Isij International最新文献_第7页

Evaluation of fatigue crack initiation and propagation properties of structural steels with different cyclic softening behavior based on local strain 基于局部应变评估具有不同循环软化行为的结构钢的疲劳裂纹萌发和扩展特性

IF 1.8 4区材料科学

Isij International Pub Date : 2024-05-29 DOI: 10.2355/isijinternational.isijint-2024-124

Takayuki Yonezawa, Pengjun Luo, Seiichiro Tsutsumi

{"title":"Evaluation of fatigue crack initiation and propagation properties of structural steels with different cyclic softening behavior based on local strain","authors":"Takayuki Yonezawa, Pengjun Luo, Seiichiro Tsutsumi","doi":"10.2355/isijinternational.isijint-2024-124","DOIUrl":"https://doi.org/10.2355/isijinternational.isijint-2024-124","url":null,"abstract":"In this paper, fatigue crack initiation and propagation properties of three structural steels with different static strength and cyclic softening behavior were evaluated and compared with the estimation results based on the local strain response. Steel C had the highest cyclic softening rate, which was 10 times that of steel A and twice that of steel B. The relationship between strain range and fatigue life in the fatigue life region shorter than 10^5 cycles was almost the same regardless of the test steels. The fatigue crack initiation life from the notch bottom of the SENT specimen was almost the same independent of static strength and cyclic softening rate. The crack initiation life estimated from the Strain range versus fatigue life equation using the local strain response measured by DIC was roughly in agreement with the experimental results. Steel C had the highest crack opening load and the slowest fatigue crack propagation rate compared to the other two steels. The local strain range at the fatigue crack tip showed a good correlation with the fatigue crack propagation rate irrespective of the steel grade. In addition, the estimates of fatigue crack propagation rate based on the local strain response were in almost agreement with the experimental results.\u0000","PeriodicalId":14619,"journal":{"name":"Isij International","volume":"43 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141189147","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

Influence of silicon and tramp elements on the high-temperature oxidation of steel in direct casting and rolling processes 硅和杂散元素对直接铸造和轧制过程中钢的高温氧化的影响

IF 1.8 4区材料科学

Isij International Pub Date : 2024-05-27 DOI: 10.2355/isijinternational.isijint-2024-072

Georg Gaiser, Peter Presoly, Christian Bernhard, Kerstin Baumgartner, Simon Grosseiber

{"title":"Influence of silicon and tramp elements on the high-temperature oxidation of steel in direct casting and rolling processes","authors":"Georg Gaiser, Peter Presoly, Christian Bernhard, Kerstin Baumgartner, Simon Grosseiber","doi":"10.2355/isijinternational.isijint-2024-072","DOIUrl":"https://doi.org/10.2355/isijinternational.isijint-2024-072","url":null,"abstract":"Oxidation processes are unavoidable in continuous casting and further hot processing of steel. A deeper understanding of the occurring phenomena such as intergranular oxidation and liquid metal infiltration of grain boundaries is essential to continuously improve the quality of the products. In this study, oxidation experiments were performed with simultaneous thermal analysis for two thin slab casting and rolling applications under near-process conditions up to the point prior to the first reduction stage. The experiments were performed for two low-carbon steels contaminated with undesirable tramp elements (Cu, Sn, …). In addition, the two steels contain Silicon at different levels. The results show that for the \"Endless Strip Production\" process (ESP), intergranular oxidation is significantly less pronounced compared to a \"Thin Slab Casting and Rolling process\" with a gas-fired tunnel furnace (TSCR TF). Due to the short process time at high temperatures in the ESP process, hardly any liquid metal infiltration by copper appears. In low silicon steel, intergranular oxidation results from various oxides, and liquid metal infiltration appears simultaneously in the TSCR TF process. Furthermore, the yield loss from oxidation is significantly higher in the TSCR TF process. The change from a natural gas combustion atmosphere to a hydrogen combustion atmosphere further increases the oxidation rate and results in a higher mass loss.\u0000","PeriodicalId":14619,"journal":{"name":"Isij International","volume":"236 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141171029","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

Thermal stability of retained austenite with heterogeneous composition and size in austempered Fe-2Mn-1.5Si-0.4C alloy 奥氏体回火的 Fe-2Mn-1.5Si-0.4C 合金中具有异质成分和尺寸的残余奥氏体的热稳定性

IF 1.8 4区材料科学

Isij International Pub Date : 2024-05-21 DOI: 10.2355/isijinternational.isijint-2024-044

Miku Watanabe, Goro Miyamoto, Yongjie Zhang, Satoshi Morooka, Stefanus Harjo, Yasuhiro Kobayashi, Tadashi Furuhara

{"title":"Thermal stability of retained austenite with heterogeneous composition and size in austempered Fe-2Mn-1.5Si-0.4C alloy","authors":"Miku Watanabe, Goro Miyamoto, Yongjie Zhang, Satoshi Morooka, Stefanus Harjo, Yasuhiro Kobayashi, Tadashi Furuhara","doi":"10.2355/isijinternational.isijint-2024-044","DOIUrl":"https://doi.org/10.2355/isijinternational.isijint-2024-044","url":null,"abstract":"The mechanical properties of TRIP steels depend on heterogeneities of chemical composition and grain size in the retained γ structure, although these heterogeneities have not been characterized in detail. Therefore, in this study, we quantitatively investigate the inhomogeneous carbon concentration and grain size distribution, and its effects on the thermal stability of the retained γ in Fe-2Mn-1.5Si-0.4C (mass%) TRIP steel using FE-EPMA, EBSD, Mössbauer spectroscopy, and in-situ neutron diffraction during bainitic transformation at 673 K. In-situ neutron diffraction experiments detects high-carbon γ evolving during bainite transformation, in addition to the original γ, and the time variation of the volume fraction of high-carbon γ agrees well with the fraction of γ retained at room temperature. Williamson-Hall analysis based on peak width suggests that heterogeneity of carbon content exists even within the high-carbon γ. Compositional analysis using FE-EPMA and three-dimensional atom probe directly revealed that fine filmy γ was highly enriched with carbon compared to larger blocky γ, and the carbon content in blocky γ decreases with increasing blocky γ size. DICTRA simulation qualitatively reproduces the size dependency of carbon enrichment into γ. It was also found that γ tends to be retained at higher carbon content and smaller γ grain size since the smaller grain size directly improves thermal stability and the smaller γ size further contributes to the thermal stability via enhanced carbon enrichment.\u0000","PeriodicalId":14619,"journal":{"name":"Isij International","volume":"56 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-05-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141150912","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

Effect of the Jet from Top Lance on Slag Foaming Behavior in Basic Oxygen Furnace process 顶枪喷射对碱性氧气炉工艺中炉渣发泡行为的影响

IF 1.8 4区材料科学

Isij International Pub Date : 2024-05-20 DOI: 10.2355/isijinternational.isijint-2024-068

Shinya Miura, Teppei Tamura, Ken-ichiro Naito

{"title":"Effect of the Jet from Top Lance on Slag Foaming Behavior in Basic Oxygen Furnace process","authors":"Shinya Miura, Teppei Tamura, Ken-ichiro Naito","doi":"10.2355/isijinternational.isijint-2024-068","DOIUrl":"https://doi.org/10.2355/isijinternational.isijint-2024-068","url":null,"abstract":"As for steelmaking process such as basic oxygen furnace (BOF) and electric arc furnace (EAF), slag foaming consists of introducing gas bubbles into molten metal and slag by chemical reaction. In the case of the BOF process, excessive foaming is over the converter capacity, a phenomenon called \"slopping\". Slopping reduces yield and equipment lifespan and increases production time. It is therefore important to control slag foaming properly. In previous studies by other investigators, the jet from top lance in BOF process effectively suppresses slag foaming. However, it is not obvious which mechanism of the jet from top lance is effective to suppress slag foaming, and its quantitative effect has not been reported. To clarify the relationship between slag foaming and the jet from top lance, the effects of the number of nozzle holes and lance height on the slag foaming were investigated by using a converter-shaped water-model device and test converter. The experimental results indicated that slag foaming height decreased as the number of nozzle holes increased. Also, slag foaming height changed instantly with the change in lance height, e.g., slag foaming height decreased as lance height increased, and vice versa. The foaming suppression mechanism of the jet from top lance is the entrainment of foaming slag into the jet. Consequently, slag foaming model that takes the effect of the jet from top lance into account is proposed. And it enables to predict the change in slag foaming height with time.\u0000","PeriodicalId":14619,"journal":{"name":"Isij International","volume":"74 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-05-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141150923","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

Quantitative reduction of iron under nitrogen atmosphere for potassium dichromate titration 用于重铬酸钾滴定的氮气环境下铁的定量还原

IF 1.8 4区材料科学

Isij International Pub Date : 2024-05-17 DOI: 10.2355/isijinternational.isijint-2024-066

Yuto Kadowaki, Yoko Yanagihara, Arinori Inagawa, Nobuo Uehara

{"title":"Quantitative reduction of iron under nitrogen atmosphere for potassium dichromate titration","authors":"Yuto Kadowaki, Yoko Yanagihara, Arinori Inagawa, Nobuo Uehara","doi":"10.2355/isijinternational.isijint-2024-066","DOIUrl":"https://doi.org/10.2355/isijinternational.isijint-2024-066","url":null,"abstract":"Total iron contents in iron ores have been accurately determined by JIS M 8212, in which iron ions in digested solutions of iron ores are reduced to divalent prior to redox titration. It is necessary for the iron reduction process that no reducing chemicals other than iron(II) in the decomposition solutions must not remain after the reduction with titanium(III). However, the redox reactions concerning the chemical species present in the decomposition solution has not been completely elucidated at the present time. In this paper, the redox reactions that occurred in the decomposition solution during the iron reduction in JIS M 8212 were studied by potentiometry and spectrophotometry under nitrogen atmosphere. The redox reaction of tin(II)/(IV) was very slow, causing significant effects on identifying the end point of the indicator for the iron reduction. The copper chloro-complexes were reduced with titanium(III) at a potential higher than that of indigo carmine used as a redox indicator, so that the reduced copper(I) gave a positive error to the potassium dichromate titration. The pentavalent vanadium was reduced with titanium (III) to form a complex with titanium, which also interfered with the potassium dichromate titration positively. To avoid these interferences, titanium(III) chloride was stoichiometrically added to the reaction mixture after addition of tin(II) chloride under nitrogen atmosphere so as to reduce only iron to divalent prior to the following redox titration. Combination of the proposed protocol with the potassium dichromate titration could successfully determine the iron content of certified reference materials of iron ores.\u0000","PeriodicalId":14619,"journal":{"name":"Isij International","volume":"1 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141062435","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

Determination of the degree of sodic modification of bentonite using response surface analysis 利用响应面分析确定膨润土的钠化改性程度

IF 1.8 4区材料科学

Isij International Pub Date : 2024-05-14 DOI: 10.2355/isijinternational.isijint-2024-006

Wei Mo, Yuxin Feng, Longlin Zhou, Jinlin Yang, Xiujuan Su, Jinpeng Feng

{"title":"Determination of the degree of sodic modification of bentonite using response surface analysis","authors":"Wei Mo, Yuxin Feng, Longlin Zhou, Jinlin Yang, Xiujuan Su, Jinpeng Feng","doi":"10.2355/isijinternational.isijint-2024-006","DOIUrl":"https://doi.org/10.2355/isijinternational.isijint-2024-006","url":null,"abstract":"Sodium modification is an effective approach for enhancing the properties of bentonite and reducing its usage in pellets. However, due to limited research, the relationship between the physicochemical properties of bentonite and its green ball properties remains unclear, and the optimal degree of modification for bentonite has rarely been discussed. Therefore, this paper proposes a novel research idea: to exploring the correlation between the five most commonly used indexes for evaluating the physicochemical properties of bentonite (water absorption, methylene blue index, swell capacity, colloid index, and cation exchange capacity) and the most frequently used evaluation indexes for assessing green ball performance (drop strength), in order to determine the optimal degree of sodium modification of bentonite for pellets. The response surface methodology was employed in this paper to investigate the quantitative relationship between the five indexes and the green ball drop strength. The results demonstrate that when the drop strength of the green ball reaches its optimal level, the five commonly used indicators of bentonite are as follows: water absorption is 545.27%, methylene blue index is 22.94g/100g, swell capacity is 72.36ml/g, colloid index is 35.95ml/g, and cation exchange capacity is 68.93mmol/100g. Under these conditions, it has been the predicted value for green ball drop strength is determined to be 12.88, which exceeds the maximum value in the experimental conditions by 48.05%. The study determined the optimal degree of sodium modification for bentonite in pelletizing, providing valuable guidance for optimizing the properties of bentonite.\u0000","PeriodicalId":14619,"journal":{"name":"Isij International","volume":"118 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-05-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140938293","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

Recycling Process for Net-Zero CO2 Emissions in Steel Production 实现钢铁生产二氧化碳净零排放的回收工艺

IF 1.8 4区材料科学

Isij International Pub Date : 2024-05-14 DOI: 10.2355/isijinternational.isijint-2024-073

Ryota Higashi, Daisuke Maruoka, Yuji Iwami, Taichi Murakami

{"title":"Recycling Process for Net-Zero CO2 Emissions in Steel Production","authors":"Ryota Higashi, Daisuke Maruoka, Yuji Iwami, Taichi Murakami","doi":"10.2355/isijinternational.isijint-2024-073","DOIUrl":"https://doi.org/10.2355/isijinternational.isijint-2024-073","url":null,"abstract":"The iron and steelmaking industry must focus on neutralizing CO2 emissions. One solution involves using hydrogen as a reducing agent for iron ore. However, carbon is an essential element as primary steel is produced by refining molten carbon-saturated iron (hot metal). Ironmaking processes applying CO2 capture and utilization have been suggested; however, they are limited to the reduction process. To satisfy the demand for primary steel production with net-zero CO2 emissions, a new carbon recycling ironmaking process capable of producing hot metal must be considered. This study proposes a carbon recycling ironmaking process using deposited carbon-iron ore composite (CRIP-D). In the CRIP-D process, hot metal is produced by using the solid carbon recovered by reforming exhaust gas as reducing and carburizing agents. Moreover, using the recovered solid carbon, iron oxides are reduced more rapidly, and reduced iron is melted at a lower temperature than that using fossil fuel-derived carbon. This means carbon-neutral steel can be produced more efficiently than conventional ironmaking processes. Using proven technologies, following hot metal production, primary steel can be produced while minimizing the burden on the steel mills for converting equipment. Thus, true carbon-neutral primary steel is feasible using the proposed CRIP-D process.\u0000","PeriodicalId":14619,"journal":{"name":"Isij International","volume":"44 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-05-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140938563","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

Error analysis of green pellet size distribution measurement on conveyors using simulation method 利用模拟方法对输送机上绿色颗粒粒度分布测量的误差分析

IF 1.8 4区材料科学

Isij International Pub Date : 2024-05-10 DOI: 10.2355/isijinternational.isijint-2023-459

Shuyi Zhou, Xiaoyan Liu

{"title":"Error analysis of green pellet size distribution measurement on conveyors using simulation method","authors":"Shuyi Zhou, Xiaoyan Liu","doi":"10.2355/isijinternational.isijint-2023-459","DOIUrl":"https://doi.org/10.2355/isijinternational.isijint-2023-459","url":null,"abstract":"3D vision technologies have been widely used in metallurgy industry to measure particle size distribution (PSD) of green pellets on conveyor. However, 3D camera only captures the point clouds of surface pellets, and algorithms measure the surface PSD. To what extent the measured surface PSD can reflect whole PSD is a question that hasn't been answered yet. In the present work, a simulation method is proposed to analyze the PSD measurement error of green pellets. First, the motion process of green pellets on conveyor is simulated by discrete element method to obtain PSD of whole pellets; then, a transformation method is proposed to generate point clouds of simulated surface pellets, and region growing-based method is adopted to measure the PSD of surface pellets; finally, the PSD measuring error can be obtained by comparing surface PSD and whole PSD of pellets. Error analysis of green pellet size distribution measurement on conveyors is conducted, in aspects of camera location, patch number of point clouds, thickness as well as size distribution of pellet bed. Results illustrate that although the PSD measuring error (up to 12.3%) cannot be neglected when camera is installed above conveyor, it can be effectively reduced by increasing the patch number of captured point clouds (reduced by more than 7.4%) or installing camera near discharge of conveyor (reduced to less than 3.1%).\u0000","PeriodicalId":14619,"journal":{"name":"Isij International","volume":"160 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140938487","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

An Error Correction Method Based on CBR for End Temperature Prediction of Molten Steel in Ladle Furnace 基于 CBR 的钢包炉熔钢终点温度预测误差修正方法

IF 1.8 4区材料科学

Isij International Pub Date : 2024-04-30 DOI: 10.2355/isijinternational.isijint-2024-058

Dongfeng He, Chengwei Song, Yuanzheng Guo, Kai Feng

{"title":"An Error Correction Method Based on CBR for End Temperature Prediction of Molten Steel in Ladle Furnace","authors":"Dongfeng He, Chengwei Song, Yuanzheng Guo, Kai Feng","doi":"10.2355/isijinternational.isijint-2024-058","DOIUrl":"https://doi.org/10.2355/isijinternational.isijint-2024-058","url":null,"abstract":"Accurately predicting the end temperature of molten steel is significant for controlling ladle furnace (LF) refining. This paper proposes an error correction method called EC-CBR based on case-based reasoning (CBR) to reduce errors in the prediction models caused by discrepancies between actual production data and training data. The proposed method combines the incremental learning advantage of CBR with the ability of other models to fit nonlinear relations. First, a prediction model is established, and historical heats similar to the new heat are retrieved by CBR. Then, the model error of the new heat is calculated by employing the errors of similar heats. The prediction result is calculated by subtracting the error from the predicted value. Testing and comparison are conducted on the models (support vector regression, backpropagation neural network, extreme learning machine and mechanism model) and general CBR using actual production data. Results show that the EC-CBR is effective for both data-driven and mechanism models, with an increase of approximately 5% in hit rate within the range of ±5°C for data-driven models and an increase of 21.73% for mechanism model. Moreover, the corrected data-driven models show higher accuracy than the general CBR, further proving the effectiveness of the proposed method.\u0000","PeriodicalId":14619,"journal":{"name":"Isij International","volume":"32 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140833520","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

Collaborative optimization model of blast furnace raw materials and operating parameters based on intelligent calculation 基于智能计算的高炉原料和操作参数协同优化模型

IF 1.8 4区材料科学

Isij International Pub Date : 2024-04-30 DOI: 10.2355/isijinternational.isijint-2023-450

Song Liu, Weijian Feng, Jun Zhao, Zhiwei Zhao, Xiaojie Liu, Ran Liu, Qing Lyu

{"title":"Collaborative optimization model of blast furnace raw materials and operating parameters based on intelligent calculation","authors":"Song Liu, Weijian Feng, Jun Zhao, Zhiwei Zhao, Xiaojie Liu, Ran Liu, Qing Lyu","doi":"10.2355/isijinternational.isijint-2023-450","DOIUrl":"https://doi.org/10.2355/isijinternational.isijint-2023-450","url":null,"abstract":"Aiming at the problem of coadjustment of blast furnace raw materials and operation parameters, this paper proposes a cooptimization model of blast furnace batching that integrates Random Forest and NSGA-Ⅲ (Non-dominated Sorting Genetic Algorithm III) algorithm. First, blast furnace field data were collected for a two-year time span, and a predictive model for CO2 emissions and blast furnace permeability was constructed using the Random Forest algorithm; taking the goodness of fit (R2), mean square error (MSE) and mean absolute error (MAE) as the evaluation indexes, the R2 of the two prediction models obtained reached 0.93 and 0.96 respectively, and the MSE and MAE tended to be close to the zero value. Then, NSGA-Ⅲ was used to establish the blast furnace batching optimization model to optimally solve the batching scheme and the corresponding blast furnace operating parameters by taking the lowest batching cost, the lowest carbon dioxide emission and the maximum blast furnace permeability as the objective function, and the composition requirement of raw materials and the range limitation of operating parameters as the constraints; finally, the model was validated using the actual on-site data, and the application results showed that the output of the model conformed to the Finally, the results show that the model output meets the composition requirements and obtains a lower-cost dosage scheme than the original dosage ratio; moreover, this scheme corresponds to a blast furnace with less carbon dioxide emission, better blast furnace permeability and less slag. Therefore, the model can provide an effective reference for field operators to optimize blast furnace batching and operation.\u0000","PeriodicalId":14619,"journal":{"name":"Isij International","volume":"39 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140833866","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