2021
DOI: 10.1002/srin.202100078
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Prediction and Explanation Models for Hot Metal Temperature, Silicon Concentration, and Cooling Capacity in Ironmaking Blast Furnaces

Abstract: Figure 14. Four fuzzy rules extracted from data for explanation modeling of cooling capacity termed as "KL_P_SCHACHT."

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Cited by 15 publications
(7 citation statements)
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References 49 publications
(46 reference statements)
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“…In recent years, there have been frequent occurrences of hearth burn through in China, which has reduced the campaign life, as shown in Figure 1b. [ 8–10 ] The campaign life of many large BFs is now only 3–9 years, which is far below their design life of 15–20 years. The main factor that reduces the campaign life of BFs is erosion of the refractory material that lines the hearth.…”
Section: Introductionmentioning
confidence: 99%
“…In recent years, there have been frequent occurrences of hearth burn through in China, which has reduced the campaign life, as shown in Figure 1b. [ 8–10 ] The campaign life of many large BFs is now only 3–9 years, which is far below their design life of 15–20 years. The main factor that reduces the campaign life of BFs is erosion of the refractory material that lines the hearth.…”
Section: Introductionmentioning
confidence: 99%
“…Machine learning methods have been widely used to predict BF operating parameters in recent years. [6][7][8][9][10][11][12] By making full use of the large amount of data generated during the operation process, the prediction results are relatively accurate and have an excellent guiding significance for BF production. Chuanhou Gao [13] and Henrik Saxen [14] predicted the silicon content of molten iron in BF.…”
Section: Introductionmentioning
confidence: 99%
“…It is interesting to lower the SiO 2 input with alternative injection materials like biomass [7]. Models were developed based on this concept, simplifying the blast furnace model into sub-models, like the model of temperature against silicon content [812].
Figure 2. Reactions described by Steiler [6].
…”
Section: Introductionmentioning
confidence: 99%