WAYS TO SOLVE THE DIRECT AND INVERSE PROBLEM «CHEMICAL COMPOSITION–PROPERTIES» OF CAST IRON

Authors

DOI:

https://doi.org/10.15407/plit2026.01.043

Keywords:

foundry production, cast iron, chemical composition, carbon equivalent, eutecticity, mechanical properties

Abstract

The relevance and technical and economic efficiency of introducing the practice of predicting the mechanical properties of cast iron based on its chemical composition determined during smelting into foundry production is demonstrated. Well-known approaches to solving the classic problem of «chemical composition–properties» of cast iron in foundry production theory are analysed. The features of solving the direct problem are considered, namely in the formulation where the mechanical properties of cast iron (strength limit, hardness, etc.) are considered depending on the percentage content of chemical elements in its composition. The inverse problem is also considered, where, in the opposite approach, the subject of the search is the chemical composition of cast iron depending on its predetermined mechanical or physical properties or operational characteristics. The equations and empirical formulas presented in the scientific literature, which reflect the relationship between the strength and hardness of grey cast iron and the degree of eutecticity and carbon equivalent of its chemical composition, have been analysed. These indicators largely generalise and characterise the chemical composition of cast iron. The shortcomings of the known formulas lie in the uncertainty of the methods used to calculate the carbon equivalent and eutecticity of cast iron when developing the formulas. It has been shown that the methods that involve determining the carbon equivalent and eutecticity in a probabilistic approach using the Monte Carlo method are reliable and accurate. Solving the inverse problem, namely calculating the required content of chemical elements in the composition of cast iron to ensure its specified properties, is more difficult than solving the direct problem of the «chemical composition–properties» of cast iron. Possible ways of solving direct and inverse problems are considered using the example of grey cast iron with lamellar graphite.

Author Biographies

К.A. Sirenko, Physico-technological Institute of Metals and Alloys of the NAS of Ukraine (Kyiv, Ukraine)

PhD (Engin.), Deputy Head of Department

V.L. Mazur, Physico-technological Institute of Metals and Alloys of the NAS of Ukraine (Kyiv, Ukraine)

Corresponding Member of the NAS of Ukraine, Dr. Sci. (Engin.), Professor, Chief Researcher

References

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Kogan. L.B., Novik, F.S., Vinogradov, Yu.G. (1971). Properties and methods of obtaining synthetic cast irons. In the collection «Study of the properties of synthetic cast irons using methods of mathematical statistics» NIIMASH. M., 3–40 [in Russian].

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Vozdvizhensky, V.M., Grachev, V.A., Spassky, V.V. (1984). Casting alloys and the technology of their melting in mechanical engineering. M.: Mashinostroenie, 432 p. [in Russian].

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Sirenko, K.A., Mazur, V.L., Derecha D.О. (2023). Dependence of hardness and other properties of gray iron on its carbon equivalent and degree of eutecticity. Metal and Casting of Ukraine, 31(2(333), 42–50 https://doi.org/10.15407/steelcast2023.02.042 [in Ukrainian].

Sirenko, K.A., Mazur V.L. (2024). Assessment of thermal conductivity of grey cast iron castings with lamellar graphite. Casting processes, 21(156), 3–11. https://doi.org/10.15407/plit2024.02.056 [in Ukrainian].

Sirenko, K.A., Mazur V.L. (2023). Evaluation of approaches to predicting the properties of synthetic cast iron in foundry production. Metal Science and Treatment of Metals, 2, 24–35 https://doi.org/10.15407/mom2023.02.024 [in Ukrainian].

Sirenko, K.A., Mazur, V.L. (2023). Evaluation of approaches to predicting the properties of synthetic cast iron in foundry. Metal Science and Treatment of Metals, 2, 24–35 https://doi.org/10.15407/mom2023.02.024 [in Ukrainian].

Published

17-03-2026

How to Cite

Sirenko К. ., & Mazur В. . (2026). WAYS TO SOLVE THE DIRECT AND INVERSE PROBLEM «CHEMICAL COMPOSITION–PROPERTIES» OF CAST IRON. Casting Processes, 163(1), 43–50. https://doi.org/10.15407/plit2026.01.043

Issue

Section

PROBLEMS OF AUTOMATION, MECHANIZATION AND COMPUTERIZATON

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