Regression Analysis of the Effect of Graphite Characteristics on Mechanical and Thermal Properties of Gray Cast Iron

The microstructure and properties of gray cast iron are closely related. For gray cast iron with pearlite matrix, adjusting graphite characteristics to improve casting performance is the most effective method. It is of great significance to analyze the relationship between graphite characteristics and properties of gray cast iron for the development of gray cast iron with high tensile strength and high thermal conductivity. Regression models of graphite characteristics and properties of gray cast iron was established, including tensile strength and thermal conductivity. By calculating the coefficients of the two models, the different effects of graphite characteristics on the properties of gray cast iron were obtained. By testing the regression models, the feasibility of the regression analysis method in the performance analysis of gray iron castings was determined. According to the analysis results, some improvement schemes are put forward to improve the performance of castings.

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Publication Details

Journal
ISIJ International
Published
2026-01-01
DOI
https://doi.org/10.2355/isijinternational.isijint-2025-309
Primary Topic
Microstructure and Mechanical Properties of Steels
Type
article
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Regression Analysis of the Effect of Graphite Characteristics on Mechanical and Thermal Properties of Gray Cast Iron

Wei Wang, Ji Zhou, Jinhui Fan, Xianrong Diao et al.
ISIJ International
Microstructure and Mechanical Properties of Steels
article

Regression Analysis of the Effect of Graphite Characteristics on Mechanical and Thermal Properties of Gray Cast Iron

Wei Wang, Ji Zhou, Jinhui Fan, Xianrong Diao, Xiaoyang Qi
article en

Abstract

The microstructure and properties of gray cast iron are closely related. For gray cast iron with pearlite matrix, adjusting graphite characteristics to improve casting performance is the most effective method. It is of great significance to analyze the relationship between graphite characteristics and properties of gray cast iron for the development of gray cast iron with high tensile strength and high thermal conductivity. Regression models of graphite characteristics and properties of gray cast iron was established, including tensile strength and thermal conductivity. By calculating the coefficients of the two models, the different effects of graphite characteristics on the properties of gray cast iron were obtained. By testing the regression models, the feasibility of the regression analysis method in the performance analysis of gray iron castings was determined. According to the analysis results, some improvement schemes are put forward to improve the performance of castings.

ISIJ International
Donghua University (CN), Guizhou Electromechanical Research and Design Institute (CN), The First People's Hospital of Tianmen (CN), New Hope Liuhe (China) (CN)
Climate action
Openalex Percentile: Top 8%
Microstructure and Mechanical Properties of Steels
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Regression Analysis of the Effect of Graphite Characteristics on Mechanical and Thermal Properties of Gray Cast Iron — Wei Wang, Ji Zhou, et al. · ISIJ International (2026) | TGRS Research Map | TGRS