo
  • Kai Krämer
  • Asier Arteaga

Abstract

Decarbonization of steelmaking has stagnated while it has a considerable share of global greenhouse gas emissions and a growing demand. Digitalization is seen as a viable option to reduce emissions and costs of the sector in the near term and life cycle assessment (LCA) as a comprehensive framework to evaluate changes in production practices. In this study, we analyze the potential impact of using optimization algorithms to improve the operation of a steelmaking plant in Spain. Specifically, we study the potential effects of optimizing the sequence in which steel is produced to minimize losses during casting. The global warming (GW) impacts and economic costs are quantified using a dynamic LCA model, considering uncertainty and temporal variability using an open‐source LCA framework. The results indicate, on average, modest savings in costs and are inconclusive regarding GW emissions. Most of the cost savings come from a reduction in the use of additives and electricity, which are wasted when the steel is scrapped during casting. The methodological framework has proven useful in quantifying and interpreting the potential effects of digitalization. The implemented solution, tested in an industrial setting, allows an automated evaluation of production at the plant using the LCA model, facilitating the use of sustainability criteria in decision‐making.

Suggested Citation

  • Miguel F. Astudillo & Kai Krämer & Asier Arteaga, 2024. "Using dynamic life cycle assessment to evaluate the effects of industry digitalization: A steel case study," Journal of Industrial Ecology, Yale University, vol. 28(4), pages 942-952, August.
  • Handle: RePEc:bla:inecol:v:28:y:2024:i:4:p:942-952
    DOI: 10.1111/jiec.13510
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    References listed on IDEAS

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    1. Maes, Ben & Sacchi, Romain & Steubing, Bernhard & Pizzol, Massimo & Audenaert, Amaryllis & Craeye, Bart & Buyle, Matthias, 2023. "Prospective consequential life cycle assessment: Identifying the future marginal suppliers using integrated assessment models," Renewable and Sustainable Energy Reviews, Elsevier, vol. 188(C).
    2. Simone Cornago & Yee Shee Tan & Carlo Brondi & Seeram Ramakrishna & Jonathan Sze Choong Low, 2022. "Systematic Literature Review on Dynamic Life Cycle Inventory: Towards Industry 4.0 Applications," Sustainability, MDPI, vol. 14(11), pages 1-22, May.
    3. Davide Rovelli & Carlo Brondi & Michele Andreotti & Elisabetta Abbate & Maurizio Zanforlin & Andrea Ballarino, 2022. "A Modular Tool to Support Data Management for LCA in Industry: Methodology, Application and Potentialities," Sustainability, MDPI, vol. 14(7), pages 1-31, March.
    4. Yongqi Sun & Sicong Tian & Philippe Ciais & Zhenzhong Zeng & Jing Meng & Zuotai Zhang, 2022. "Decarbonising the iron and steel sector for a 2 °C target using inherent waste streams," Nature Communications, Nature, vol. 13(1), pages 1-8, December.
    5. Peng Wang & Morten Ryberg & Yi Yang & Kuishuang Feng & Sami Kara & Michael Hauschild & Wei-Qiang Chen, 2021. "Efficiency stagnation in global steel production urges joint supply- and demand-side mitigation efforts," Nature Communications, Nature, vol. 12(1), pages 1-11, December.
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