Journal of Iron and Steel Research International最新文献

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Effect of h-BN rods on high-temperature properties of alumina–carbon refractory h-BN 棒对氧化铝-碳耐火材料高温性能的影响
IF 2.5 2区 材料科学
Journal of Iron and Steel Research International Pub Date : 2024-08-12 DOI: 10.1007/s42243-024-01284-5
Ya-ge Li, Shuai-bing Wu, Feng Liang, Zhong Huang, Tu Long, Long Dong, Jun-yi Lv, Hong-juan Duan, Biao Wen, Yong Liu, Hai-jun Zhang
{"title":"Effect of h-BN rods on high-temperature properties of alumina–carbon refractory","authors":"Ya-ge Li, Shuai-bing Wu, Feng Liang, Zhong Huang, Tu Long, Long Dong, Jun-yi Lv, Hong-juan Duan, Biao Wen, Yong Liu, Hai-jun Zhang","doi":"10.1007/s42243-024-01284-5","DOIUrl":"https://doi.org/10.1007/s42243-024-01284-5","url":null,"abstract":"<p>h-BN rods modified low-carbon alumina–carbon (Al<sub>2</sub>O<sub>3</sub>–C) refractories were prepared, and the effect of h-BN rod addition on the high-temperature properties was investigated and compared with commercial h-BN flake, carbon black, and carbon nanotubes additives. The results demonstrated that Al<sub>2</sub>O<sub>3</sub>–C refractories containing h-BN rods exhibited optimal high-temperature service performances, including 25% higher hot modulus of rupture, 21.3% higher thermal shock strength residual ratio, 20.9% lower in oxidation and 44.3% less in slag corrosion, compared to the counterpart specimens without additives. Moreover, benefiting from the synergistic enhancement of the rod-like h-BN and in-situ generated SiC whiskers, the high-temperature service performances of h-BN rods containing specimens outperformed counterpart specimens containing commercial h-BN flake, carbon black, and carbon nanotubes, respectively.</p>","PeriodicalId":16151,"journal":{"name":"Journal of Iron and Steel Research International","volume":null,"pages":null},"PeriodicalIF":2.5,"publicationDate":"2024-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141944432","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Effect of temperature compensation on properties and interfacial structure evolution of Al/CFRTP ultrasonic welded joints 温度补偿对 Al/CFRTP 超声波焊接接头性能和界面结构演变的影响
IF 2.5 2区 材料科学
Journal of Iron and Steel Research International Pub Date : 2024-08-12 DOI: 10.1007/s42243-024-01299-y
Kai-hang Zhu, Yong-zhen Liang, Liu-kai Li, Ting-ting Zhang, Wen-xian Wang
{"title":"Effect of temperature compensation on properties and interfacial structure evolution of Al/CFRTP ultrasonic welded joints","authors":"Kai-hang Zhu, Yong-zhen Liang, Liu-kai Li, Ting-ting Zhang, Wen-xian Wang","doi":"10.1007/s42243-024-01299-y","DOIUrl":"https://doi.org/10.1007/s42243-024-01299-y","url":null,"abstract":"<p>5052 Al and carbon fiber-reinforced polyamide 6 composite (CF-PA6) were jointed via ultrasonic welding with the assistance of temperature compensation device. The effects of the ultrasonic welding time and temperature compensation on the microstructure and mechanical properties of the joints were investigated. Through analysis of the wettability and fluidity of the molten carbon fiber-reinforced thermoplastic composites (CFRTP), the bonding mechanism and failure path of Al/CFRTP were clarified. The results show that under the conditions of temperature compensation of 220 °C and welding time of 1500 ms, the joint strength of the two components reaches 2480.4 N, which is 813.6% higher than that of Al/CFRTP components obtained at room temperature. Overall, temperature compensation prolonged the wetting time of molten CFRTP on the aluminum alloy surface. When the fluidity and wettability were coordinated with each other, a high-quality joint was formed. In addition, the ultrasonic welding process of Al/CFRTP mainly relies on “physical adsorption,” “diffusion effect,” and “mechanical locking effect” to achieve sufficient bonding, and the effect of hydrogen bonding is weak.</p>","PeriodicalId":16151,"journal":{"name":"Journal of Iron and Steel Research International","volume":null,"pages":null},"PeriodicalIF":2.5,"publicationDate":"2024-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141944431","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Mechanism analysis of pitting induced by Al2O3 inclusions: insight from simulation calculation Al2O3 杂质诱发点蚀的机理分析:模拟计算的启示
IF 2.5 2区 材料科学
Journal of Iron and Steel Research International Pub Date : 2024-08-11 DOI: 10.1007/s42243-024-01298-z
Ting Wang, Bi-jun Hua, Xiang-jun Liu, Pei-hong Yang, Xiao-xia Shi, Ji-chun Yang, Li Zhou, Chang-qiao Yang
{"title":"Mechanism analysis of pitting induced by Al2O3 inclusions: insight from simulation calculation","authors":"Ting Wang, Bi-jun Hua, Xiang-jun Liu, Pei-hong Yang, Xiao-xia Shi, Ji-chun Yang, Li Zhou, Chang-qiao Yang","doi":"10.1007/s42243-024-01298-z","DOIUrl":"https://doi.org/10.1007/s42243-024-01298-z","url":null,"abstract":"<p>The micro-area characterization experiments like scanning Kelvin probe force microscope (SKPFM) and Kernel average misorientation have the defects of complex sample preparation and occasional errors in test results, which makes it impossible to accurately and quickly analyze the pitting behavior induced by inclusions in some cases, prompting attempts to turn to simulation calculation research. The method of calculating band structure and work function can be used to replace current-sensing atomic force microscopy and SKPFM to detect the potential and conductivity of the sample. The band structure results show that Al<sub>2</sub>O<sub>3</sub> inclusion is an insulator and non-conductive, and it will not form galvanic corrosion with the matrix. Al<sub>2</sub>O<sub>3</sub> inclusion does not dissolve because its work function is higher than that of the matrix. Moreover, the stress concentration of the matrix around the inclusion can be characterized by first-principles calculation coupled with finite element simulation. The results show that the stress concentration degree of the matrix around Al<sub>2</sub>O<sub>3</sub> inclusion is serious, and the galvanic corrosion is formed between the high and the low stress concentration areas, which can be used to explain the reason of the pitting induced by Al<sub>2</sub>O<sub>3</sub> inclusions.</p>","PeriodicalId":16151,"journal":{"name":"Journal of Iron and Steel Research International","volume":null,"pages":null},"PeriodicalIF":2.5,"publicationDate":"2024-08-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141944352","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Melt flow, heat transfer and solidification in bloom continuous casting with combined vertical linear electromagnetic stirring and rotary electromagnetic stirring 组合式垂直直线电磁搅拌和旋转电磁搅拌下的熔体流动、传热和凝固
IF 2.5 2区 材料科学
Journal of Iron and Steel Research International Pub Date : 2024-08-09 DOI: 10.1007/s42243-024-01271-w
Ze-peng Wang, En-gang Wang, Zhong-xin Zhai
{"title":"Melt flow, heat transfer and solidification in bloom continuous casting with combined vertical linear electromagnetic stirring and rotary electromagnetic stirring","authors":"Ze-peng Wang, En-gang Wang, Zhong-xin Zhai","doi":"10.1007/s42243-024-01271-w","DOIUrl":"https://doi.org/10.1007/s42243-024-01271-w","url":null,"abstract":"","PeriodicalId":16151,"journal":{"name":"Journal of Iron and Steel Research International","volume":null,"pages":null},"PeriodicalIF":2.5,"publicationDate":"2024-08-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141923631","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Evaluation of capabilities of ultrasonic energy on failure load and corrosion resistance of friction stir lap welded Al–steel joints 评估超声波能量对摩擦搅拌搭接焊接铝钢接头破坏载荷和耐腐蚀性能的影响
IF 2.5 2区 材料科学
Journal of Iron and Steel Research International Pub Date : 2024-08-09 DOI: 10.1007/s42243-024-01286-3
Tao Liu, Song Gao, Lei Shi, Sachin Kumar, Zhi-ping Sun, Wei Zhao, Hui Zhang, Ning Guo
{"title":"Evaluation of capabilities of ultrasonic energy on failure load and corrosion resistance of friction stir lap welded Al–steel joints","authors":"Tao Liu, Song Gao, Lei Shi, Sachin Kumar, Zhi-ping Sun, Wei Zhao, Hui Zhang, Ning Guo","doi":"10.1007/s42243-024-01286-3","DOIUrl":"https://doi.org/10.1007/s42243-024-01286-3","url":null,"abstract":"","PeriodicalId":16151,"journal":{"name":"Journal of Iron and Steel Research International","volume":null,"pages":null},"PeriodicalIF":2.5,"publicationDate":"2024-08-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141922139","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Soft reduction control investigation of spot segregation in continuous casting bloom for 42CrMoA crankshaft steel 42CrMoA 曲轴钢连铸坯点偏析的减软控制研究
IF 2.5 2区 材料科学
Journal of Iron and Steel Research International Pub Date : 2024-08-08 DOI: 10.1007/s42243-024-01295-2
Hai-jie Wang, Ze Zhang, De-guo Fan, Chuan-hui Jiang, Bin-bin Zhang, Pu Wang, Jia-quan Zhang
{"title":"Soft reduction control investigation of spot segregation in continuous casting bloom for 42CrMoA crankshaft steel","authors":"Hai-jie Wang, Ze Zhang, De-guo Fan, Chuan-hui Jiang, Bin-bin Zhang, Pu Wang, Jia-quan Zhang","doi":"10.1007/s42243-024-01295-2","DOIUrl":"https://doi.org/10.1007/s42243-024-01295-2","url":null,"abstract":"","PeriodicalId":16151,"journal":{"name":"Journal of Iron and Steel Research International","volume":null,"pages":null},"PeriodicalIF":2.5,"publicationDate":"2024-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141928737","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Mechanical properties and microstructure evolution of 1800 MPa grade low alloy ultrahigh strength steel during quenching and tempering process 1800 兆帕级低合金超高强度钢在淬火和回火过程中的力学性能和显微组织演变
IF 2.5 2区 材料科学
Journal of Iron and Steel Research International Pub Date : 2024-08-06 DOI: 10.1007/s42243-024-01289-0
Tong Wang, Yang-xin Wang, Chun-dong Hu, Peng-min Cao, Han Dong
{"title":"Mechanical properties and microstructure evolution of 1800 MPa grade low alloy ultrahigh strength steel during quenching and tempering process","authors":"Tong Wang, Yang-xin Wang, Chun-dong Hu, Peng-min Cao, Han Dong","doi":"10.1007/s42243-024-01289-0","DOIUrl":"https://doi.org/10.1007/s42243-024-01289-0","url":null,"abstract":"<p>The characterization techniques were employed like transmission electron microscope, X-ray diffraction and microstructural characterization to investigate microstructural evolution and impact of precipitate-phase precipitation on strength and toughness of a self-developed 32Si<sub>2</sub>CrNi<sub>2</sub>MoVNb steel during the quenching and tempering process. Research outputs indicated that the steel microstructure under the quenching state could be composed of martensite with a high dislocation density, a small amount of residual austenite, and many dispersed spherical MC carbides. In details, after tempering at 200 °C, fine needle-shaped ε-carbides would precipitate, which may improve yield strength and toughness of the steel. However, as compared to that after tempering at 200 °C, the average length of needle-shaped ε-carbides was found to increase to 144.1 ± 4 from 134.1 ± 3 nm after tempering at 340 °C. As a result, the yield strength may increase to 1505 ± 40 MPa, and the impact absorption energy (V-notch) may also decrease. Moreover, after tempering at 450 °C, those ε-carbides in the steel may transform into coarse rod-shaped cementite, and dislocation recoveries at such high tempering temperature may lead to decrease of strength and toughness of the steel. Finally, the following properties could be obtained: a yield strength of 1440 ± 35 MPa, an ultimate tensile strength of 1864 ± 50 MPa and an impact absorption energy of 45.9 ± 4 J, by means of rational composition design and microstructural control.</p>","PeriodicalId":16151,"journal":{"name":"Journal of Iron and Steel Research International","volume":null,"pages":null},"PeriodicalIF":2.5,"publicationDate":"2024-08-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141944353","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Microstructure evolution and mechanical properties improvement of (Ti8Zr6Nb4V5Cr4)100−xAlx lightweight high-entropy alloy by Laves phase transformation 通过拉维斯相变改善 (Ti8Zr6Nb4V5Cr4)100-xAlx 轻质高熵合金的微观结构演变和力学性能
IF 2.5 2区 材料科学
Journal of Iron and Steel Research International Pub Date : 2024-08-06 DOI: 10.1007/s42243-024-01280-9
Qin Xu, Cheng-yuan Guo, Qi Wang, Peng-yu Sun, Ya-jun Yin, Rui-run Chen
{"title":"Microstructure evolution and mechanical properties improvement of (Ti8Zr6Nb4V5Cr4)100−xAlx lightweight high-entropy alloy by Laves phase transformation","authors":"Qin Xu, Cheng-yuan Guo, Qi Wang, Peng-yu Sun, Ya-jun Yin, Rui-run Chen","doi":"10.1007/s42243-024-01280-9","DOIUrl":"https://doi.org/10.1007/s42243-024-01280-9","url":null,"abstract":"<p>(Ti<sub>8</sub>Zr<sub>6</sub>Nb<sub>4</sub>V<sub>5</sub>Cr<sub>4</sub>)<sub>100−<i>x</i></sub>Al<sub><i>x</i></sub> (<i>x</i> = 0, 0.1, 0.2, 0.3, 0.4 at.%) lightweight high-entropy alloys with different contents of Al were prepared via vacuum non-consumable arc melting method. Effects of adding varying Al contents on phase constitution, microstructure characteristics and mechanical properties of the lightweight alloys were studied. Results show that Ti<sub>8</sub>Zr<sub>6</sub>Nb<sub>4</sub>V<sub>5</sub>Cr<sub>4</sub> alloy is composed of body-centered cubic (BCC) phase and C15 Laves phase, while (Ti<sub>8</sub>Zr<sub>6</sub>Nb<sub>4</sub>V<sub>5</sub>Cr<sub>4</sub>)<sub>100−<i>x</i></sub>Al<sub><i>x</i></sub> lightweight high-entropy alloys by addition of Al are composed of BCC phase and C14 Laves phase. Addition of Al into Ti<sub>8</sub>Zr<sub>6</sub>Nb<sub>4</sub>V<sub>5</sub>Cr<sub>4</sub> lightweight high-entropy alloy can transform C15 Laves phase to C14 Laves phase. With further addition of Al, BCC phase of alloys is significantly refined, and the volume fraction of C14 Laves phase is raised obviously. Meanwhile, the dimension of BCC phase in the alloy by addition of 0.3 at.% Al is the most refined and that of Laves phase is also obviously refined. Adding Al to Ti<sub>8</sub>Zr<sub>6</sub>Nb<sub>4</sub>V<sub>5</sub>Cr<sub>4</sub> alloy can not only reduce the density of (Ti<sub>8</sub>Zr<sub>6</sub>Nb<sub>4</sub>V<sub>5</sub>Cr<sub>4</sub>)<sub>100−<i>x</i></sub>Al<sub><i>x</i></sub> alloy, but also improve strength of (Ti<sub>8</sub>Zr<sub>6</sub>Nb<sub>4</sub>V<sub>5</sub>Cr<sub>4</sub>)<sub>100−<i>x</i></sub>Al<sub><i>x</i></sub> alloy. As Al content increased from 0 to 0.4 at.%, the density of the alloy decreased from 6.22 ± 0.875 to 5.79 ± 0.679 g cm<sup>−3</sup>. Moreover, compressive strength of the alloy by 0.3 at.% Al addition is the highest to 1996.9 MPa, while fracture strain of the alloy is 16.82%. Strength improvement of alloys mainly results from microstructure refinement and precipitation of C14 Laves by Al addition into Ti<sub>8</sub>Zr<sub>6</sub>Nb<sub>4</sub>V<sub>5</sub>Cr<sub>4</sub> lightweight high-entropy alloy.</p>","PeriodicalId":16151,"journal":{"name":"Journal of Iron and Steel Research International","volume":null,"pages":null},"PeriodicalIF":2.5,"publicationDate":"2024-08-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141944355","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Reaction intermediates and products characterisation of NH3 in desulphurisation with activated coke 活性焦脱硫过程中 NH3 的反应中间产物和产物特征
IF 2.5 2区 材料科学
Journal of Iron and Steel Research International Pub Date : 2024-08-06 DOI: 10.1007/s42243-024-01241-2
Wei-li Zhang, Meng Wang, Wen-zhe Si, Jun-hua Li
{"title":"Reaction intermediates and products characterisation of NH3 in desulphurisation with activated coke","authors":"Wei-li Zhang, Meng Wang, Wen-zhe Si, Jun-hua Li","doi":"10.1007/s42243-024-01241-2","DOIUrl":"https://doi.org/10.1007/s42243-024-01241-2","url":null,"abstract":"<p>The sulphate is an important factor restricting the efficient and stable operation of the activated coke (AC) flue gas purification system. The simulation experiments and in situ infrared tests of AC taken from desorption tower of the AC flue gas purification system were carried out to first calibrate the thermal desorption characteristics of adsorbed NH<sub>3</sub> and sulphate and explore the reaction behaviour of NH<sub>3</sub> with SO<sub>2</sub> and H<sub>2</sub>SO<sub>4</sub>. On this basis, some advice for optimising the sulphate generation was put forward to improve the purification efficiency of the AC system. The results show that the temperatures of the desorption of adsorbed NH<sub>3</sub>, the decomposition of (NH<sub>4</sub>)<sub>2</sub>SO<sub>4</sub> and NH<sub>4</sub>HSO<sub>4</sub> are 224, 276 and 319 °C, respectively, which lays the foundation for the quantitative analysis of sulphate on AC. Regardless of the NH<sub>3</sub> amount, only a small portion of H<sub>2</sub>SO<sub>4</sub> is converted to sulphate, as the H<sub>2</sub>SO<sub>4</sub> deposited in AC pores or agglomerated together could not come into contact with NH<sub>3</sub>. The final reaction product of NH<sub>3</sub> and SO<sub>2</sub> is mainly (NH<sub>4</sub>)<sub>2</sub>SO<sub>4</sub> which is continuously generated because the newly generated H<sub>2</sub>SO<sub>4</sub> is continually exposed to NH<sub>3</sub>, if NH<sub>3</sub> is enough. The reaction of NH<sub>3</sub> with H<sub>2</sub>SO<sub>4</sub> takes precedence over with NH<sub>4</sub>HSO<sub>4</sub>. In the initial stages in which H<sub>2</sub>SO<sub>4</sub> is exposed to NH<sub>3</sub>, the product is essentially all NH<sub>4</sub>HSO<sub>4</sub> as intermediate. Then, it is further converted to (NH<sub>4</sub>)<sub>2</sub>SO<sub>4</sub> whose amount reaches equilibrium when the accessible H<sub>2</sub>SO<sub>4</sub> is exhausted. All the NH<sub>3</sub> adsorbed on AC entering the desulphurisation tower generates NH<sub>4</sub>HSO<sub>4</sub>, but the amount is limited. The remaining SO<sub>2</sub> entering the denitrification tower mainly generates (NH<sub>4</sub>)<sub>2</sub>SO<sub>4</sub>; thus, limiting the remaining SO<sub>2</sub> amount is necessary to guarantee denitrification efficiency. When the NH<sub>3</sub> injection is changed to the desulphurisation tower, the initial NH<sub>3</sub> injection rate can be increased to complete the conversion of accessible H<sub>2</sub>SO<sub>4</sub> as soon as possible in order to obtain higher denitrification efficiency.</p>","PeriodicalId":16151,"journal":{"name":"Journal of Iron and Steel Research International","volume":null,"pages":null},"PeriodicalIF":2.5,"publicationDate":"2024-08-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141944356","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Construction of a prediction model for properties of wear-resistant steel using industrial data based on machine learning approach 基于机器学习方法,利用工业数据构建耐磨钢性能预测模型
IF 2.5 2区 材料科学
Journal of Iron and Steel Research International Pub Date : 2024-08-05 DOI: 10.1007/s42243-024-01279-2
Xue-yun Gao, Wen-bo Fan, Lei Xing, Hui-jie Tan, Xiao-ming Yuan, Hai-yan Wang
{"title":"Construction of a prediction model for properties of wear-resistant steel using industrial data based on machine learning approach","authors":"Xue-yun Gao, Wen-bo Fan, Lei Xing, Hui-jie Tan, Xiao-ming Yuan, Hai-yan Wang","doi":"10.1007/s42243-024-01279-2","DOIUrl":"https://doi.org/10.1007/s42243-024-01279-2","url":null,"abstract":"<p>A prediction model leveraging machine learning was developed to forecast the tensile strength of wear-resistant steels, focusing on the relationship between composition, hot rolling process parameters and resulting properties. Multiple machine learning algorithms were compared, with the deep neural network (DNN) model outperforming others including random forests, gradient boosting regression, support vector regression, extreme gradient boosting, ridge regression, multi-layer perceptron, linear regression and decision tree. The DNN model was meticulously optimized, achieving a training set mean squared error (MSE) of 14.177 with a coefficient of determination (<i>R</i><sup>2</sup>) of 0.973 and a test set MSE of 21.573 with an <i>R</i><sup>2</sup> of 0.960, reflecting its strong predictive capabilities and generalization to unseen data. In order to further confirm the predictive ability of the model, an experimental validation was carried out, involving the preparation of five different steel samples. The tensile strength of each sample was predicted and then compared to actual measurements, with the error of the results consistently below 5%.</p>","PeriodicalId":16151,"journal":{"name":"Journal of Iron and Steel Research International","volume":null,"pages":null},"PeriodicalIF":2.5,"publicationDate":"2024-08-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141969350","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
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