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A joint model for hot-rolled strip quality in advance prediction 热轧带钢质量预先预测的联合模型
IF 2.1 3区 材料科学 Q2 Materials Science Pub Date : 2023-03-10 DOI: 10.1080/03019233.2023.2181939
Tianru Jiang, Kai Zhao, Wei Zhao, Z. Lv
ABSTRACT Aiming at the problem that previous product quality prediction models cannot directly assess product quality before hot rolling, this paper presents a joint model for process parameters generation and quality prediction based on Conditional Generative Adversarial Nets and Artificial Neural Network. After generated actual process parameters by the generation module, this model would predict the quality of products ahead of schedule according to the generated parameters before hot rolling, which do not rely on inputting actual process parameter online anymore. Finally, the model has been trained and tested with the actual data from a certain hot rolling plant. The experimental results show that the generated process parameters agree well with actual production and quality prediction accuracy can meet the production requirements, which confirms the proposed model can be applied to simulate the actual rolling process and predict strip quality ahead of hot rolling production, providing a reference for the adjustment of planning and scheduling in the future.
摘要针对以往产品质量预测模型不能直接评估热轧前产品质量的问题,提出了一种基于条件生成对抗网络和人工神经网络的工艺参数生成和质量预测联合模型。生成模块生成实际工艺参数后,该模型在热轧前根据生成的参数提前预测产品质量,不再依赖于在线输入实际工艺参数。最后,用某热轧厂的实际数据对模型进行了训练和验证。实验结果表明,生成的工艺参数与实际生产吻合较好,质量预测精度满足生产要求,验证了所建模型可用于模拟实际轧制过程,并能在热轧生产前预测带钢质量,为今后计划调度的调整提供参考。
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引用次数: 0
Prediction interval estimation of sinter drum index based on light gradient boosting machine and kernel density estimation 基于光梯度增强机和核密度估计的烧结鼓指数预测区间估计
IF 2.1 3区 材料科学 Q2 Materials Science Pub Date : 2023-03-10 DOI: 10.1080/03019233.2023.2165535
Guanglei Xia, Zhaoxia Wu, Mengyuan Liu, Yushan Jiang
ABSTRACT Owing to the uncertainty operation in the sintering process, it is easy to produce uncertain prediction errors in the single drum index prediction model, which makes the prediction results lack certain reliability. Accurate and reliable prediction of the drum index can help improve the drum index. In this paper, a prediction interval estimation method of drum index based on a light gradient boosting machine (LightGBM) and kernel density estimation (KDE) is proposed. LightGBM can obtain accurate points prediction of drum index, and then use the KDE method to obtain the estimated prediction interval of drum index. The comparison results of different methods show that LightGBM has high prediction performance, and KDE can well quantify the prediction error of drum index, which verifies the effectiveness of the prediction interval estimation method combined with LightGBM and KDE, and provides more reliable decision-making information for the optimisation of sintering process parameters.
摘要由于烧结过程中的不确定性操作,单筒指标预测模型容易产生不确定的预测误差,使得预测结果缺乏一定的可靠性。准确可靠地预测转鼓指数有助于提高转鼓指数。本文提出了一种基于光梯度提升机(LightGBM)和核密度估计(KDE)的滚筒指数预测区间估计方法。LightGBM可以获得准确的鼓轮指数预测点,然后使用KDE方法获得鼓轮指数的估计预测区间。不同方法的比较结果表明,LightGBM具有较高的预测性能,KDE能够很好地量化转鼓指数的预测误差,验证了LightGBM和KDE相结合的预测区间估计方法的有效性,为烧结工艺参数的优化提供了更可靠的决策信息。
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引用次数: 0
Production of low phosphorous steel from low silicon high phosphorous hot metal in BOF 转炉低硅高磷铁水生产低磷钢
IF 2.1 3区 材料科学 Q2 Materials Science Pub Date : 2023-03-06 DOI: 10.1080/03019233.2023.2173877
Prakash Gupta, Sujeet Kumar, Jallu Hari Babu, Gopal Mali, Tapas Kumar Roy
ABSTRACT Production of low phosphorous (≤0.015%) steel in Basic Oxygen Furnace (BOF) using high phosphorous (average 0.17%) and low silicon (≤0.5%) hot metal with Si/P ratio <3 is a challenging task. In addition to temperature, slag basicity and FeO, the quantity of slag becomes important which is achieved by higher lime addition. However, how much lime is appropriate need to be understood. A detailed analysis of plant data indicated that a scope exists for lowering lime addition from existing level. Accordingly, systematic trials were conducted with reduction in lime which showed that lowering 12% lime had no effect while 19% reduction increased end blow (EB) P by 20 ppm. SEM-EDX studies of slag samples revealed chemical and morphological changes in trial heats. Lime addition pattern was also found to impact EB P. Addition of lime in a small batch during 10–25% of the oxygen blow resulted lower EB P.
在碱性氧炉(BOF)中使用高磷(平均0.17%)和低硅(≤0.5%)且Si/P比<3的铁水生产低磷(≤0.015%)钢是一项具有挑战性的任务。除了温度、炉渣碱度和FeO外,炉渣的质量也很重要,而高石灰的添加量可以达到这一目的。然而,多少石灰是合适的需要了解。工厂数据的详细分析表明,在现有水平上存在降低石灰添加量的范围。因此,系统试验表明,石灰用量减少12%没有效果,而石灰用量减少19%则使末吹(EB) P增加20 ppm。SEM-EDX研究表明,在试热过程中,炉渣样品的化学和形态发生了变化。石灰的添加方式也对EB P有影响,在10-25%的吹氧时间内少量添加石灰可降低EB P。
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引用次数: 0
Studies on characterization of properties of low-grade hematite iron ores and their fired pellets 低品位赤铁矿及其烧结球团的性质研究
IF 2.1 3区 材料科学 Q2 Materials Science Pub Date : 2023-03-01 DOI: 10.1080/03019233.2023.2180930
Avula Leela Sukh Brahma Reddy, S. Sahoo, Mithilesh Kumar
ABSTRACT In this study, pellets were made from iron ores of Ramallakota and Veldurthi mines, Andhra Pradesh, by the addition of 1.5 to 4.5 wt.% of bentonite and molasses binders. Dried iron ore pellets were fired at 1173, 1373 and 1573K for 1, 2 and 3h. The aim has been to determine the effects of type of iron ore and binder, and firing conditions on the properties of resulting fired pellets. Chemical compositions and XRD patterns of studied iron ores revealed them to be of low- grade hematite iron ores having 27–46% Fe. Drop number of dried pellets got increased with an increase in their binder contents. Both the types of fired iron ore pellets exhibited an increase in their crushing strengths and decrease in apparent porosity with rise of firing temperature and time due to an increase in the extent of sintering of particles, as revealed by SEM micrographs.
在本研究中,以安得拉邦Ramallakota和Veldurthi矿的铁矿石为原料,添加1.5% ~ 4.5%的膨润土和糖蜜粘结剂制成球团。干燥的铁矿石球团在1173、1373和1573K下焙烧1、2和3h。其目的是确定铁矿石和粘结剂的类型以及燃烧条件对所产生的烧结球团性能的影响。矿石的化学成分和XRD分析表明,该矿石为低品位赤铁矿,铁含量为27 ~ 46%。随着粘结剂含量的增加,干燥球团滴数增加。SEM显微图显示,随着烧结温度和时间的增加,两种类型的烧结铁球团的破碎强度都有所增加,表观孔隙率也有所降低,这是由于颗粒烧结程度的增加。
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引用次数: 1
Ionic analysis of the effect of temperature on dephosphorization capacity of silicate slags 温度对硅酸盐渣脱磷能力影响的离子分析
IF 2.1 3区 材料科学 Q2 Materials Science Pub Date : 2023-03-01 DOI: 10.1080/03019233.2023.2167751
Rui Zhang, X. Liao, Shixiong Li, Y. Min, Chengjun Liu, Ting’an Zhang, Zhi-he Dou
ABSTRACT In order to the improvement of steel quality and dephosphorization capacity, it is vital to realize the microscopic essence of dephosphorization reaction of the slags. In this work, the temperature dependence of phosphorus distribution ratio and phosphate capacity is discussed with respect to the structure characterized by Raman and MAS-NMR. As the temperature increases from 1550°C to 1600°C, the reduction of Q0(Si) and Q0(P) weakens the formation of the Si–O–Ca–O–P linkages that can stabilize the silicate and phosphate network, which is not conducive to the increase of phosphorus distribution ratio and phosphate capacity. Meanwhile, the slight reduction of NBO/T lowers the activity of O2−, resulting that the hybrid entropy of dephosphorization reaction at 1600°C being slightly greater than that at 1550°C, indicating that the dephosphorization reaction proceeds towards the reverse direction with the increase of temperature.
为了提高钢的质量和脱磷能力,认识炉渣脱磷反应的微观本质至关重要。在这项工作中,讨论了磷分布比和磷酸盐容量的温度依赖性,与拉曼和MAS-NMR表征的结构有关。当温度从1550°C升高到1600°C时,Q0(Si)和Q0(P)的还原削弱了Si–O–Ca–O–P键的形成,该键可以稳定硅酸盐和磷酸盐网络,不利于磷分布比和磷酸盐容量的增加。同时,NBO/T的轻微降低降低了O2−的活性,导致1600°C时脱磷反应的混合熵略大于1550°C时的混合熵,表明随着温度的升高,脱磷反应朝着相反的方向进行。
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引用次数: 0
Improvement in steel cleanliness of central strand in billet caster 提高方坯连铸机中心坯钢清洁度
IF 2.1 3区 材料科学 Q2 Materials Science Pub Date : 2023-03-01 DOI: 10.1080/03019233.2023.2180211
M. Manish, P. Tripathi, Thayappa Hosahali, D. S. Kumar, Ravishekar Konangi
ABSTRACT JSW Steel, Vijayanagar works operates a 44 T, eight-strand billet caster for continuous casting. Such large volume tundish has large differences between the central and the end strands from the shroud which affects the cleanliness and solidification between different strands. With an aim to improve the steel cleanliness in central strands, water modelling studies were carried out in a 0.25-scale perspex water model. Different configurations of dams were studied under steady and unsteady state conditions. The combination of the wedge and V-shaped dam configuration resulted in increasing the mean residence time of the central strand without affecting the flow behaviour of the last strands. Residence time at central strands increased by 15% and does not affect the vortex formation height. It was further validated on a plant scale tundish. Plant trials demonstrated a reduction in inclusion area percentage by 21% confirming the improved steel cleanliness in central strands.
摘要JSW钢铁公司,Vijayanagar工厂经营着一家44 T、 用于连铸的八股方坯连铸机。这种大体积的中间包在来自围带的中心股和端股之间有很大的差异,这影响了不同股之间的清洁度和固化。为了提高中心钢绞线中的钢清洁度,在0.25级有机玻璃水模型中进行了水模型研究。研究了在稳态和非稳态条件下不同形态的大坝。楔形和V形坝的组合增加了中心股的平均停留时间,而不影响最后一股的流动行为。在中心股的停留时间增加了15%,并且不影响涡流形成高度。在工厂规模的中间包上对其进行了进一步验证。工厂试验表明,夹杂物面积百分比降低了21%,证实了中心钢绞线中的钢清洁度得到了改善。
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引用次数: 0
Inclusion analysis in a dual-phase automotive strip steel 双相汽车带钢中夹杂物分析
IF 2.1 3区 材料科学 Q2 Materials Science Pub Date : 2023-03-01 DOI: 10.1080/03019233.2023.2180218
H. Cockings, J. Griffiths, J. Russell, R. Underhill
ABSTRACT A holistic assessment of inclusions present within a cold rolled DP800 steel was performed. The assessment comprised a variety of methods including optical microscopy and image processing, alongside quantitative, statistical analysis. The ‘statistics of extreme values’ approach was applied, utilising outputs from microstructural analysis. A qualitative analysis followed via the use of SEM and EDS to determine the morphologies and compositions of inclusions within the material. This has allowed for cross-coil examination; identifying the variation in behaviour of inclusions through the width of a cold rolled strip, which can be correlated with slab solidification as well as final product performance. This understanding is also critical in informing sample extraction for microstructural characterisation and mechanical property assessments. The research has provided an accelerated methodology of inclusion analysis that can be applied to DP800 effectively, allowing for manufacture-microstructure relationships to be determined.
摘要对冷轧DP800钢中存在的夹杂物进行了全面评估。评估包括多种方法,包括光学显微镜和图像处理,以及定量统计分析。应用“极值统计”方法,利用微观结构分析的输出。随后通过使用SEM和EDS进行定性分析,以确定材料中夹杂物的形态和成分。这允许交叉线圈检查;识别夹杂物在冷轧带宽度上的行为变化,这可能与板坯凝固以及最终产品性能有关。这一理解对于微观结构表征和机械性能评估的样品提取也至关重要。该研究提供了一种可以有效应用于DP800的加速夹杂物分析方法,从而可以确定制造微观结构关系。
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引用次数: 0
Numerical analysis of uneven coating near steel strip edges in continuous hot-dip galvanizing 连续热镀锌带钢边缘涂层不均匀的数值分析
IF 2.1 3区 材料科学 Q2 Materials Science Pub Date : 2023-02-23 DOI: 10.1080/03019233.2023.2176543
Chetan Mali, A. Rai, Navam Shrivastava, Prasanth Anand Kumar Lam
ABSTRACT In a continuous hot-dip galvanizing process, the opposite air jets from the air knife nozzles collide with each other in the region near the steel strip edges, causing complex 3D von Kármán vortices. The vortices alter the pressure gradient of wiping air jet over the steel strip edge surfaces, causing uneven coating thickness. Here, the effects of the excess air vortices on zinc coating distribution at the edges are investigated with 3D eddy structures in the region of collision using detached eddy simulation (DES). The wiping pressure and shear stresses, obtained numerically, were used as boundary conditions in an analytical model to predict the stagnation line – a bottleneck region in the zinc wiping process. In comparison with experiments, the proposed analytical model successfully computes the quantity of zinc dragged upward by wiping air and the transient variations in coating values near steel strip edges.
摘要在连续热浸镀锌过程中,来自气刀喷嘴的相反空气射流在靠近钢带边缘的区域相互碰撞,导致复杂的3D von Kármán涡流。涡流改变了在钢带边缘表面上擦拭空气射流的压力梯度,导致涂层厚度不均匀。在此,使用分离涡流模拟(DES),利用碰撞区域的三维涡流结构研究了过量空气涡流对边缘锌涂层分布的影响。数值获得的擦拭压力和剪切应力被用作分析模型中的边界条件,以预测停滞线——锌擦拭过程中的瓶颈区域。与实验相比,所提出的分析模型成功地计算了通过擦拭空气向上拖动的锌的量以及钢带边缘附近涂层值的瞬态变化。
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引用次数: 0
Effect of highly oxidizing converter dephosphorization slag on dephosphorization behaviour of molten steel 高氧化转炉脱磷渣对钢液脱磷行为的影响
IF 2.1 3区 材料科学 Q2 Materials Science Pub Date : 2023-02-19 DOI: 10.1080/03019233.2023.2168344
Chaogang Zhou, Qinggong Chen, Yi Ji, L. Ai, Shuhuan Wang, Qiya Chen, T. Yuan
ABSTRACT In order to study the effect of highly oxidizing dephosphorizing converter slag on the migration behaviour of phosphorus in molten steel, an industrial test was carried out on a 300t dephosphorizing converter in a steel plant by the duplex method. Theoretical analysis shows that when the temperature is low, the basicity is 1.5 and the FeO content is 25%–30%, the phosphorus capacity of slag is stable. The industrial test results show that when the temperature is 1630K–1665K, the basicity is 1.05–1.25, the FeO content is 35%–40%, and the dephosphorization efficiency of the converter can generally reach above 60%. XRD and SEM-EDS analysis results showed that phosphorus was mainly enriched in 2CaO·SiO2-3CaO·P2O5 solid solution. Infrared analysis results show that under the condition of high FeO and low basicity, properly increasing of basicity is beneficial to reduce the degree of polymerization of dephosphorization slag.
摘要为了研究高氧化性脱磷转炉炉渣对钢液中磷迁移行为的影响,采用双相法在某钢厂300t脱磷转炉上进行了工业试验。理论分析表明,当温度较低、碱度为1.5、FeO含量为25% ~ 30%时,炉渣的磷容量是稳定的。工业试验结果表明,当温度为1630K-1665K,碱度为1.05-1.25,FeO含量为35%-40%时,转炉脱磷效率一般可达60%以上。XRD和SEM-EDS分析结果表明,磷主要富集在2CaO·SiO2-3CaO·P2O5固溶体中。红外分析结果表明,在高FeO、低碱度条件下,适当提高碱度有利于降低脱磷渣的聚合度。
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引用次数: 0
Analysis and optimisation on the energy consumption of electric arc furnace steelmaking 电弧炉炼钢能耗分析与优化
IF 2.1 3区 材料科学 Q2 Materials Science Pub Date : 2023-02-19 DOI: 10.1080/03019233.2023.2172826
Yonggang Liu, G. Wei, Bohan Tian
ABSTRACT To clarify the influence factors and optimization direction of energy consumption of EAF steelmaking, this study established a complete mass and energy balance model, comprising infiltrated air and off-gas flowrate measurement model and radiative and convective heat loss model, to forecast power and oxygen consumption. The influence of power supply, oxygen supply, carbon injection, infiltrated air, and hot metal charging on the power consumption of EAF is discussed. The results show that optimizing production parameters will effectively reduce power consumption, especially improve the infiltrated air flowrate when there are sufficient combustible gases, which is conducive to energy conservation and emission reduction. Additionally, due to the intensive energy and carbon input in the upstream process of hot metal production, the energy consumption and carbon emissions of hot metal charging EAF are much higher than those of 100% scrap charging EAF.
为明确电炉炼钢能耗的影响因素及优化方向,本研究建立了完整的质量和能量平衡模型,包括渗透空气和废气流量测量模型、辐射和对流热损失模型,用于预测电炉炼钢的功率和耗氧量。讨论了供电、供氧、喷碳、渗透空气、铁水充注等对电弧炉能耗的影响。结果表明,优化生产参数可以有效降低能耗,特别是在可燃气体充足的情况下提高渗透空气流量,有利于节能减排。此外,由于铁水生产上游过程的能源和碳投入较大,铁水加料电炉的能耗和碳排放量远高于100%废料加料电炉。
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引用次数: 0
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Ironmaking & Steelmaking
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