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The Influence of [Mn/S] Ratios on the Fracture Morphology of a Heavy-section Steel Castings at Elevated Temperature [Mn/S]比对高温大断面铸钢件断口形貌的影响
Pub Date : 2014-10-31 DOI: 10.7777/JKFS.2014.34.5.170
Sung-Gyoo Kim, Ji-tae Kim, B. Park, Heung-Il Park
Using the Gleeble test, the effects of [Mn/S] ratios and the presence of sulfides on the high-temperature fracture morphology of heavy-section steel castings were analysed via the observations of the microstructures. The specimens for which the [Mn/S] ratio was in the range of 60~80 showed a ductile fracture morphology with an area reduction of more than 60%, while some specimens with similar [Mn/S] ratios showed a brittle fracture morphology with an area reduction of 0.0% due to the liquidation of sulfides at the grain boundary. The fracture morphology was classified into three types in the Gleeble high-temperature tensile test specimens. The first type showed dimple formation at the grain boundary, the formation of globular MnS sulfides, and plastic deformation of sulfides at an elevated temperature, indicating a needle-point type of ductile fracture with area reductions of 96.0~97.8%. The sec-ond type was a knife-edge type brittle fracture with an area reduction of 0.0% due to the film-type liquidation of sulfides at the grain boundary, band-type liquidation, and the liquidation of a terraced nipple pattern. The third type was the typical ductile fracture with an area reduction of 31.3~81.0%, in accordance with the mixture of dimples with in the grains and terraced nipple pattern at the grain boundary.
采用Gleeble试验,通过显微组织观察,分析了[Mn/S]比和硫化物含量对大断面铸钢件高温断口形貌的影响。[Mn/S]比在60~80之间的试样,由于晶界处硫化物的结清,呈现出面积缩减60%以上的韧性断裂形貌;[Mn/S]比相近的部分试样,呈现出面积缩减0.0%的脆性断裂形貌。Gleeble高温拉伸试样的断裂形态可分为三种类型。第一类断口在晶界处形成韧窝,形成球状MnS硫化物,硫化物在高温下发生塑性变形,为针尖型韧性断口,断面收缩率为96.0~97.8%;第二种类型是刀口型脆性断裂,由于在晶界处硫化物的薄膜型清算、带状清算和阶梯式乳头模式的清算,其面积减少了0.0%。第三种类型为典型的韧性断裂,断面收缩率为31.3~81.0%,主要表现为晶内韧窝和晶界阶梯状乳头的混合断裂。
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引用次数: 0
Al2Ca를 함유한 A356 합금에서의 다양한 열처리 조건에 따른공정 Si 개량화 거동 含有Al2Ca的A356合金,根据不同热处理条件的工艺Si改良化行为
Pub Date : 2014-10-31 DOI: 10.7777/JKFS.2014.34.5.156
김세준, 현승균, 김세광, 윤영옥
【This study is focused on the effect of $Al_2Ca$ as a modifier on eutectic Si modification of A356 alloy. Microstructural observation was carried out for as-cast, as-solution treated and as-aged samples. Solution treatment and aging were performed for 2, 4, 6 and 10 hrs at $540^{circ}C$ and $170^{circ}C$ , respectively. Although A356 alloy, which $Al_2Ca$ was added, has no significant difference in as-cast phases with normal A356 alloys, it shows much more modified eutectic Si, grain refinement and improved tensile property both in as-cast and as-heat treated conditions. TGA result shows that $Al_2Ca$ added A356 alloy has a certain improvement in oxidation resistance.】
本文主要研究了$Al_2Ca$作为变质剂对A356合金共晶Si变质的影响。对铸态、固溶态和时效态试样进行了显微组织观察。固溶处理2、4、6、10 h,温度分别为$540和$170。添加$Al_2Ca$的A356合金铸态相与普通A356合金无显著差异,但在铸态和热处理态均表现出更多的变质共晶Si、晶粒细化和拉伸性能的提高。TGA结果表明,添加了$Al_2Ca$的A356合金的抗氧化性能有一定的提高。
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引用次数: 2
Effect of Mold Preheat Temperature on Solidification Crack Strength of AC2B Aluminum Alloy 模具预热温度对AC2B铝合金凝固裂纹强度的影响
Pub Date : 2014-10-31 DOI: 10.7777/JKFS.2014.34.5.162
Heon-Joo Kim
The effect of the mold preheat temperature on the solidification crack strength was investigated in AC2B aluminum alloy. A tension type apparatus as part of a solidification crack test which could measure the stress-strain relationship quantitatively was utilized. The evaluation of the solidification crack strength with varying mold preheat temperatures was performed by the test procedure established in this research. When the mold preheat temperatures were 250C, 150C and 50C, the solidification crack strengths were found to be 7.8 Kgf/cm, 12.9 Kgf/cm and 28.6 Kgf/cm, respectively. In the same way, when the mold preheat temperatures were 250C, 150C and 50C, the corresponding temperatures of the failure sites were 610C, 600C and 571C, and the calculated solid fractions were 14.0%, 29.3% and 50.8% when the specimens failed, respectively. The solidification crack strength increased in proportion to the solid fraction of the failure site. The solidification crack strength obtained in this test is assumed to reflect the effects of metallurgical factors on the thermo-plastic characteristics of a solidifying alloy such as the grain size of the solid, the grain morphology, and the distribution of solid grain.
研究了模具预热温度对AC2B铝合金凝固裂纹强度的影响。在凝固裂纹试验中,采用了一种可定量测量应力-应变关系的张力式装置。采用本研究建立的试验程序对不同的模具预热温度下的凝固裂纹强度进行了评价。当模具预热温度为250C、150C和50C时,凝固裂纹强度分别为7.8 Kgf/cm、12.9 Kgf/cm和28.6 Kgf/cm。同样,当模具预热温度分别为250C、150C和50C时,试件破坏部位对应的温度分别为610C、600C和571C,试件破坏时计算出的固相分数分别为14.0%、29.3%和50.8%。凝固裂纹强度随破坏部位固相含量的增加而增大。本试验中获得的凝固裂纹强度假设反映了冶金因素对凝固合金热塑性特性的影响,如固体的晶粒尺寸、晶粒形貌和固体晶粒的分布。
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引用次数: 1
Microstructure and Properties of Mg-RE-Zn Alloys for High Conductivity Parts 高导电性零件用Mg-RE-Zn合金的组织与性能
Pub Date : 2014-10-31 DOI: 10.7777/JKFS.2014.34.5.151
Jeong-Min Kim, N. Kim
The relatively low conductivity of conventional Mg-Al alloys often limits their areas of application. Therefore, several attempts to develop new high-conductivity magnesium alloys have been made recently. In this research, A Ce-rich rare-earth (RE)material and zinc were added to magnesium which contained no aluminum. As the RE and Zn content were increased, both the hardness and tensile strength were gradually increased, despite the fact that the electrical conductivity decreased slightly. The effects of an aging treatment on the conductivity and mechanical properties of Mg-RE-Zn alloys were also investigated. The electrical conductivity did not change according to the heat treatment conditions; however, the mechanical properties could be enhanced by proper aging heat treatments.
传统Mg-Al合金电导率较低,限制了其应用范围。因此,近年来人们对开发新型高导电性镁合金进行了多次尝试。本研究在不含铝的镁中加入富ce稀土材料和锌。随着稀土和锌含量的增加,合金的硬度和抗拉强度逐渐提高,但电导率略有下降。研究了时效处理对Mg-RE-Zn合金电导率和力学性能的影响。电导率不随热处理条件的变化而变化;然而,适当的时效热处理可以提高材料的力学性能。
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引用次数: 0
Thixo Extrusion and Reheating Characteristics of Semi Solid A356 Alloy 半固态A356合金的触相挤压及再加热特性
Pub Date : 2014-08-31 DOI: 10.7777/JKFS.2014.34.4.123
Dae-hwan Kim, Hyun-Ju Jung, Sung-Yong Shim, Su-gun Lim, Sang-yong Lee
This work presents the results of a thixo-extrusion process applied to aluminum alloy and and reheating characteristics of semisolid A356 Alloy using have been discussed. The reheating experiment was performed using an electric resistance furnace and mul-tistage heating for uniform reheating. The thixo-extrusion was performed at the optimal reheating conditions of the semi-solid A356 alloy, the the extrusion conditions were an extrusion ratio of 33 and ram speed of 6 mm/sec. The results showed that the thixoextrusion of semi-solid A356 alloy fabricated by the cooling slope reduced the extrusion pressure by 180% in comparison with hot extrusion, and that a sound extrusion could be obtained in spite of the same extrusion ratio and strain rate.
本文介绍了一种应用于铝合金的触控挤压工艺的结果,并讨论了半固态A356合金的再加热特性。采用电阻炉和多级加热进行了均匀再加热实验。在半固态A356合金的最佳再加热条件下,采用挤压比为33,挤压速度为6 mm/sec的触点挤压工艺进行了触点挤压试验。结果表明:与热挤压相比,采用冷却斜坡法对A356半固态合金进行触变挤压可使挤压压力降低180%;在相同挤压比和应变速率下,可获得良好的挤压效果;
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引用次数: 0
Influence of Cu and Zn Contents on the Properties of Al-Fe-Cu-Mg Based Casting Alloys Cu和Zn含量对Al-Fe-Cu-Mg基铸造合金性能的影响
Pub Date : 2014-08-31 DOI: 10.7777/JKFS.2014.34.4.130
Jeong-Min Kim, N. Kim, Jesik Shin, K. Kim, Se-Hyun Ko
Abstract Efforts have been made to develop new silicon-free aluminum casting alloys that possess high electrical and thermal con-ductivity. In this research Al-Fe-Cu-Mg alloys with various Cu and Mg contents were investigated for their various properties. Asthe Cu or Mg content was increased, the electrical conductivity gradually decreased, while the tensile strength of the Al-Fe-Cu-Mgalloy tended to be improved. It was found that fluidity was generally inversely proportional to the Cu content, but the alloys con-taining 1%Mg showed considerably low fluidity, regardless of the Cu content. Key words : Aluminum, Casting, Conductivity, Tensile strength, Fluidity 1. 서 론 알루미늄 및 알루미늄합금은 대표적인 경량소재로서 비강도가 높고 전기 및 열 전도도가 우수하므로 자동차, 항공, 전기/전자 산업 등에서 널리 사용되고 있다. 예를 들어, 고출력LED 방열부품소재로서 중요하게 활용되고 있는데, 최근 전기/전자제품의 소형화 및 고집적화가 진행됨에 따라 보다 전도성이 우수한 새로운 알루미늄합금의 출현이 필요한 시점이기도하다. 기존에 주로 사용되는 알루미늄 주조합금은 주조성과 강도가 우수하지만 통상적으로 다량의 Si을 포함하고 있어 전도성이 상대적으로 낮고 주조공정 후 표면처리에 어려움이 있다.상용합금계인 Al-Si계 주조합금은 순수한 알루미늄에 비해 열전도도가 절반 수준까지 낮은 경우가 대부분인 것으로 알려져있으며[1], 따라서 최근 들어 전도성을 현저히 저하시키는 Si을 완전히 배제한 상태에서 양호한 강도와 주조성을 보유한새로운 고전도성 알루미늄합금의 개발연구가 활발하게 진행되고 있다[2,3].방열부품용 알루미늄합금은 보통 높은 강도가 요구되지는 않으나 활용분야에 따라 일정 수준이상의 강도가 필요하므로 새로운 고전도성 합금의 조성에 따른 기계적 성질을 조사할 가치가 있다. 또한 방열부품용 알루미늄합금은 생산성과 경제성이우수한 주조공정으로 대부분 제조되므로 주조특성이 중요하며,특히 주형 충전성을 의미하는 유동도가 낮으면 불량률의 증가와 생산성의 저하가 예상된다. 알루미늄합금에서 Si은 응고 중응고잠열을 다량 방출함으로써 유동도의 증가에 매우 효과적인합금원소이므로 제거할 경우 유동도의 저하가 심각할 수 있어확인이 필요하다. 합금의 유동도는 여러 가지 재료 및 공정변수의 영향을 받는 복잡한 현상으로서 많은 연구에도 불구하고아직도 완전하게 규명되어 있지 못 하다[4-6]. 그럼에도 불구하고 일반적으로 합금의 유동도는 응고구간과 매우 밀접한 관련이 있는 것으로 알려져 있는데, 즉 응고구간이 확대될수록 유동도는 감소하는 일반적인 경향을 보인다[4,7].Received:May. 25, 2014;Revised:Aug. 5, 2014;Accepted:Aug. 18, 2014
Abstract Efforts have been made to develop new silicon-free aluminum casting alloys that possess high electrical and thermal con-ductivityIn this research Al-Fe-Cu-Mg alloys with various Cu and Mg contents were investigated for their various properties。Asthe Cu or Mg content was increased, the electrical conductivity gradually decreased, while the tensile strength of the Al-Fe-Cu-Mgalloy tended to be improved。It was found that fluidity was generally inversely proportional to the Cu content, but the alloys con-taining 1%Mg showed considerably low fluidity, regardless of the Cu content。Key words: Aluminum, Casting, Conductivity, Tensile strength, Fluidity 1。西龙铝合金是典型的轻量材料,鼻腔高,电和热传导优秀,广泛应用于汽车,航空,电气/电子产业等。例如,作为高输出LED防热部件材料被很重要地使用,随着最近电气/电子产品的小型化和高集成化的进行,需要出现导电性更好的新铝合金。现有的主要使用的铝制铸造合金铸造性和强度优秀,但通常含有大量Si,导电性相对较低,铸造工程后表面处理有困难。合金铸造合金关系人al - si界常用的是纯粹的铝相比,低热传导度到一半的情况而大部分为已知,[1],因此,近年来,能大大降低导电的si完全排除的情况下具有良好的强度和铸造省拥有的新古典都城,铝合金的研究非常活跃地进行着开发[2,3]。防热元件用铝合金通常不需要高强度,但根据应用领域的不同,需要一定水平以上的强度,因此值得调查新古典导电合金的组成所带来的机械性质。另外,防热零件用铝合金大部分是生产效率和经济性优秀的铸造工程,因此铸造特性非常重要,特别是意味着模具填充性的流动性低的话,不良率的增加和生产效率的低下是可以预测的。在铝合金中,Si在凝固过程中会释放大量的凝固潜热,是一种对增加流速非常有效的合金元素,如果去除,会严重降低流速,需要进行确认。合金的流动度是一种受多种材料和工艺变数影响的复杂现象,尽管研究了很多,但仍未完全查明[4-6]。尽管如此,人们普遍认为合金的流动度与凝固区间有非常密切的关系,即随着凝固区间的扩大,流动度呈现减少的一般趋势[4,7].Received:May。25、2014;revised: aug。5、2014;accepted: aug。18、2014
{"title":"Influence of Cu and Zn Contents on the Properties of Al-Fe-Cu-Mg Based Casting Alloys","authors":"Jeong-Min Kim, N. Kim, Jesik Shin, K. Kim, Se-Hyun Ko","doi":"10.7777/JKFS.2014.34.4.130","DOIUrl":"https://doi.org/10.7777/JKFS.2014.34.4.130","url":null,"abstract":"Abstract Efforts have been made to develop new silicon-free aluminum casting alloys that possess high electrical and thermal con-ductivity. In this research Al-Fe-Cu-Mg alloys with various Cu and Mg contents were investigated for their various properties. Asthe Cu or Mg content was increased, the electrical conductivity gradually decreased, while the tensile strength of the Al-Fe-Cu-Mgalloy tended to be improved. It was found that fluidity was generally inversely proportional to the Cu content, but the alloys con-taining 1%Mg showed considerably low fluidity, regardless of the Cu content. Key words : Aluminum, Casting, Conductivity, Tensile strength, Fluidity 1. 서 론 알루미늄 및 알루미늄합금은 대표적인 경량소재로서 비강도가 높고 전기 및 열 전도도가 우수하므로 자동차, 항공, 전기/전자 산업 등에서 널리 사용되고 있다. 예를 들어, 고출력LED 방열부품소재로서 중요하게 활용되고 있는데, 최근 전기/전자제품의 소형화 및 고집적화가 진행됨에 따라 보다 전도성이 우수한 새로운 알루미늄합금의 출현이 필요한 시점이기도하다. 기존에 주로 사용되는 알루미늄 주조합금은 주조성과 강도가 우수하지만 통상적으로 다량의 Si을 포함하고 있어 전도성이 상대적으로 낮고 주조공정 후 표면처리에 어려움이 있다.상용합금계인 Al-Si계 주조합금은 순수한 알루미늄에 비해 열전도도가 절반 수준까지 낮은 경우가 대부분인 것으로 알려져있으며[1], 따라서 최근 들어 전도성을 현저히 저하시키는 Si을 완전히 배제한 상태에서 양호한 강도와 주조성을 보유한새로운 고전도성 알루미늄합금의 개발연구가 활발하게 진행되고 있다[2,3].방열부품용 알루미늄합금은 보통 높은 강도가 요구되지는 않으나 활용분야에 따라 일정 수준이상의 강도가 필요하므로 새로운 고전도성 합금의 조성에 따른 기계적 성질을 조사할 가치가 있다. 또한 방열부품용 알루미늄합금은 생산성과 경제성이우수한 주조공정으로 대부분 제조되므로 주조특성이 중요하며,특히 주형 충전성을 의미하는 유동도가 낮으면 불량률의 증가와 생산성의 저하가 예상된다. 알루미늄합금에서 Si은 응고 중응고잠열을 다량 방출함으로써 유동도의 증가에 매우 효과적인합금원소이므로 제거할 경우 유동도의 저하가 심각할 수 있어확인이 필요하다. 합금의 유동도는 여러 가지 재료 및 공정변수의 영향을 받는 복잡한 현상으로서 많은 연구에도 불구하고아직도 완전하게 규명되어 있지 못 하다[4-6]. 그럼에도 불구하고 일반적으로 합금의 유동도는 응고구간과 매우 밀접한 관련이 있는 것으로 알려져 있는데, 즉 응고구간이 확대될수록 유동도는 감소하는 일반적인 경향을 보인다[4,7].Received:May. 25, 2014;Revised:Aug. 5, 2014;Accepted:Aug. 18, 2014","PeriodicalId":16318,"journal":{"name":"Journal of Korea Foundry Society","volume":"104 1","pages":"130-135"},"PeriodicalIF":0.0,"publicationDate":"2014-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80640169","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Quantitative Evaluation of Solidification Crack Strength of AC2B Aluminum Casting Alloy AC2B铝合金铸件凝固裂纹强度的定量评价
Pub Date : 2014-08-31 DOI: 10.7777/JKFS.2014.34.4.136
Heon-Joo Kim
Numerical solution of thermal stress by CAE analysis could be an effective method in product development stage of castings to predict and treat the problem of solidification cracking of castings. Quantitative stress-strain data are necessary, in this case. Tension type apparatus of a solidification crack test which can measure stress-strain relationship quantitatively was developed and the test procedure was established by this research. Solidification crack strength obtained from the following test procedure could be utilized to evaluate it in terms of effect factors on thermo-plastic characteristic of solidifying alloy such as grain size of solid, grain morphology, distribution of solid grain, etc. Proposed test procedure is as follow: Prediction of temperature at the failure site of solidification cracked specimen by computer simulation of solidification, Calculation of solid fraction of the failure site from thermodynamic solution of solidification under Scheil condition.
利用CAE分析对铸件的热应力进行数值求解,是铸件产品开发阶段预测和处理铸件凝固开裂问题的有效方法。在这种情况下,定量的应力应变数据是必要的。研制了一种可定量测量应力-应变关系的拉伸式凝固裂纹试验装置,并建立了试验方法。通过以下试验程序得到的凝固裂纹强度,可以根据固体晶粒尺寸、晶粒形貌、固体晶粒分布等对凝固合金热塑性特性的影响因素对其进行评价。提出了以下试验步骤:利用计算机模拟凝固过程预测凝固裂纹试样失效部位温度;利用Scheil条件下的凝固热力学解计算失效部位的固相分数。
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引用次数: 1
Electrical Conductivity by Addition of Zn and Cu on Mg-Zn-Cu Alloys 添加Zn和Cu在Mg-Zn-Cu合金上的电导率
Pub Date : 2014-06-30 DOI: 10.7777/JKFS.2014.34.3.100
D. Ye, Hyun Sik Kim, M. Kang, Jung Dae Kim, Haeyoung Jeoung
In recent years, Mg and its alloys have attracted a great deal of attention due to their low density, relatively excellent castability, and straightforward recyclability. Mg alloys have been widely applied to various industrial fields, and are representatively used in automotive and electronic parts. According to previous researches, the electrical conductivity of Mg alloys greatly decreases with increasing Al content. However, with the addition of Zn and/or Cu, the electrical conductivity of Mg alloys is maintained or slightly increased, and improved mechanical properties are obtained as well. On this basis, Mg-Zn-Cu alloys have been investigated in the present study with a focus on the effect of adding Zn and Cu on the electrical conductivity. The Zn and Cu contents ranged from 4 to 6wt.% and 0 to 1.5wt.%, respectively. Ternary Mg-Zn-Cu alloys have been prepared by gravity casting in a steel mold. In the as-casting condition, the electrical conductivity of Mg-Zn-Cu alloys showed a linear increasing trend with decreasing Zn and increasing Cu contents. Furthermore, impact values of Zn = − 1.5 and Cu = 2.5 were determined for these alloys by electrical conductivity tests.
近年来,镁及其合金因其密度低、铸造性较好、可回收性好等优点而受到广泛关注。镁合金已广泛应用于各个工业领域,以汽车和电子零件为代表。根据以往的研究,随着Al含量的增加,镁合金的电导率大大降低。然而,添加Zn和/或Cu后,镁合金的电导率保持不变或略有提高,力学性能也得到改善。在此基础上,本文对Mg-Zn-Cu合金进行了研究,重点研究了添加Zn和Cu对合金电导率的影响。锌、铜含量在4 ~ 6wt之间。%和0 ~ 1.5wt。分别为%。采用钢模重力铸造法制备了镁锌铜三元合金。在铸态条件下,Mg-Zn-Cu合金的电导率随Zn含量的降低和Cu含量的增加呈线性增加趋势。此外,通过电导率试验确定了Zn = - 1.5和Cu = 2.5时合金的冲击值。
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引用次数: 2
Thixo-extrusion of Semi Solid 7075 Aluminum Alloys and Mechanical Properties of The Extrudates 半固态7075铝合金的触点挤压及挤压物的力学性能
Pub Date : 2014-06-30 DOI: 10.7777/JKFS.2014.34.3.087
Tae-young Choi, Dae-hwan Kim, Soo-Bae Kim, Sung-Young Shim, Su-gun Lim
Thixo-extrusion of semi-solid 7075 aluminum alloy and the mechanical properties of its extrudates were investigated. The semisolid alloy was prepared by a cooling slope cast. In other to perform thixo-extrusion, semi-solid 7075 aluminum alloy billets were reheated at the reheating conditions reported in a previous study. The maximum extrusion pressure in thixo-extrusion was 615MPa. This was lower than that of conventional hot extrusion (P max = 940MPa) at the same extrusion conditions due to the increased fluidity of the alloy billet in the semi-solid state. The values of Rockwell hardness (scale B) at the extrusion direction of the as thixoextruded bar were 48~53HRB and the difference in Rockwell hardness between the transverse direction and the extrusion direction was 5HRB or less. The results show that thxio-extrusion of semi-solid 7075 Al alloy improves the workability and anisotropic with the extrusion direction compared with hot extrusion of the conventional alloy.
研究了7075半固态铝合金的触点挤压及其挤压物的力学性能。采用冷却斜铸法制备了半固态合金。在另一种进行触点挤压的方法中,在先前研究中报道的再加热条件下对半固态7075铝合金坯料进行再加热。触相挤压的最大挤压压力为615MPa。在相同挤压条件下,由于合金坯料在半固态状态下的流动性增加,这一数值低于常规热挤压(P max = 940MPa)。触变挤压棒材在挤压方向的洛氏硬度(标尺B)值为48~53HRB,横向与挤压方向的洛氏硬度差不超过5HRB。结果表明:与常规合金热挤压相比,半固态7075铝合金热挤压在挤压方向上改善了加工性能和各向异性;
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引用次数: 2
Estimation of Permeability of Green Sand Mould by Performing Sensitivity Analysis on Neural Networks Model 基于神经网络模型敏感性分析的绿砂型渗透率估算
Pub Date : 2014-06-30 DOI: 10.7777/JKFS.2014.34.3.107
N. Reddy, Yong-Hyun Baek, Seong-Gyeong Kim, B. Hur
Abstract Permeability is the ability of a material to transmit fluid/gases. It is an important material property and it depends on mouldparameters such as grain fineness number, clay, moisture, mulling time, and hardness. Modeling the relationships among thesevariable and interactions by mathematical models is complex. Hence a biologically inspired artificial neural-network technique witha back-propagation-learning algorithm was developed to estimate the permeability of green sand. The developed model was used toperform a sensitivity analysis to estimate permeability. The individual as well as the combined influence of mould parameters onpermeability were simulated. The model was able to describe the complex relationships in the system. The optimum processwindow for maximum permeability was obtained as 8.75-10.5% clay and 3.9-9.5% moisture. The developed model is very useful inunderstanding various interactions between inputs and their effects on permeability.Key words: Green sand mould, Permeability, Neural networks, Sensitivity analysis
渗透率是材料传输流体/气体的能力。这是一项重要的材料性能,它取决于模具参数,如颗粒细度、粘土、水分、加热时间和硬度。用数学模型对这些变量和相互作用之间的关系进行建模是复杂的。因此,开发了一种具有反向传播学习算法的生物学启发的人工神经网络技术来估计绿砂的渗透率。利用所建立的模型进行敏感性分析以估计渗透率。模拟了模具参数对磁导率的单独和综合影响。该模型能够描述系统中的复杂关系。最大渗透性的最佳工艺窗为粘土8.75 ~ 10.5%,水分3.9 ~ 9.5%。所建立的模型对于理解输入之间的各种相互作用及其对渗透率的影响是非常有用的。关键词:绿砂型,渗透率,神经网络,敏感性分析
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引用次数: 7
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Journal of Korea Foundry Society
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