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Model of Speed Spheroidization of Metals and Alloys Based on Multiprocessor Computing Complexes

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Machine Learning for Predictive Analysis

Abstract

This paper is aimed at studying the problem of developing a heat treatment model of metal. Advantageously, such a model can be used for recrystallization and spheroidizing annealing of calibrated steel. The proposed model is based on the heat treatment method of a billet from low- and medium-carbon steels intended for the fasteners’ manufacture. The achieved technical result provided a process for monitoring parameters in the heat treatment of metal. In particular, the temperature in the center of the metal product cross-section is controlled that provides the material with the necessary properties. The proposed approach allows avoiding low-productivity furnaces, which are applied to anneal steel before it is stamped. The multiprocessor computing complex with its specially oriented software allows managing the temperature of heating, holding and cooling along the entire plane of the billet section, thereby improving the quality of heat-treated steel. This model application allows reducing the duration of the technological process of spheroidizing metal annealing, reducing energy consumption, and significantly improving operating conditions, including the environmental state. Besides, the presented model allows synchronizing the technological process of metal heat treatment with the technological process of manufacturing fasteners, i.e., combine wire production into a standard technological line, which includes the preparation of wire rod, the billet heat treatment, and cold drawing of steel. There were carried out the experimental studies of the heat treatment of a long product. For this, a wire of a 20 mm diameter from steel 20G2G was subjected to heat treatment. Experimental studies have shown that metal while saving the required hardness, has the necessary elasticity properties.

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Correspondence to Volodymyr Busygin .

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Shvachych, G., Moroz, B., Martynenko, A., Hulina, I., Busygin, V., Moroz, D. (2021). Model of Speed Spheroidization of Metals and Alloys Based on Multiprocessor Computing Complexes. In: Joshi, A., Khosravy, M., Gupta, N. (eds) Machine Learning for Predictive Analysis. Lecture Notes in Networks and Systems, vol 141. Springer, Singapore. https://doi.org/10.1007/978-981-15-7106-0_4

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