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A study of the void surface healing mechanism in 316LN steel 316LN钢孔隙表面愈合机制的研究
IF 1.5 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1515/htmp-2022-0282
Mingli Qin, Jiansheng Liu, Jing-dan Li, Xuezhong Zhang
Abstract The behavior of void surface healing in 316LN steel samples undergoing thermal plasticity deformation was investigated using the Gleeble 1500 thermomechanical simulator. The characterization of the void surface after plastic deformation was analyzed under different deformation temperatures, deformation amounts, and holding time durations. The morphology evolution and microstructure of the void surface healing zone during thermal plasticity deformation and holding time duration stage were analyzed using electron back scatter diffraction imaging. The mechanism of void surface healing under thermal plasticity deformation was investigated. It was found that the degree of void surface healing increases with the degree of deformation and the duration of the holding time. Dynamic recrystallization occurred continuously at the void surface, resulting in a plethora of crystal defects and a substantial amount of energy. These conditions were conducive to atomic diffusion and migration, thereby promoting the healing process of the void surface. Maintaining high temperature after deformation can continue to provide energy for the diffusion and migration of atoms, promotes the growth of recrystallized grains, and gradually heals the void surface.
摘要利用Gleeble 1500热机械模拟机研究了316LN钢热塑性变形试样中孔隙表面的愈合行为。分析了不同变形温度、变形量和保温时间下塑性变形后孔隙表面的特征。利用电子背散射衍射成像分析了热塑性变形和保温时间阶段孔隙表面愈合区的形态演变和微观结构。研究了热塑性变形下孔隙表面愈合的机理。研究发现,孔隙表面愈合程度随着变形程度和保温时间的延长而增加。在孔隙表面连续发生动态再结晶,导致过多的晶体缺陷和大量的能量。这些条件有利于原子的扩散和迁移,从而促进空隙表面的愈合过程。变形后保持高温可以继续为原子的扩散和迁移提供能量,促进再结晶晶粒的生长,并逐渐愈合孔隙表面。
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引用次数: 0
Influence of submerged entry nozzle on funnel mold surface velocity 浸入式喷嘴对漏斗模具表面速度的影响
IF 1.5 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1515/htmp-2022-0247
Limin Zhang, Liguang Zhu, Cai-Jun Zhang, Pengcheng Xiao, Xingjuan Wang
Abstract In this article, physical and numerical simulation of the flow field in flexible thin slab caster funnel mold at high casting speed is carried out with a five-hole submerged entry nozzle (FHSEN), and characteristics of the flow field on funnel mold liquid level under different casting speeds (4, 5, and 6 m·min−1) and different submerged depths (130, 160, and 190 mm) are studied by comparing with the new submerged entry nozzle (NSEN) designed. Physical simulation is based on the funnel mold prototype. Numerical simulation is carried out based on FLUENT software, and industrial experiments of two kinds of submerged entry nozzle are also carried out. The results show that in the case of both physical and numerical simulation, the maximum surface velocity of the FHSEN funnel mold is 0.58 m·s−1, and the funnel mold liquid level is prone to slag entrapment. The NSEN funnel mold’ maximum surface velocity is 0.37 m·s−1. Compared with the FHSEN, the NSEN funnel mold’ maximum surface velocity decreases by 0.21 m·s−1, and funnel mold surface velocity decreases significantly. Finally, the accuracy of simulation results is verified by industrial tests, and it is also show that NSEN can greatly reduce funnel mold surface velocity and probability of slag entrapment.
摘要采用五孔浸入式水口(FHSEN)对柔性薄板坯连铸机漏斗形结晶器在高铸速下的流场进行了物理和数值模拟,并分析了不同铸速(4、5、6)下漏斗形结晶液位的流场特征 m·min−1)和不同的淹没深度(130、160和190 mm)与设计的新型浸入式喷嘴(NSEN)进行了对比研究。物理模拟是基于漏斗模具原型的。基于FLUENT软件进行了数值模拟,并对两种浸入式喷嘴进行了工业试验。结果表明,在物理和数值模拟的情况下,FHSEN漏斗模具的最大表面速度为0.58 m·s−1,漏斗模具液位易发生夹渣现象。NSEN漏斗模具的最大表面速度为0.37 m·s−1。与FHSEN相比,NSEN漏斗模具的最大表面速度降低了0.21 m·s−1,漏斗模具表面速度显著下降。最后,通过工业试验验证了模拟结果的准确性,并表明NSEN可以大大降低漏斗模具表面速度和夹渣概率。
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引用次数: 1
Influence of shielding gas on machining and wear aspects of AISI 310–AISI 2205 dissimilar stainless steel joints 保护气体对AISI 310–AISI 2205异种不锈钢接头加工和磨损方面的影响
IF 1.5 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1515/htmp-2022-0262
Mahadevan Govindasamy, Lloyd Jenner Mangalakaran Joseph Manuel, Senthilkumar Thamilkolunthu
Abstract In this article, the effect of shielding gas combinations on gas tungsten arc-welded dissimilar AISI 310 steel and AISI 2205 steel joints was investigated. Two gases such as nitrogen and carbon dioxide were substituted in argon shielding gas and its corresponding improvement in the mechanical, microstructural, machining, and wear aspects of the dissimilar AISI 310–AISI 2205 joints was studied. Weld bead studies, tensile, and weld region microhardness were conducted. X-ray diffraction studies revealed joint intermetallics, and microstructural evaluation was conducted. Machining studies were conducted using drilling experiments. Using local analysis and global analysis, the cutting force variations in the feed direction and cutting direction were studied. Wear tests revealed that the variations in traction force, specific wear rate, coefficient of friction and tribo wear mass loss were studied. A considerable improvement in wear characteristics of AISI 310–AISI 2205 joints was observed by substituting CO2 and N in shielding gas.
摘要本文研究了不同保护气体组合对不同AISI 310钢和AISI 2205钢钨气弧焊接头的影响。采用氮气和二氧化碳两种气体替代氩气,对不同类型AISI 310-AISI 2205接头的力学性能、显微组织、加工性能和磨损性能进行了研究。焊接头研究,拉伸和焊缝区域显微硬度进行了。x射线衍射研究显示接头金属间化合物,并进行了显微组织评价。加工研究是通过钻孔实验进行的。采用局部分析和全局分析的方法,研究了进给方向和切削方向切削力的变化规律。通过磨损试验,研究了牵引力、比磨损率、摩擦系数和摩擦磨损质量损失的变化规律。在保护气体中加入CO2和N可显著改善AISI 310-AISI 2205接头的磨损特性。
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引用次数: 0
Dry synthesis of brannerite (UTi2O6) by mechanochemical treatment 机械化学法干法合成银辉石(UTi2O6)
IF 1.5 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1515/htmp-2022-0268
Daisuke Akiyama, Tomoki Mishima, Y. Okamoto, A. Kirishima
Abstract A powder mixture of UO2 and TiO2 was mechanochemically treated in a planetary ball mill under Ar atmosphere for 1 h using a tungsten carbide vial and balls as the milling medium. Such mechanochemical (MC) treatment reduced the crystallinity of UO2 and TiO2. The mechanochemically treated powder mixture was heated at 700–1,300°C for 6 h under Ar atmosphere and analyzed by X-ray diffraction analysis, scanning electron microscopy-energy-dispersive X-ray spectroscopy, and X-ray absorption fine structure analysis. For comparison, a UO2 and TiO2 mixture without MC treatment was heated and analyzed under the same conditions. UTi2O6 did not form below 1,100°C without MC treatment and only the starting materials were observed. At 1,200 and 1,300°C, a small amount of UTi2O6 and equal amounts of UTi2O6 and UO2 were formed, respectively. The mechanochemically treated sample produced nearly pure UTi2O6 containing small amounts of UO2 impurities when heated above 900°C for 6 h. UTi2O6 was highly crystalline and uniform regardless of the synthesis temperature. It is suggested that the crystallinity of UO2 and TiO2 was reduced and the formation of UTi2O6 was promoted by MC treatment.
摘要:以碳化钨小瓶和球为研磨介质,在Ar气氛下,在行星球磨机中对UO2和TiO2混合粉末进行机械化学处理1 h。机械化学(MC)处理降低了UO2和TiO2的结晶度。将机械化学处理后的粉末混合物在Ar气氛下700 ~ 1300℃加热6 h,通过x射线衍射分析、扫描电镜-能量色散x射线能谱分析和x射线吸收精细结构分析进行分析。为了进行比较,在相同条件下,对未经MC处理的UO2和TiO2混合物进行加热和分析。在1100℃以下,未经MC处理的UTi2O6不形成,只观察到起始物质。在1200℃和1300℃时,分别形成少量的UTi2O6和等量的UTi2O6和UO2。经过机械化学处理的样品在900°C以上加热6小时后,产生了几乎纯的含少量UO2杂质的UTi2O6。无论合成温度如何,UTi2O6都具有较高的结晶性和均匀性。表明MC处理降低了UO2和TiO2的结晶度,促进了UTi2O6的生成。
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引用次数: 0
Effect of refining slag compositions on its melting property and desulphurization 精炼渣成分对其熔炼性能和脱硫性能的影响
4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1515/htmp-2022-0293
Shisen Li, Lingzhong Kong, Zhaolong Xu
Abstract To investigate the feasibility of the refining slag with low fluoride, some oxides such as Al 2 O 3 , SiO 2 , B 2 O 3 , and Li 2 O were used to replace CaF 2 in refining slag with the equivalent weight replacement method, and then the melting temperature and desulphurization capacity of slag were determined. The results show that the melting temperature of slag (CaF 2 < 4 mass% and Al 2 O 3 > 28 mass%) is less than 1,706 K, when CaF 2 is substituted by Al 2 O 3 . This slag is able to decrease [S] in steel to less than 0.0060 mass%. In the case of substitution of CaF 2 by SiO 2 , the melting temperature increases, while the desulphurization rate decreases. The fluxing action of B 2 O 3 is stronger than that of CaF 2 , and the melting temperature decreases to 1,561 K when CaF 2 is substituted by B 2 O 3 . Li 2 O can not only lower the melting temperature of slag but also improve the desulphurization rate.
摘要为探讨低氟精炼渣的可行性,采用当量重量替代法,采用Al 2o3、sio2、b2o3、Li 2o等氧化物替代精炼渣中的ca2,测定了渣的熔融温度和脱硫能力。结果表明:矿渣(caf2 <4质量%和al2o3 >当caf2被al2o3取代时,其质量小于1,706 K。这种炉渣能使钢中的[S]降低到0.0060质量%以下。以sio2取代caf2时,熔点升高,脱硫速率降低。b2o3的助熔剂作用强于caf2,用b2o3代替caf2时,熔点降至1561 K。Li 2o不仅可以降低炉渣的熔化温度,还可以提高脱硫率。
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引用次数: 0
Aluminum oxide films fabricated by reactive electron-beam evaporation in the forevacuum pressure range 在前真空压力范围内反应电子束蒸发制备氧化铝薄膜
IF 1.5 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1615/hightempmatproc.2023048009
V. Burdovitsin, K. Karpov, L. Ngon A. Kiki, E. Oks
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引用次数: 0
First-principles investigation of phase stability and elastic properties of Laves phase TaCr2 by ruthenium alloying 钌合金化Laves相TaCr2的相稳定性和弹性的第一性原理研究
IF 1.5 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1515/htmp-2022-0255
Shishi Wei, Xuan Xiao, Kai Zhou, Jing Yao, Dezhi Chen
Abstract Based on the first-principles method of density functional theory, the microscopic mechanism of the effect of addition of alloying element Ru content on the stability and elastic properties of Laves phase TaCr2 was investigated by parameters such as formation enthalpy, electronic structure, and elastic constants. The addition of Ru atoms tends to preferentially occupy the lattice sites of Cr. With the increase in the Ru content, the alloying ability of Ta8Cr16−n Ru n (n = 0–6) becomes progressively weaker, the stability gradually decreases, whereas the Poisson’s ratio grows. The bonding peak appears to drop and widen, weakening the bonding strength of Ta–Cr atoms, rendering the shear deformation to be performed easily, thereby improving toughness. When the Ru content rises to 20.83 at%, the bulk modulus, shear modulus, Young’s modulus, and Poisson’s ratio of the alloy attain the maximum value, the brittleness diminishes to the most extent, the resistance to elastic deformation is the strongest, as well at the optimum fracture toughness.
摘要基于密度泛函理论第一性原理方法,通过生成焓、电子结构和弹性常数等参数,研究了合金元素Ru含量对Laves相TaCr2稳定性和弹性性能影响的微观机理。随着Ru含量的增加,Ta8Cr16−n Ru n (n = 0 ~ 6)的合金化能力逐渐变弱,稳定性逐渐降低,泊松比增大。结合峰出现下降和变宽,削弱了Ta-Cr原子的结合强度,便于进行剪切变形,从而提高了韧性。当Ru含量达到20.83 %时,合金的体模量、剪切模量、杨氏模量和泊松比均达到最大值,脆性降低程度最大,抗弹性变形能力最强,断裂韧性最佳。
{"title":"First-principles investigation of phase stability and elastic properties of Laves phase TaCr2 by ruthenium alloying","authors":"Shishi Wei, Xuan Xiao, Kai Zhou, Jing Yao, Dezhi Chen","doi":"10.1515/htmp-2022-0255","DOIUrl":"https://doi.org/10.1515/htmp-2022-0255","url":null,"abstract":"Abstract Based on the first-principles method of density functional theory, the microscopic mechanism of the effect of addition of alloying element Ru content on the stability and elastic properties of Laves phase TaCr2 was investigated by parameters such as formation enthalpy, electronic structure, and elastic constants. The addition of Ru atoms tends to preferentially occupy the lattice sites of Cr. With the increase in the Ru content, the alloying ability of Ta8Cr16−n Ru n (n = 0–6) becomes progressively weaker, the stability gradually decreases, whereas the Poisson’s ratio grows. The bonding peak appears to drop and widen, weakening the bonding strength of Ta–Cr atoms, rendering the shear deformation to be performed easily, thereby improving toughness. When the Ru content rises to 20.83 at%, the bulk modulus, shear modulus, Young’s modulus, and Poisson’s ratio of the alloy attain the maximum value, the brittleness diminishes to the most extent, the resistance to elastic deformation is the strongest, as well at the optimum fracture toughness.","PeriodicalId":12966,"journal":{"name":"High Temperature Materials and Processes","volume":" ","pages":""},"PeriodicalIF":1.5,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42991286","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Transfer and transformation mechanism of chromium in stainless steel slag in pedosphere 不锈钢渣中铬在土壤圈中的迁移转化机理
IF 1.5 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1515/htmp-2022-0252
Shuang Cai, Liguang Wang, Yuzhu Zhang, Tao Li, Tie Tian, Tianji Liu
Abstract The trivalent chromium (Cr) leached from stainless steel slag can be oxidized into hexavalent Cr with strong toxicity in the natural storage process, thus causing severe pollution to the surrounding soil, water, and atmosphere. Currently, the toxicity hazards caused by high Cr concentrations in plants, animals, and humans have attracted widespread attention from across the world. In this study, an overview is presented regarding the occurrence mode, leaching mechanism, and influencing factors for the presence of Cr in the soil of stainless steel slag under natural landfilling conditions. Meanwhile, a summary is made for the research progress in Cr absorption, transport, and accumulation in the soil–plant system. Besides, allowing for the toxicity and detrimental effect of Cr(vi) in the soil as well as the application of biological and chemical methods for the remediation of Cr(vi)-contaminated soil, a review is conducted on the approach to recycling Cr from stainless steel slag and the application of chemical remediation and biological methods to remedy Cr-containing soil. Finally, a discussion is conducted about the transfer and transformation behavior of Cr in soil–plant system, the practical application of soil remediation technology and the prospect of research in this field.
摘要从不锈钢渣中浸出的三价铬(Cr)在自然储存过程中可被氧化成毒性很强的六价铬,对周围的土壤、水和大气造成严重污染。目前,高铬浓度对植物、动物和人类的毒性危害已引起世界各地的广泛关注。本研究综述了自然填埋条件下不锈钢渣土壤中Cr的存在方式、浸出机理和影响因素。同时,对铬在土壤-植物系统中吸收、迁移和积累的研究进展进行了总结。此外,考虑到铬在土壤中的毒性和有害影响,以及生物和化学方法在铬污染土壤修复中的应用,综述了从不锈钢渣中回收铬的方法,以及化学修复和生物方法在含铬土壤中的应用。最后,讨论了Cr在土壤-植物系统中的转移转化行为、土壤修复技术的实际应用以及该领域的研究前景。
{"title":"Transfer and transformation mechanism of chromium in stainless steel slag in pedosphere","authors":"Shuang Cai, Liguang Wang, Yuzhu Zhang, Tao Li, Tie Tian, Tianji Liu","doi":"10.1515/htmp-2022-0252","DOIUrl":"https://doi.org/10.1515/htmp-2022-0252","url":null,"abstract":"Abstract The trivalent chromium (Cr) leached from stainless steel slag can be oxidized into hexavalent Cr with strong toxicity in the natural storage process, thus causing severe pollution to the surrounding soil, water, and atmosphere. Currently, the toxicity hazards caused by high Cr concentrations in plants, animals, and humans have attracted widespread attention from across the world. In this study, an overview is presented regarding the occurrence mode, leaching mechanism, and influencing factors for the presence of Cr in the soil of stainless steel slag under natural landfilling conditions. Meanwhile, a summary is made for the research progress in Cr absorption, transport, and accumulation in the soil–plant system. Besides, allowing for the toxicity and detrimental effect of Cr(vi) in the soil as well as the application of biological and chemical methods for the remediation of Cr(vi)-contaminated soil, a review is conducted on the approach to recycling Cr from stainless steel slag and the application of chemical remediation and biological methods to remedy Cr-containing soil. Finally, a discussion is conducted about the transfer and transformation behavior of Cr in soil–plant system, the practical application of soil remediation technology and the prospect of research in this field.","PeriodicalId":12966,"journal":{"name":"High Temperature Materials and Processes","volume":"42 1","pages":""},"PeriodicalIF":1.5,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41320414","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Technology and analysis of 08Cr9W3Co3VNbCuBN steel large diameter thick wall pipe welding process 08Cr9W3Co3VNbCuBN钢大直径厚壁管焊接工艺技术分析
IF 1.5 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1515/htmp-2022-0256
Feng Wang, Fengshou Zhang, Jiang Ma, Xizhen Ma
Abstract In this article, the welding technology of large diameter thick wall 08Cr9W3Co3VNbCuBN (G115) heat-resistant steel pipes for the main steam pipe of a 650°C ultra-supercritical power station boiler has been investigated, and the mechanical properties and microstructure of welded joints at different wall thickness positions have also been analyzed. The results show that the mechanical properties of narrow gap welded joint of 115 mm thick large diameter 08Cr9W3Co3VNbCuBN heat-resistant steel pipe obtained by Gas tungsten arc welding (GTAW) + shielded metal arc welding (SMAW) + automatic submerged arc welding (SAW) can meet the requirements of relevant standards after tempering at 780°C. The tensile failure of the welded joint occurs in the base metal zone far away from the weld, an obvious necking phenomenon appears at the fracture position, and the welded joint has good tensile properties. No δ ferrite phase was found in the weld and heat-affected zone (HAZ). The microstructures of each zone are tempered martensite.
摘要本文研究了650°C超超临界电站锅炉主蒸汽管道用大直径厚壁08Cr9W3Co3VNbCuBN(G115)耐热钢管的焊接工艺,并对不同壁厚位置焊接接头的力学性能和微观组织进行了分析。结果表明,115窄间隙焊接接头的力学性能 采用钨极气体保护焊(GTAW)+金属电弧焊(SMAW)+自动埋弧焊(SAW)工艺生产的08Cr9W3Co3VNbCuBN厚大直径耐热钢管,经780°C回火后,可满足相关标准要求。焊接接头的拉伸失效发生在远离焊缝的母材区,断裂处出现明显的颈缩现象,焊接接头具有良好的拉伸性能。焊缝和热影响区未发现δ铁素体相。每个区域的微观结构为回火马氏体。
{"title":"Technology and analysis of 08Cr9W3Co3VNbCuBN steel large diameter thick wall pipe welding process","authors":"Feng Wang, Fengshou Zhang, Jiang Ma, Xizhen Ma","doi":"10.1515/htmp-2022-0256","DOIUrl":"https://doi.org/10.1515/htmp-2022-0256","url":null,"abstract":"Abstract In this article, the welding technology of large diameter thick wall 08Cr9W3Co3VNbCuBN (G115) heat-resistant steel pipes for the main steam pipe of a 650°C ultra-supercritical power station boiler has been investigated, and the mechanical properties and microstructure of welded joints at different wall thickness positions have also been analyzed. The results show that the mechanical properties of narrow gap welded joint of 115 mm thick large diameter 08Cr9W3Co3VNbCuBN heat-resistant steel pipe obtained by Gas tungsten arc welding (GTAW) + shielded metal arc welding (SMAW) + automatic submerged arc welding (SAW) can meet the requirements of relevant standards after tempering at 780°C. The tensile failure of the welded joint occurs in the base metal zone far away from the weld, an obvious necking phenomenon appears at the fracture position, and the welded joint has good tensile properties. No δ ferrite phase was found in the weld and heat-affected zone (HAZ). The microstructures of each zone are tempered martensite.","PeriodicalId":12966,"journal":{"name":"High Temperature Materials and Processes","volume":" ","pages":""},"PeriodicalIF":1.5,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49192410","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparison of data-driven prediction methods for comprehensive coke ratio of blast furnace 高炉综合焦比数据驱动预测方法的比较
IF 1.5 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-01-01 DOI: 10.1515/htmp-2022-0261
Xiuyun Zhai, Mingtong Chen
Abstract The emission of blast furnace (BF) exhaust gas has been criticized by society. It is momentous to quickly predict the comprehensive coke ratio (CCR) of BF, because CCR is one of the important indicators for evaluating gas emissions, energy consumption, and production stability, and also affects composite economic benefits. In this article, 13 data-driven prediction techniques, including six conventional and seven ensemble methods, are applied to predict CCR. The result of ten-fold cross-validation indicates that multiple linear regression (MLR) and support vector regression (SVR) based on radial basis function are superior to the other methods. The mean absolute error, the root mean square error, and the coefficient of determination (R 2) of the MLR model are 1.079 kg·t−1, 1.668, and 0.973, respectively. The three indicators of the SVR model are 1.158 kg·t−1, 1.878, and 0.975, respectively. Furthermore, AdaBoost based on linear regression has also strong prediction ability and generalization performance. The three methods have important significances both in theory and in practice for predicting CCR. Moreover, the models constructed here can provide valuable hints into realizing data-driven control of the BF process.
摘要高炉废气的排放一直受到社会的批评。快速预测高炉综合焦比具有重要意义,因为综合焦比是评价煤气排放、能耗和生产稳定性的重要指标之一,也影响着综合经济效益。本文将13种数据驱动的预测技术,包括6种常规方法和7种集成方法,应用于CCR的预测。十次交叉验证结果表明,基于径向基函数的多元线性回归(MLR)和支持向量回归(SVR)方法优于其他方法。MLR模型的平均绝对误差、均方根误差和决定系数(R2)为1.079 kg·t−1、1.668和0.973。SVR模型的三个指标为1.158 kg·t−1、1.878和0.975。此外,基于线性回归的AdaBoost还具有较强的预测能力和泛化性能。这三种方法对预测CCR具有重要的理论和实践意义。此外,本文构建的模型可以为实现BF过程的数据驱动控制提供有价值的提示。
{"title":"Comparison of data-driven prediction methods for comprehensive coke ratio of blast furnace","authors":"Xiuyun Zhai, Mingtong Chen","doi":"10.1515/htmp-2022-0261","DOIUrl":"https://doi.org/10.1515/htmp-2022-0261","url":null,"abstract":"Abstract The emission of blast furnace (BF) exhaust gas has been criticized by society. It is momentous to quickly predict the comprehensive coke ratio (CCR) of BF, because CCR is one of the important indicators for evaluating gas emissions, energy consumption, and production stability, and also affects composite economic benefits. In this article, 13 data-driven prediction techniques, including six conventional and seven ensemble methods, are applied to predict CCR. The result of ten-fold cross-validation indicates that multiple linear regression (MLR) and support vector regression (SVR) based on radial basis function are superior to the other methods. The mean absolute error, the root mean square error, and the coefficient of determination (R 2) of the MLR model are 1.079 kg·t−1, 1.668, and 0.973, respectively. The three indicators of the SVR model are 1.158 kg·t−1, 1.878, and 0.975, respectively. Furthermore, AdaBoost based on linear regression has also strong prediction ability and generalization performance. The three methods have important significances both in theory and in practice for predicting CCR. Moreover, the models constructed here can provide valuable hints into realizing data-driven control of the BF process.","PeriodicalId":12966,"journal":{"name":"High Temperature Materials and Processes","volume":" ","pages":""},"PeriodicalIF":1.5,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49447862","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
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High Temperature Materials and Processes
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