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Effect of martensitic transformation on nano/ultrafine-grained structure in 304 austenitic stainless steel 马氏体相变对304奥氏体不锈钢纳米/超细晶组织的影响
2区 材料科学 Q1 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2017-12-01 DOI: 10.1016/S1006-706X(18)30022-0
Na Gong , Hui-bin Wu , Gang Niu , Jia-ming Cao , Da Zhang , Tana

304 austenitic stainless steel was cold rolled in the range of 20%–80% reductions and then annealed at 700–900 °C for 60 s to obtain nano/ultrafine-grained (NG/UFG) structure. Transmission electron microscopy, electron backscatter diffraction and X-ray diffraction were used to characterize the resulting microstructures. The results showed that with the increase of cold reduction, the content of martensite was increased. The steel performed work hardening during cold-working owing to the occurrence of strain induced martensite which nucleated in single shear bands. Further rolling broke up the lath-type martensite into dislocation-cell type martensite because of the formation of slip bands. Samples annealed at 800–960 °C for 60 s were of NG/UFG structure with different percentage of nanocrystalline (60–100 nm) and ultrafine (100–500 nm) grains, submicron size (500–1000 nm) grains and micron size (>1000 nm) grains. The value of the Gibbs free energy exhibited that the reversion mechanism of the reversion process was shear controlled by the annealing temperature. For a certain annealing time during the reversion process, austenite nucleated first on dislocation-cell type martensite and the grains grew up subsequently and eventually to be micrometer/submicrometer grains, while the nucleation of austenite on lath-type martensite occurred later resulting in nanocrystalline/ultrafine grains. The existence of the NG/UFG structure led to a higher strength and toughness during tensile test.

对304奥氏体不锈钢进行20% ~ 80%的冷轧,然后在700 ~ 900℃下退火60 s,得到纳米/超细晶(NG/UFG)组织。利用透射电子显微镜、电子背散射衍射和x射线衍射对所得的微观结构进行了表征。结果表明:随着冷还原次数的增加,马氏体含量增加;由于应变诱发马氏体的出现,钢在冷加工过程中发生加工硬化,形成单剪切带形核。进一步轧制使板条型马氏体因滑移带的形成而分解为位错细胞型马氏体。在800-960°C退火60 s的样品为NG/UFG结构,具有不同比例的纳米晶(60 - 100 nm)和超细(100-500 nm)晶粒、亚微米(500-1000 nm)晶粒和微米(>1000 nm)晶粒。吉布斯自由能值表明,还原过程的机制受退火温度的剪切控制。在还原过程中,经过一定的退火时间,奥氏体首先在位错-细胞型马氏体上形核,随后晶粒长大,最终形成微米/亚微米晶粒,而奥氏体随后在板条型马氏体上形核,形成纳米晶/超细晶粒。在拉伸试验中,NG/UFG结构的存在使材料具有更高的强度和韧性。
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引用次数: 8
Rietveld refinement, microstructure, mechanical properties and oxidation characteristics of Fe-28Mn-x Al-1C (x = 10 and 12 wt. %) low-density steels Fe-28Mn-x Al-1C (x = 10和12 wt. %)低密度钢的Rietveld细化、显微组织、机械性能和氧化特性
2区 材料科学 Q1 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2017-12-01 DOI: 10.1016/S1006-706X(18)30017-7
Zhen-yi Huang , A-long Hou , Yue-shan Jiang , Ping Wang , Qi Shi , Qing-yu Hou , Xiang-hua Liu

The quantitative relationship between microstructure and properties of austenitic Fe-28Mn-xAl-1C (x=10 and 12 wt. %) low-density steels was evaluated using Rietveld method to refine X-ray diffraction (XRD) patterns. The results showed that a typical three-phase austenitic steel was obtained in the forged Mn28Al10 (i. e. Fe-28Mn-10Al-1C) steel, which included about 92.85 wt. % γ-Fe(Mn, Al, C) (austenite), 5.28 wt. % (Fe, Mn)3 AlC0.3 (κ-carbide), and 1.87 wt. % α-Fe(Al, Mn) (ferrite). For the forged Mn28Al12 (i. e. Fe-28Mn-12Al-1C) steel, nevertheless, only about 76.64 wt. % austenite, 9.63 wt. % κ-carbide, 9.14 wt. % ferrite and 4.59 wt. % Fe3 Al (DO3) could be obtained. Nanometer κ-carbide and DO3 were mainly distributed in austenite grains and at the interface between austenite and ferrite, respectively. The forged Mn28Al10 steel had a better combination of strength, ductility and specific strength as compared with the forged Mn28Al12 steel. The ductility of the forged Mn28Al12 steel was far lower than that of the forged Mn28Al10 steel. The oxidation kinetics of Mn28Al10 steel oxidized at 1323 K for 5–25 h had two-stage linear rate laws, and the oxidation rate of the second stage was faster than that of the first stage. Although the oxidation kinetics of Mn28Al12 steel under this condition also had two-stage linear rate laws, the oxidation rate of the second stage was slower than that of the first stage. When the oxidation temperature increased to 1373 K, the oxidation kinetics of the two steels at 5–25 h had only one-stage linear rate law, and the oxidation rates of the two steels were far faster than those at 1323 K for 5–25 h. The oxidation resistance of Mn28Al12 steel was much better than that of Mn28Al10 steel. Ferrite layer formed between the austenite matrix and the oxidation layer of the two Fe-Mn-Al-C steels oxidized at high temperature.

采用Rietveld法对Fe-28Mn-xAl-1C (x=10 wt. %和12 wt. %)奥氏体低密度钢的显微组织和性能之间的定量关系进行了评价。结果表明:锻造后的Mn28Al10(即Fe- 28mn - 10al - 1c)钢为典型的三相奥氏体钢,包括92.85 wt. % γ-Fe(Mn, Al, C)(奥氏体)、5.28 wt. % (Fe, Mn) 3alc0.3 (κ-碳化物)和1.87 wt. % α-Fe(Al, Mn)(铁素体)。然而,对于锻造的Mn28Al12(即Fe-28Mn-12Al-1C)钢,只能得到76.64 wt. %的奥氏体,9.63 wt. %的碳化物,9.14 wt. %的铁素体和4.59 wt. %的Fe3 Al (DO3)。纳米碳化物和DO3分别主要分布在奥氏体晶粒和奥氏体与铁素体的界面中。锻造后的Mn28Al10钢比锻造后的Mn28Al12钢具有更好的强度、塑性和比强度组合。锻造后的Mn28Al12钢的塑性远低于锻造后的Mn28Al10钢。Mn28Al10钢在1323 K下氧化5 ~ 25 h的氧化动力学具有两阶段线性速率规律,第二阶段的氧化速率比第一阶段快。Mn28Al12钢在此条件下的氧化动力学虽然也具有两阶段的线性速率规律,但第二阶段的氧化速率比第一阶段慢。当氧化温度升高至1373 K时,两种钢在5 ~ 25 h的氧化动力学仅为一段线性速率规律,且两种钢在5 ~ 25 h的氧化速率远快于1323 K时的氧化速率,Mn28Al12钢的抗氧化性能明显优于Mn28Al10钢。两种Fe-Mn-Al-C钢经高温氧化后,在奥氏体基体与氧化层之间形成铁素体层。
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引用次数: 5
Effect of Ca-Fe oxides additives on NOx reduction in iron ore sintering 钙铁氧化物添加剂对铁矿石烧结过程中NOx还原的影响
2区 材料科学 Q1 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2017-12-01 DOI: 10.1016/S1006-706X(18)30016-5
Zhi-yuan Yu , Xiao-hui Fan , Min Gan , Xu-ling Chen

As the emission control regulations get stricter, the NOx reduction in the sintering process becomes an important environmental concern owing to its role in the formation of photochemical smog and acid rain. The NOx emissions from the sintering machine account for 48% of total amount from the iron and steel industry. Thus, it is essential to reduce NOx emissions from the sintering machine, for the achievement of clean production of sinter. Ca-Fe oxides, serving as the main binding phase in the sinter, are therefore used as additives into the sintering mixture to reduce NOx emissions. The results show that the NOx reduction ratio achieves 27.76% with 8% Ca-Fe oxides additives since the Ca-Fe oxides can advance the ignition and inhibit the nitrogen oxidation compared with the conventional condition. Meanwhile, the existence of Ca-Fe oxides was beneficial to the sinter quality since they were typical low melting point compounds. The optimal mass fraction of Ca-Fe oxides additives should be less than 8% since the permeability of sintering bed was significantly decreased with a further increase of the Ca-Fe oxides fines, inhibiting the mineralization reaction of sintering mixture. Additionally, the appropriate particle size can be obtained when mixing an equal amount of Ca-Fe oxides additives of −0. 5 mm and 0. 5−3. 0 mm in size.

随着排放控制法规的日益严格,烧结过程中氮氧化物的减少因其在光化学烟雾和酸雨的形成中起着重要的作用而成为一个重要的环境问题。烧结机的氮氧化物排放量占钢铁工业总排放量的48%。因此,减少烧结机的NOx排放,实现烧结矿的清洁生产至关重要。钙铁氧化物作为烧结矿中的主要结合相,因此被用作烧结混合物的添加剂,以减少NOx的排放。结果表明,与常规条件相比,添加8%的Ca-Fe氧化物可以促进着火,抑制氮氧化,因此NOx的还原率达到27.76%。同时,钙铁氧化物是典型的低熔点化合物,有利于烧结矿质量的提高。Ca-Fe氧化物的最佳质量分数应小于8%,因为随着Ca-Fe氧化物细粒的进一步增加,烧结床的渗透率显著降低,抑制了烧结混合物的矿化反应。此外,当混合等量的- 0 Ca-Fe氧化物添加剂时,可以获得合适的粒径。5毫米和0。5−3。尺寸为0毫米。
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引用次数: 15
Effects of iron compounds on pyrolysis behavior of coals and metallurgical properties of resultant cokes 铁化合物对煤热解行为及合成焦冶金性能的影响
2区 材料科学 Q1 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2017-12-01 DOI: 10.1016/S1006-706X(18)30014-1
Shu-xing Qiu, Sheng-fu Zhang, Qing-yun Zhang, Gui-bao Qiu, Liang-ying Wen

The utilization of highly reactive and high-strength coke can enhance the efficiency of blast furnace by promoting indirect reduction of iron oxides. Iron compounds, as the main constituent in iron-bearing minerals, have aroused wide interest in preparation of highly reactive iron coke. However, the effects of iron compounds on pyrolysis behavior of coal and metallurgical properties of resultant cokes are still unclear. Thus, three iron compounds, i. e., Fe3O4, Fe2O3 and FeC2O4 · 2H2O, were adopted to investigate their effects on coal pyrolysis behavior and metallurgical properties of the resultant cokes. The results show that iron compounds have slight effects on the thermal behavior of coal blend originated from thermogravimetric and differential thermogravimetric curves. The apparent activation energy varies with different iron compounds ranging from 94. 85 to 110. 11 kJ/mol in the primary pyrolysis process, while lower apparent activation energy is required for the secondary pyrolysis process. Iron compounds have an adverse influence on the mechanical properties and carbon structure of cokes. Strong correlations exist among coke reactivity, coke strength after reaction, and the content of metallic iron in cokes or the values of crystallite stacking height, which reflect the dependency of thermal property on metallic iron content and carbon structure of cokes.

高活性高强焦炭的利用可以通过促进氧化铁的间接还原来提高高炉的效率。铁化合物作为含铁矿物的主要成分,在制备高活性铁焦方面引起了广泛的关注。然而,铁化合物对煤的热解行为和焦炭的冶金性能的影响尚不清楚。因此,采用Fe3O4、Fe2O3和FeC2O4·2H2O三种铁化合物,研究了它们对煤热解行为和焦炭冶金性能的影响。热重曲线和差热重曲线表明,铁化合物对混合煤的热行为有轻微的影响。不同铁化合物的表观活化能不同,从94。85到110。一次热解过程所需表观活化能为11 kJ/mol,二次热解过程所需表观活化能较低。铁化合物对焦炭的力学性能和碳结构有不利影响。焦炭的反应活性、反应后的焦炭强度与焦炭中金属铁的含量或结晶堆积高度之间存在较强的相关性,反映了焦炭的热性能与金属铁含量和碳结构的相关性。
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引用次数: 13
Characterizing microstructure and texture after recrystallization annealing of Hi-B steel with simutaneous decarburization and nitriding 同时脱碳氮化Hi-B钢再结晶退火后组织和织构的表征
2区 材料科学 Q1 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2017-12-01 DOI: 10.1016/S1006-706X(18)30020-7
Li Xiang , Zhe Rong , Bing Fa , Hai-jun Wang , Sheng-tao Qiu

How to manufacture the high magnetic induction grain-oriented silicon steel (Hi-B steel) by the process featured with the primary recrystallization annealing was demonstrated, during which nitriding and decarburizing were simultaneously realized in laboratory. By the techniques of optical microscope, scanning electronic microscope and electron backscattered diffraction, both the microstructure and the texture in the samples were characterized. The samples had been subjected to nitriding to different nitrogen contents at two specified temperatures using the two defined microstructural parameters : the grain size inhomogeneity factor σ* and the texture factor AR. The former is the ratio of the mean value to standard deviation of grain sizes; the latter is the ratio of the total volume fraction of the harmful textures to that of beneficial textures including {110} <001>. When the N content increased from 0. 0055 % to 0. 0330% after the annealing at both 835 and 875 °C, the resultant recrystallized grain size decreased hut σ* changed little; whilst the rise of annealing temperature from 835 to 875 °C resulted in the increase in both grain size and σ*. Moreover, either the injected N content or temperature had insignificant influence on the components of primary recrystallization texture developed during annealing. However, the increase of temperature led to the decreases in both intensity and volume fraction of {001} <120> and {110} <001> textures but increases in the {114} <481> and γ fiber textures and the resultant decrease of AR.

介绍了利用一次再结晶退火工艺制备高磁感应度晶粒取向硅钢(Hi-B钢)的工艺过程,并在实验室中同时实现了渗氮和脱碳。利用光学显微镜、扫描电镜和电子背散射衍射技术对样品的微观结构和织构进行了表征。利用确定的晶粒尺寸不均匀系数σ*和织构系数AR(晶粒尺寸均值与标准差之比)这两个微观组织参数,在两个特定温度下对样品进行不同氮含量的渗氮处理;后者为有害织构与包括{110}<001>在内的有益织构的总体积分数之比。当N含量从0。0055 %至0。在835℃和875℃退火后,得到的再结晶晶粒尺寸减小,但σ*变化不大;退火温度从835℃升高到875℃,晶粒尺寸增大,σ*增大。此外,注入氮含量和温度对退火过程中形成的初级再结晶织构的组成影响不显著。然而,温度升高导致{001}<120>{110} <001>纹理,但{114}<481>和γ纤维织构以及由此导致的AR降低。
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引用次数: 4
Influence of laser re-melting and vacuum heat treatment on plasma-sprayed FeCoCrNiAl alloy coatings 激光重熔和真空热处理对等离子喷涂FeCoCrNiAl合金涂层的影响
2区 材料科学 Q1 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2017-12-01 DOI: 10.1016/S1006-706X(18)30018-9
Dan-yang Lin , Nan-nan Zhang , Bin He , Bing-qian Jin , Yue Zhang , De-yuan Li , Fu-yu Dong

FeCoCrNiAl high entropy alloy coatings were prepared by supersonic air-plasma spraying. The coatings were post-treated by vacuum heat treatment at 600 and 900 °C, and laser re-melting with 300 W, respectively, to study the influence of different treatments on the structure and properties of the coatings. The phase constitution, microstructure and microhardness of the coatings after treatments were investigated using X-ray diffraction, scanning electron microscopy and energy dispersive spectrometry. Results showed that the as-sprayed coatings consisted of pure metal and Fe-Cr. The AlNi3 phase was obtained after the vacuum heat treatment process. A body-centered cubic structure with less AlNi3 could be found in the coating after the laser re-melting process. The average hardness values of the as-sprayed coating and the coatings with two different temperature vacuum heat treatments and with laser re-melting were 177, 227, 266 and 682 HV, respectively. This suggests that the vacuum heat treatment promoted the alloying process of the coatings, and contributed to the enhancement of the coating wear resistance. The laser re-melted coating showed the best wear resistance.

采用超音速空气等离子喷涂技术制备了FeCoCrNiAl高熵合金涂层。分别对涂层进行600℃和900℃真空热处理和300 W激光重熔处理,研究不同处理对涂层组织和性能的影响。采用x射线衍射、扫描电镜和能谱分析等方法研究了处理后涂层的相组成、显微组织和显微硬度。结果表明:涂层由纯金属和Fe-Cr组成。真空热处理后得到AlNi3相。激光重熔后,涂层中AlNi3含量较低,呈体心立方结构。喷涂态涂层、真空热处理和激光重熔两种不同温度处理涂层的平均硬度分别为177、227、266和682 HV。这说明真空热处理促进了涂层的合金化过程,有助于涂层耐磨性的提高。激光重熔涂层的耐磨性最好。
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引用次数: 17
Influence of bias voltage on structure, mechanical and corrosion properties of reactively sputtered nanocrystalline TiN films 偏置电压对反应溅射纳米晶TiN薄膜结构、力学和腐蚀性能的影响
2区 材料科学 Q1 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2017-12-01 DOI: 10.1016/S1006-706X(18)30021-9
Chun-lin He , Jin-lin Zhang , Guo-feng Ma , Zhao-fu Du , Jian-ming Wang , Dong-liang Zhao

Nanocrystalline TiN films were prepared by DC reactive magnetron sputtering. The influence of substrate biases on structure, mechanical and corrosion properties of the deposited films was studied using X-ray diffraction, field emission scanning electron microscopy, nanoindentation and electrochemical techniques. The deposited films have a columnar structure, and their preferential orientation strongly depends on bias voltage. The preferential orientations change from (200) plane at low bias to (111) plane at moderate bias and then to (220) plane at relatively high bias. Nanohardness H, elastic modulus E, H/E* and H3/E*2 ratios, and corrosion resistance of the deposited films increase first and then decrease with the increase in bias voltage. All the best values appear at bias of −120 V, attributing to the film with a fine, compact and less defective structure. This demonstrates that there is a close relation among microstructure, mechanical and corrosion properties of the TiN films, and the film with the best mechanical property can also provide the most effective corrosion protection.

采用直流反应磁控溅射法制备了纳米晶TiN薄膜。利用x射线衍射、场发射扫描电镜、纳米压痕和电化学技术研究了衬底偏压对沉积薄膜结构、力学和腐蚀性能的影响。沉积膜呈柱状结构,其择优取向强烈依赖于偏置电压。优先取向从低偏压(200)面到中等偏压(111)面,再到相对高偏压(220)面。随着偏置电压的升高,沉积膜的纳米硬度H、弹性模量E、H/E*和H3/E*2比值以及耐蚀性先升高后降低。所有的最佳值都出现在- 120 V的偏置下,这归因于薄膜结构精细、致密、缺陷少。这说明TiN膜的微观结构、力学性能和腐蚀性能之间存在着密切的关系,具有最佳力学性能的膜也能提供最有效的腐蚀防护。
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引用次数: 6
Modeling deformation resistance for hot rolling based on generalized additive model 基于广义加性模型的热轧变形抗力建模
2区 材料科学 Q1 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2017-12-01 DOI: 10.1016/S1006-706X(18)30015-3
Wei-gang It , Chao Liu , Yun-tao Zhao , Bin Liu , Xiang-hua Liu

A model of deformation resistance during hot strip rolling was established based on generalized additive model. Firstly, a data modeling method based on generalized additive model was given. It included the selection of dependent variable and independent variables of the model, the link function of dependent variable and smoothing functional form of each independent variable, estimating process of the link function and smooth functions, and the last model modification. Then, the practical modeling test was carried out based on a large amount of hot rolling process data. An integrated variable was proposed to reflect the effects of different chemical compositions such as carbon, silicon, manganese, nickel, chromium, niobium, etc. The integrated chemical composition, strain, strain rate and rolling temperature were selected as independent variables and the cubic spline as the smooth function for them. The modeling process of deformation resistance was realized by SAS software, and the influence curves of the independent variables on deformation resistance were obtained by local scoring algorithm. Some interesting phenomena were found, for example, there is a critical value of strain rate, and the deformation resistance increases before this value and then decreases. The results confirm that the new model has higher prediction accuracy than traditional ones and is suitable for carbon steel, microalloyed steel, alloyed steel and other steel grades.

基于广义加性模型,建立了热连轧变形抗力模型。首先,给出了一种基于广义加性模型的数据建模方法。包括模型的因变量和自变量的选择,因变量的链接函数和每个自变量的平滑函数形式,链接函数和平滑函数的估计过程,以及最后的模型修正。然后,基于大量的热轧工艺数据进行了实际的建模试验。提出了一个综合变量来反映碳、硅、锰、镍、铬、铌等不同化学成分的影响。选取综合化学成分、应变、应变速率和轧制温度作为自变量,以三次样条作为它们的光滑函数。利用SAS软件实现了变形抗力的建模过程,并通过局部评分算法获得了自变量对变形抗力的影响曲线。发现了一些有趣的现象,如应变率存在一个临界值,变形阻力在此值之前先增大后减小。结果表明,新模型比传统模型具有更高的预测精度,适用于碳钢、微合金钢、合金钢等钢种。
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引用次数: 1
Effect of heat input on microstructure and mechanical properties of dissimilar joints of AISI 316L steel and API X70 high-strength low-alloy steel 热输入对AISI 316L钢和API X70高强度低合金钢异种接头组织和力学性能的影响
2区 材料科学 Q1 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2017-12-01 DOI: 10.1016/S1006-706X(18)30024-4
Ebrahim Mortazavi, Reza Amini Najafabadi, Amirhossein Meysami

The microstructure and mechanical properties of dissimilar joints of AISI 316L austenitic stainless steel and API X70 high-strength low-alloy steel were investigated. For this purpose, gas tungsten arc welding (GTAW) was used in three different heat inputs, including 0.73, 0. 84, and 0. 97 kJ/mm. The microstructural investigations of different zones including base metals, weld metal, heat-affected zones and interfaces were performed by optical microscopy and scanning electron microscopy. The mechanical properties were measured by microhardness, tensile and impact tests. It was found that with increasing heat input, the dendrite size and inter-dendritic spacing in the weld metal increased. Also, the amount of delta ferrite in the weld metal was reduced. Therefore, tensile strength and hardness were reduced and impact test energy was increased. The investigation of the interface between AISI 316L base metal and ER316L filler metal showed that increasing the heat input increases the size of austenite grains in the fusion boundary. A transition region was formed at the interface between API X70 steel and filler metals.

研究了AISI 316L奥氏体不锈钢和API X70高强度低合金钢异种接头的组织和力学性能。为此,使用了三种不同的热输入,包括0.73,0。84和0。97 kJ /毫米。利用光学显微镜和扫描电镜对基体金属、焊缝金属、热影响区和界面等不同区域的显微组织进行了研究。通过显微硬度、拉伸试验和冲击试验测定了材料的力学性能。结果表明,随着热输入的增加,焊缝中枝晶尺寸增大,枝晶间距增大。同时,焊缝金属中δ铁素体的含量也有所降低。因此,降低了拉伸强度和硬度,增加了冲击试验能量。对AISI 316L母材与ER316L钎料界面的研究表明,热输入的增加使熔合界的奥氏体晶粒尺寸增大。在API X70钢与填充金属的界面处形成过渡区。
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引用次数: 10
Modeling effects of alloying elements and heat treatment parameters on mechanical properties of hot die steel with back-propagation artificial neural network 用反向传播人工神经网络模拟合金元素和热处理参数对热模具钢力学性能的影响
2区 材料科学 Q1 METALLURGY & METALLURGICAL ENGINEERING Pub Date : 2017-12-01 DOI: 10.1016/S1006-706X(18)30025-6
Yong Liu , Jing-chuan Zhu , Yong Cao

Materials data deep-excavation is very important in materials genome exploration. In order to carry out materials data deep-excavation in hot die steels and obtain the relationships among alloying elements, heat treatment parameters and materials properties, a 11 × 12 × 12 × 4 back-propagation (BP) artificial neural network (ANN) was set up. Alloying element contents, quenching and tempering temperatures were selected as input; hardness, tensile and yield strength were set as output parameters. The ANN shows a high fitting precision. The effects of alloying elements and heat treatment parameters on the properties of hot die steel were studied using this model. The results indicate that high temperature hardness increases with increasing alloying element content of C, Si, Mo, W, Ni, V and Cr to a maximum value and decreases with further increase in alloying element content. The ANN also predicts that the high temperature hardness will decrease with increasing quenching temperature, and possess an optimal value with increasing tempering temperature. This model provides a new tool for novel hot die steel design.

材料数据深度挖掘是材料基因组探索的重要内容。为了对热模型钢材料数据进行深度挖掘,获得合金元素、热处理参数与材料性能之间的关系,建立了一个11 × 12 × 12 × 4反向传播(BP)人工神经网络(ANN)。输入合金元素含量、淬火回火温度;输出参数为硬度、抗拉强度和屈服强度。人工神经网络具有较高的拟合精度。利用该模型研究了合金元素和热处理参数对热模具钢性能的影响。结果表明:高温硬度随C、Si、Mo、W、Ni、V、Cr合金元素含量的增加而增大,达到最大值,随合金元素含量的增加而减小;人工神经网络还预测,高温硬度随淬火温度的升高而降低,随回火温度的升高而达到最优值。该模型为新型热模具钢的设计提供了新的工具。
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引用次数: 16
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Journal of Iron and Steel Research(International)
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