Article

Heat transfer in steelmaking ladle refractories and steel temperature. A literature review

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Abstract

The process of heat transfer in the steelmaking ladle refractories was investigated. Several techniques of modeling the heat loss were also discussed. Processes from continuous casting to optics were scheduled in the design of physical models. The thermal condition of the system was evaluated by thoroughly analyzing the experimental observations. Heat and mass transfer of the ladle system clearly projected the thermal stability along with the stratification parameters. Computation parameters of the on-line simulated system were also reported.

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... As mentioned earlier, the temperature changes in the liquid steel are partially related to the ladle heat losses. Being aware of the ladle heat losses during the process step occurring prior to reaching the CC machine is essential to the temperature control of the liquid steel in industrial ladles [19][20][21]. Several studies have highlighted the impact of the heat losses on temperature predictions of the liquid steel [5,17,20,[22][23][24][25][26][27][28][29]. ...
... There are several phenomena that influence the heat losses of the steel. Radiation, conduction, and convection losses must be considered in order to determine the heat losses in the ladle [21,29,30]. The process steps and observed phenomena influencing the heat losses and temperature changes the most in the secondary metallurgy station are listed in detail below [20,21,[23][24][25][26][27][28][29][30][31]: ...
... Radiation, conduction, and convection losses must be considered in order to determine the heat losses in the ladle [21,29,30]. The process steps and observed phenomena influencing the heat losses and temperature changes the most in the secondary metallurgy station are listed in detail below [20,21,[23][24][25][26][27][28][29][30][31]: ...
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The present work focuses on predicting the steel melt temperature following the vacuum treatment step in a vacuum tank degasser (VTD). The primary objective is to establish a comprehensive methodology for developing and validating machine learning (ML) models within this context. Another objective is to evaluate the model by analyzing the alignment of the SHAP values with metallurgical domain expectations, thereby validating the model’s predictions from a metallurgical perspective. The proposed methodology employs a Random Forest model, incorporating a grid search with domain-informed variables grouped into batches, and a robust model-selection criterion that ensures optimal predictive performance, while keeping the model as simple and stable as possible. Furthermore, the Shapley Additive Explanations (SHAP) algorithm is employed to interpret the model’s predictions. The selected model achieved a mean adjusted R2 of 0.631 and a hit ratio of 75.3% for a prediction error within ±5 °C. Despite the moderate predictive performance, SHAP highlighted several aspects consistent with metallurgical domain expertise, emphasizing the importance of domain knowledge in interpreting ML models. Improving data quality and refining the model framework could enhance predictive performance.
... A programação e o controle do processo têm um impacto direto na perda de calor do sistema panela-aço conforme a Revisão da Literatura de Fredman. (6) De acordo com Baker e Irving, (7) os passos e considerações necessárias para otimizar o controle do processo de fabricação do aço com alta produtividade são: i) prover uma carga corretamente balanceada; ii) minimizar o sobre-carregamento de escória entre a panela de fusão e panela de refino e iii) manter uma temperatura estrita entre as etapas de refino e lingotamento. ...
... La consideración de varias zonas, posibilita realizar un mejor diseño a partir de la búsqueda de las combinaciones de materiales que presenten los mejores comportamientos de los indicadores técnico-económicos.El diseño del revestimiento de este tipo de instalación, requiere incluir la protección de la carcasa contra la deformación para evitar el sobreconsumo de materiales por la reducción del espacio útil de trabajo(González R. et al, 2013). En este último aspecto, los laboratorios Bethlemhem Homer desarrollaron los métodos de una capa y dos capas para el cálculo de la interacción refractario-carcasa(Hlinka J, 1986, Fredman T, 2003, Chang W. et al, 2018, cuyos procedimientos de aplicación se muestran en el Anexo 3. ...
Thesis
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Se aborda el desarrollo de procedimientos efectivos de selección de materiales refractarios, para el diseño de los revestimientos de las cazuelas de vaciado de acero mediante el modelado matemático de esta tarea de ingeniería como proceso de toma de decisiones, bajo un enfoque sistémico de análisis. La importancia de este tema, se relaciona con la persistencia en la actualidad de problemas relacionados con los elevados consumos demateriales y de recursos energéticos-financieros, como resultado de la baja eficiencia de los métodos establecidos para la realización de esta actividad de diseño en el sector industrial. La novedad de la investigación presentada en el campo del modelado, está dada por el perfeccionamiento de los modelos matemáticos de selección óptima de materiales refractarios y la obtención de procedimientos evolutivos que aportan poblaciones de soluciones eficientes, que se caracterizan por tener mejores valores de relación entre los indicadores de eficiencia. Otro resultado importante a destacar, es la obtención de una herramienta computacional de diseño de revestimientos para el caso de las cazuelas de vaciado de acero con un alto valor metodológico en cuanto a las vías y métodos de análisis seguidos, los que pueden ser aplicados a otros casos de estudio
... Devido à importância do problema, vários autores despenderam esforços para conhecer e modelar o comportamento da temperatura do aço líquido durante as diversas etapas de refino e lingotamento. (3)(4)(5)(6)(7)(8) A base do modelo matemático para o cálculo da temperatura no lingotamento consiste em estimar o fluxo de energia do aço para os refratários da panela e para a escória. Conhecendo esses fluxos, é possível determinar a temperatura (média) do aço em função do tempo. ...
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During secondary steelmaking and casting, the molten steel gradually loses temperature through ladle refractories and slag. Among other factors that may influence the behavior, the ladle geometry plays an important role. In the present paper, the relation between ladle diameter and steel thermal losses during secondary refining and casting were studied. A numerical model, to compute the steel thermal fluxes to refractories, was employed. A typical 100 t ladle, described in literature, was chosen for the reference data to simulations, where the rise and decrease in diameter were evaluated. The results show that the rise in diameter leads to a higher steel thermal losses. This happens because the increase in the metal-slag interface area and due to the fact that during the vacuum degassing the heat flow through this interface is much higher than others process stages.
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A new polarizing pyrometric temperature measuring technique has been developed and tested for measuring the temperatures of hot oxidized metal surfaces. It makes it possible to measure the true temperatures of semi-finished material in reheating furnaces at temperatures above some 800°C with an accuracy of ± 10 K.
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The steel ladle has been transformed from a vessel that was primarily used to hold molten steel for teeming into a vessel in which complex metallurgical processes are performed prior to casting or teeming. At LTV Steel's Aliquippa Works in Aliquippa, PA, and at the Indiana Harbor Works, in East Chicago, IN, this transformation made it necessary to upgrade the refractory materials used to line the steel ladles. As a result, fireclay lined steel ladles were converted to variable thickness 70 percent Al//2O//3 lined ladles with MgO slag lines in both facilities. Ladle preheating facilities were determined to be a prerequisite for long-term use of these refractories due to significant differences in thermal properties. A transient thermal model was developed to simulate a ladle that supplies liquid steel to a continuous casting machine. This paper examines several of the factors that can cause steel temperature variability. The tap temperature must be adjusted to account for variations in these factors. The best practice requires consistency which is best attained by keeping the ladles hot.
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A two-dimensional mathematical model of steelmaking ladles is presented. The model can be used as a design tool, by which a number of variables such as holding time, material choice, and refractory layer thicknesses can be studied with regard to their influence on the steel temperature evolution during casting. In addition, the model can act as a decision support and as a basis for automation of temperature control. Temperature measurements from an operational steelmaking ladle are compared to simulation results obtained with the model, demonstrating its feasibility and applicability to steelmaking.
Article
Modeling of the transient thermal state of metallurgical ladels is motivated by the need for estimating the drop in temperature of the liquid metal in the ladle. On-line estimation of the state is required, since the same ladle is used in a number of casting cycles with rapid changes in boundary conditions for the temperature field, and the conditions in the current as well as previous cycles affect the thermal state. Although a large number of methods for the numerical solution of conduction-diffusion partial differential equations have been developed, there are still advantages to keeping thermal field computations at a relatively simple level, in contrast to the situation in the design process of ladles, where two-dimensional modeling may be required. Extensive computations under nonverifiable boundary and initial parameter values are not especially suited for real-time simulation of industrial processes. This article presents a novel approach to the solution of the one-dimensional transient heat conduction problem applied to ladle linings, relying on classical analytical techniques in combination with numerical methods. The performance of the model was validated by a comparison of predictions to thermocouple measurements from the refractory of a steelmaking ladle during a campaign of 26 casting cycles. Reasonable agreement between the measured and simulated variables could be established, which demonstrates the feasibility of the approach.
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