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Predicting the alloying element yield in a ladle furnace using principal component analysis and deep neural network 被引量:13
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作者 Zicheng Xin Jiangshan Zhang +2 位作者 Yu Jin Jin Zheng Qing Liu 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2023年第2期335-344,共10页
The composition control of molten steel is one of the main functions in the ladle furnace(LF)refining process.In this study,a feasible model was established to predict the alloying element yield using principal compon... The composition control of molten steel is one of the main functions in the ladle furnace(LF)refining process.In this study,a feasible model was established to predict the alloying element yield using principal component analysis(PCA)and deep neural network(DNN).The PCA was used to eliminate collinearity and reduce the dimension of the input variables,and then the data processed by PCA were used to establish the DNN model.The prediction hit ratios for the Si element yield in the error ranges of±1%,±3%,and±5%are 54.0%,93.8%,and98.8%,respectively,whereas those of the Mn element yield in the error ranges of±1%,±2%,and±3%are 77.0%,96.3%,and 99.5%,respectively,in the PCA-DNN model.The results demonstrate that the PCA-DNN model performs better than the known models,such as the reference heat method,multiple linear regression,modified backpropagation,and DNN model.Meanwhile,the accurate prediction of the alloying element yield can greatly contribute to realizing a“narrow window”control of composition in molten steel.The construction of the prediction model for the element yield can also provide a reference for the development of an alloying control model in LF intelligent refining in the modern iron and steel industry. 展开更多
关键词 ladle furnace element yield principal component analysis deep neural network statistical evaluation
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Element yield rate prediction in ladle furnace based on improved GA-ANFIS 被引量:3
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作者 徐喆 毛志忠 《Journal of Central South University》 SCIE EI CAS 2012年第9期2520-2527,共8页
The traditional prediction methods of element yield rate can be divided into experience method and data-driven method.But in practice,the experience formulae are found to work only under some specific conditions,and t... The traditional prediction methods of element yield rate can be divided into experience method and data-driven method.But in practice,the experience formulae are found to work only under some specific conditions,and the sample data that are used to establish data-driven models are always insufficient.Aiming at this problem,a combined method of genetic algorithm(GA) and adaptive neuro-fuzzy inference system(ANFIS) is proposed and applied to element yield rate prediction in ladle furnace(LF).In order to get rid of the over reliance upon data in data-driven method and act as a supplement of inadequate samples,smelting experience is integrated into prediction model as fuzzy empirical rules by using the improved ANFIS method.For facilitating the combination of fuzzy rules,feature construction method based on GA is used to reduce input dimension,and the selection operation in GA is improved to speed up the convergence rate and to avoid trapping into local optima.The experimental and practical testing results show that the proposed method is more accurate than other prediction methods. 展开更多
关键词 genetic algorithm adaptive neuro-fuzzy inference system ladle furnace element yield rate PREDICTION
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Compatibility of the Support System Consisting of Yielding Elements and Shotcrete Lining in Highly Faulted Grounds
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作者 Tina Marolt Cebasek Jakob Likar 《Journal of Civil Engineering and Architecture》 2014年第11期1457-1466,共10页
The design procedure is made for a mine shaft where permanent underground facilities are interconnected. The highly faulted grounds were identified using empirical and semi-empirical theories. Furthermore, the behavio... The design procedure is made for a mine shaft where permanent underground facilities are interconnected. The highly faulted grounds were identified using empirical and semi-empirical theories. Furthermore, the behavior types are presented. This paper presents excavation and support methods in such ground conditions and the calculations results show that the installation of the yielding elements have an effect on support elements and prevent shotcrete damage during the curing stage. Different numerical analyses carried out showed that, with the yielding elements installed, the total displacements increase but the final axial force reduces, and therefore, the characteristic compressive strength of shotcrete is not exceeded. The calculation results of ground loads and displacements on the designed support system are presented with a 3D numerical geo-mechanical model adopted for highly faulted ground surrounding deeper complex underground structures. 展开更多
关键词 Faulted ground yielding elements mine shaft 3D numerical model ground reaction curve.
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Growth, Metabolism and Yield of Rice Cultivated in Soils Amended with Fly Ash and Cyanobacteria and Metal Loads in Plant Parts 被引量:1
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作者 Rabindra N.PADHY Nabakishore NAYAK +2 位作者 Rajesh R.DASH-MOHINI Shakti RATH Rajani K.SAHU 《Rice science》 SCIE CSCD 2016年第1期22-32,共11页
Soil amendment with fly ash(FA) and combined supplementation with N_2-fixing cyanobacteria masses as biofertilizer were done in field experiments with rice. Amendments with FA levels, 0, 0.5, 1.0, 2.0, 4.0, 8.0 and ... Soil amendment with fly ash(FA) and combined supplementation with N_2-fixing cyanobacteria masses as biofertilizer were done in field experiments with rice. Amendments with FA levels, 0, 0.5, 1.0, 2.0, 4.0, 8.0 and 10.0 kg/m2, caused increase in growth and yield of rice up to 8.0 kg/m2, monitored with several parameters. Pigment contents and enzyme activities of leaves were enhanced by FA, with the maximum level of FA at 10.0 kg/m2. Protein content of rice seeds was the highest in plants grown at FA level 4.0 kg/m2. Basic soil properties, p H value, percentage of silt, percentage of clay, water-holding capacity, electrical conductivity, cation exchange capacity, and organic carbon content increased due to the FA amendment. Parallel supplementation of FA amended plots with 1.0 kg/m2 N_2-fixing cyanobacteria mass caused further significant increments of the most soil properties, and rice growth and yield parameters. 1000-grain weight of rice plants grown at FA level 4.0 kg/m2 along with cyanobacteria supplementation was the maximum. Cyanobacteria supplementation caused increase of important basic properties of soil including the total N-content. Estimations of elemental content in soils and plant parts(root and seed) were done by the atomic absorption spectrophotometry. Accumulations of K, P, Fe and several plant micronutrients(Mn, Ni, Co, Zn and Cu) and toxic elements(Pb, Cr and Cd) increased in soils and plant parts as a function of the FA gradation, but Na content remained almost unchanged in soils and seeds. Supplementation of cyanobacteria had ameliorating effect on toxic metal contents of soils and plant parts. The FA level 4.0 kg/m2, with 1.0 kg/m2 cyanobacteria mass supplementation, could be taken ideal, since there would be recharging of the soil with essential micronutrients as well as toxic chemicals in comparative lesser proportions, and cyanobacteria mass would cause lessening toxic metal loads with usual N_2-fixation. 展开更多
关键词 soil property cyanobacteria fly ash growth heavy metal rice toxic element yield
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方钢管柱-H型钢梁外加强环式节点的弹塑性承载力研究
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作者 隋伟宁 肖松海 王鹏辉 《沈阳建筑大学学报(自然科学版)》 北大核心 2026年第1期21-27,共7页
为了提高采用外加强环式节点的钢框架结构体系的安全性能。依据外加强环式节点的屈服线模型,基于塑性理论分析方法推导出外加强环式节点的承载力计算公式,并考虑钢管侧壁的影响对计算式进行修正;采用ABAQUS有限元软件分析侧壁对承载力... 为了提高采用外加强环式节点的钢框架结构体系的安全性能。依据外加强环式节点的屈服线模型,基于塑性理论分析方法推导出外加强环式节点的承载力计算公式,并考虑钢管侧壁的影响对计算式进行修正;采用ABAQUS有限元软件分析侧壁对承载力的影响,得出了钢管侧壁影响系数η的近似表达式及承载力计算修正公式,与试验结果相比误差在10%以内。考虑钢管侧壁影响后承载力计算公式的精确度较高,外加强环板的厚度对节点承载力的影响要远大于宽度,可为外加强环式节点的设计提供一定参考。 展开更多
关键词 钢结构 外加强环板 屈服线理论 弹塑性承载力 有限元分析
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伏牛山牛至不同生育时期对主要营养元素吸收特点及分配规律
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作者 范长有 刘林甫 +2 位作者 刘瑞 张秋月 阴志刚 《安徽农业科学》 2026年第1期175-178,190,共5页
[目的]探究牛至不同生育期生物学产量积累规律及对氮、磷、钾元素吸收积累情况。[方法]在伏牛山牛至不同生长发育阶段进行动态采样,测定伏牛山牛至植株各部位和全株的生物学产量以及氮、磷、钾含量。[结果]随着生育期的递进,牛至对氮、... [目的]探究牛至不同生育期生物学产量积累规律及对氮、磷、钾元素吸收积累情况。[方法]在伏牛山牛至不同生长发育阶段进行动态采样,测定伏牛山牛至植株各部位和全株的生物学产量以及氮、磷、钾含量。[结果]随着生育期的递进,牛至对氮、磷、钾各元素积累量与植株生物学产量呈正相关的增加趋势。4月中旬至5月下旬植株生物学产量积累量最大,达到72.80%,其中茎叶积累量达到89.54%,氮、磷、钾各元素积累量均为整个生长发育期最大值,此期氮、磷、钾各营养元素主要集中于伏牛山牛至茎叶中。[结论]伏牛山牛至植株生物学产量最大积累期为拔节期至盛花期,此期也是氮、磷、钾等营养元素积累最大时期。 展开更多
关键词 牛至 生育期 主要营养元素 吸收特点 分配规律 生物学产量
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Investigation of the Capabilities of Yield Functions on Describing the Deformation Behavior of 5754O Aluminum Alloy Sheet Under Combined Loading Paths 被引量:1
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作者 王海波 刘艳福 +2 位作者 陈正阳 万敏 聂红争 《Journal of Shanghai Jiaotong university(Science)》 EI 2016年第5期562-568,共7页
The combined loading tests of 5754 O aluminum alloy sheet are used to verify the yield function. Three yield functions are implemented into the commercial finite element model(FEM) code ABAQUS as a user material subro... The combined loading tests of 5754 O aluminum alloy sheet are used to verify the yield function. Three yield functions are implemented into the commercial finite element model(FEM) code ABAQUS as a user material subroutine UMAT for the FEM simulation of the combined loading tests. The comparison of the simulating and experimental results shows that the modified Yld2000-2d yield function can describe the mechanical behavior of5754 O aluminum alloy sheet under combined loading paths reasonably while other three yield functions do not.The performance of the modified Yld2000-2d yield function on describing the mechanical behavior under combined loading paths is analyzed in detail. It is concluded that the modified Yld2000-2d yield function can be adopted to describe the deformation behavior of 5754 O aluminum alloy sheet for industrial applications. 展开更多
关键词 aluminum alloy sheet combined loading yield function finite element model(FEM)
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Stresses in the Scapular Fossa Do Not Exceed the Yield Stress When Elevated up to 135 Degrees of Abduction after Reverse Shoulder Arthroplasty
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作者 Rina Sakai Tomonori Kenmoku +3 位作者 Ryo Tazawa Kazuhiro Yoshida Tomomi Mizuhashi Masanobu Ujihira 《Journal of Biomedical Science and Engineering》 2024年第2期35-40,共6页
Reverse shoulder arthroplasty (RSA) is an effective treatment for rotator cuff tears. Despite its advantages, complications occur at a high rate. Complications requiring revision include a high rate of base plate fail... Reverse shoulder arthroplasty (RSA) is an effective treatment for rotator cuff tears. Despite its advantages, complications occur at a high rate. Complications requiring revision include a high rate of base plate failure, 38% of which are due to instability. The primary stability the base plate ensures is a crucial factor and, thus, is the subject of much debate in clinical studies and biomechanical research. This study is aimed to provide data that will contribute to the base plate’s pri-mary stability and glenoid longevity by clarifying the stresses at the scapular fossa and base plate interface associated with elevation after RSA. A 3D finite element model was created from the DICOM data for the scapulohumeral joint and SMR shoulder system. For loading conditions, 30 N was applied for each posi-tion with abduction angles of 0, 45, 90, and 135 degrees. A three-dimensional fi-nite element analysis was performed using the static implicit method with LS-DYNA. The von Mises stresses in the scapular fossa were found not to exceed the yield stress on the bone even after elevation to an abduction angle of 135 de-grees after RSA. It is rough to uniformly compare the yield stress and the von Mises stress, but it was inferred that the possibility of fracture is low unless a large external force is applied. A maximum von Mises stress showed 0 degrees of abduction, suggesting that the lowered position is in a more severe condition than the elevated position. If better improvement is desired, it may be necessary to devise ways to reduce the stress on the upper screw. . 展开更多
关键词 Reverse Shoulder Arthroplasty Finite element Analysis yield Stress GLENOID
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Fluorescence quantum yield of Gd_(0.9-x)R_xEu_(0.1)OOH(R=Y, La) crystals
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作者 Hiroaki Samata Katsutoshi Kobayashi +1 位作者 Masashi Hanioka Tadashi C.Ozawa 《Journal of Rare Earths》 SCIE EI CAS CSCD 2015年第12期1256-1260,共5页
Gdo.9xRxEUo.lOOH (R=Y, La) crystals were synthesized by a flux method using a mixture of NaOH and KOH as the flux. X-ray diffraction data were well refined using the Rietveld method assuming that the crystals had a ... Gdo.9xRxEUo.lOOH (R=Y, La) crystals were synthesized by a flux method using a mixture of NaOH and KOH as the flux. X-ray diffraction data were well refined using the Rietveld method assuming that the crystals had a monoclinic structre belonging to the P21/m space group. The unit cell volumes of the Gdo.9 xLaxEuo.OOH crystals increased with increasing x, whereas those of Gdo.9-xYxEUo.lOOH decreased with increasing x. The Commission Internationale de IEclairage (CIE) chromaticity coordinates of Gdo.9 xRxEUo.lOOH (R=Y, La) crystals were located in the red region and were nearly constant over the range ofx values considered. The fluorescence quantum yield Dr monotonically decreased with increasing x regardless of the ionic radii of the substitute ions. The fact that the Dr value of Lao.9EuoAOOH was greater than that of Gdo.gEUo.lOOH indicated that the observed decrease in the values of the Gdo.9-,LaxEuo.1OOH crystals up to x=0.3 could not be attributed to an increase in the distance between Eu3+ ions or to a decrease in the Gd3+ content. The decrease might be due to an increase of killer centers introduced by elemental substitutions with the larger ion. 展开更多
关键词 rare-earth oxyhydroxide PHOSPHOR elemental substitution fluorescence quantum yield
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A FINITE ELEMENT ANALYSIS OF THE FLANGE EARRINGS OF STRONG ANISOTROPIC SHEET METALS IN DEEP-DRAWING PROCESSES 被引量:2
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作者 柳玉起 王锦程 胡平 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2002年第1期82-91,共10页
Flange earrings of strong anisotropic sheet metals in deep-drawing process are numerically analyzed by the elastic-plastic large deformation finite element formulation based on a discrete Kirchhoff triangle plate shel... Flange earrings of strong anisotropic sheet metals in deep-drawing process are numerically analyzed by the elastic-plastic large deformation finite element formulation based on a discrete Kirchhoff triangle plate shell element model. A Barlat-Lian anisotropic yield function and a quasi-flow corner theory are used in the present formulation. The numerical results are compared with the experimental ones of cylindrical cup drawing process. The focus of the present researches is on the numerical analysis and the constraining scheme of the flange earring of circular sheets with strong anisotropy in square cup drawing process. 展开更多
关键词 discrete Kirchhoff triangle plate shell element B-L planer anisotropy yield function quasi-flow corner theory flange earrings square cup drawing
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Effects of Copper-based Nutritional Foliar Fertilizers on Photosynthetic Characteristics,Yield and Disease Control Efficiency of Cotton 被引量:1
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作者 Qiang MA Wei WANG +5 位作者 Hongjie LI Xiangjun WANG Zishuang LI Tongkai ZHAO Xianhe ZHENG Yanxiao TAN 《Agricultural Biotechnology》 CAS 2019年第1期140-149,共10页
[Objectives] The effects of copper-based nutrient foliar fertilizer on photosynthetic characteristics,yield,accumulation and distribution of trace elements in various organs,disease prevention effect and soil enzyme a... [Objectives] The effects of copper-based nutrient foliar fertilizer on photosynthetic characteristics,yield,accumulation and distribution of trace elements in various organs,disease prevention effect and soil enzyme activity were studied,so as to provide a theoretical basis for the application of foliar fertilizers in cotton production. [Methods]Through two years of field experiments,six treatments were set in total,namely spraying water( CK),traditional Bordeaux mixture( BDM),Kocide 2000( KCD),copper-based nutrient foliar fertilizer( CF),iron-copper-based nutrient foliar fertilizer( CFFe),and zinc-boron-copper-based nutrient foliar fertilizer( CFZnB). Randomized block arrangement was adopted. Chlorophyll content in leaves was measured at each growth stage of the cotton. Photosynthetic characteristics of leaves were measured at the peak bolling stage. Plants were sampled at initial boll opening stage. The whole plant was divided into root,stem,leaf and cotton boll parts,in which the total copper,total zinc,total iron contents and accumulations were determined. Soil samples were collected from each plot,followed by the determination of soil enzyme activity. Disease index was investigated at bud,flowering and boll-forming and boll opening stage. [Results]( 1) Spraying CFFe,CFZnB,CF and KCD could significantly improve chlorophyll content of cotton leaves,and the CFFe treatment had the highest increase up to13. 30%,followed by the CFZnB treatment,which was 11. 40% higher than the CK; and photosynthetic rate,stomata conductance and transpiration rate could be improved significantly,and the CFFe treatment showed the highest photosynthetic rate,which increased by 26. 35% compared with the CK,followed by the CFZnB treatment,which increased by 17. 96% compared with CK; and intercellular CO2 concentration was significantly reduced.( 2) Spraying BDM,KCD,CF,CFFe and CFZnB can significantly increase total copper content and accumulation in various cotton organs( except the total copper content in the stem part of the CFZnB treatment; the CFZnB and CFFe treatments can significantly increase total zinc content and accumulation in various cotton organs; and spraying CFFe,CFZnB and CF can significantly increase total iron content and accumulation in various cotton organs( except the total iron content in the stem part of the CF treatment).( 3)Spraying CFFe,CFZnB,CF,KCD and BDM greatly reduced the disease index at flowering and boll-forming and boll opening stages.( 4) The CFZnB and CFFe treatments had the highest soil urease activity,which was 7. 14% higher than that of the CK,but the difference from the CK was not significant; the catalase activity of each treatment was significantly higher than that of the BDM treatment; and the sucrase activity of each treatment was significantly higher than that of the CK.( 5) Spraying CFFe,CFZnB,CF and KCD significantly improved lint yield of cotton,and the CFZnB treatment showed the highest yield increase up to 12. 34%,followed by the CFFe treatment,with an increase in the range of 8. 77%-10. 20%. [Conclusions]Copper-based nutrient foliar fertilizers have dual functions of disease control and prevention and plant nutrition and health care,and not only can significantly increase cotton yield,but also has certain disease prevention effect.It is recommended to use copper-based nutrient foliar fertilizers. 展开更多
关键词 COPPER-BASED nutrient FOLIAR fertilizer COTTON PHOTOSYNTHETIC characteristics yield Disease index Trace elements Soil enzyme activity
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矫直辊服役后材料性能对矫直辊断裂行为影响 被引量:1
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作者 胡典章 高轶桐 +5 位作者 韩文 张智杰 宋玉玮 李旭 丁庆庆 孔宁 《中国冶金》 北大核心 2025年第4期50-57,共8页
矫直辊在服役过程中,由于局部材料力学性能差异及内部缺陷,易出现失效问题。针对某中厚板厂矫直辊短期出现多次开裂、断裂等问题,以现场矫直辊取样材料为研究对象,通过拉伸试验、微观检测等方法对其失效机理进行分析,发现同一矫直材料... 矫直辊在服役过程中,由于局部材料力学性能差异及内部缺陷,易出现失效问题。针对某中厚板厂矫直辊短期出现多次开裂、断裂等问题,以现场矫直辊取样材料为研究对象,通过拉伸试验、微观检测等方法对其失效机理进行分析,发现同一矫直材料在相邻位置表现出不同的材料力学性能。通过对不同断裂形态的矫直辊断口形貌进行观察和元素成分检测,得出氧化物、碳化物等杂质的存在是矫直辊断裂的主要原因。将拉伸试验获得的力学性能参数导入有限元模型中,研究矫直过程应力敏感区域对承载状态的影响,得出矫直辊材料力学性能的差异引起矫直辊的最大应力及变形量变化、进而增加矫直辊在服役过程中发生失效风险的结论。研究结果可为服役后矫直辊的矫直效率和力学性能的衰减提供研究思路,对矫直辊的断裂方式分析具有指导意义。 展开更多
关键词 矫直辊 断裂 屈服极限 有限元分析 力学性能
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基于神经网络的Mn收得率预测模型的建立与应用
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作者 赵立华 徐雍钊 +2 位作者 杨帅 薛超 包燕平 《钢铁研究学报》 北大核心 2025年第9期1162-1172,共11页
合金减量化是在保证不影响钢铁品质的前提下,通过优化合金成分、改进生产工艺降低合金用量。减少铁合金的加入不仅能够实现降本增效,还可节约铁合金资源,降低生产铁合金过程的碳排放。以HRB4Nb-8钢种的实际生产数据为研究对象,利用主成... 合金减量化是在保证不影响钢铁品质的前提下,通过优化合金成分、改进生产工艺降低合金用量。减少铁合金的加入不仅能够实现降本增效,还可节约铁合金资源,降低生产铁合金过程的碳排放。以HRB4Nb-8钢种的实际生产数据为研究对象,利用主成分分析法(PCA)进行数据降维,有效剔除变量之间的相互影响,最终确定13项工艺参数作为输入向量。采用麻雀搜索优化算法(SSA)优化Elman神经网络(ENN)构建了Mn元素收得率预测模型。PCA-SSA-ENN预测模型预测Mn元素收得率在±1%误差范围内命中率为86.67%,在±2%误差范围内命中率为96.67%。本模型在实际生产中得到了应用验证,结果表明,该模型能够提前精准预测收得率。根据本模型预测结果对合金进行添加,成品钢液的元素含量波动显著降低,每炉钢合金加入量平均减少60.3 kg。该企业每年生产7000炉钢,对其效果进行估算,可节约合金加入量413 t,每年合金化成本降低302.4万元,减少碳排放198.24 t。 展开更多
关键词 Mn元素收得率 神经网络预测 窄区间控制 合金减量化 成本控制
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Numerical study of influence of anisotropy on flanging earing based on Barlat six-component yield function
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作者 李大永 张少睿 +1 位作者 彭颖红 胡平 《中国有色金属学会会刊:英文版》 CSCD 2003年第2期412-416,共5页
The anisotropy of stamped sheet metal exerts evident effects on the formability. Barlat six component yield function was introduced into the elastoplastic finite element formulation based on the principle of virtual v... The anisotropy of stamped sheet metal exerts evident effects on the formability. Barlat six component yield function was introduced into the elastoplastic finite element formulation based on the principle of virtual velocity and the discrete Kirchhoff triangular element model. The flanging earing in cylindrical cup drawing process of circular sheet metal was numerically simulated. The influence of anisotropy on the forming process was studied. 展开更多
关键词 各向异性 翻边 耳子 数值分析 凸缘 生产能力 金属板
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Cause of Errors Associated with Application of Drucker-Prager Yield Criterion in MSC/NASTRAN Program
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作者 WANG Jin jun University of New South Wales, Sydney 2052, Australia 《Advances in Manufacturing》 2000年第1期11-13,共3页
When the Drucker Prager yield criterion is used, the MSC/NASTRAN program frequently predicts noticeable errors. The relevant part of NASTRAN Handbook was checked and some errors in the elasto plastics theory used in... When the Drucker Prager yield criterion is used, the MSC/NASTRAN program frequently predicts noticeable errors. The relevant part of NASTRAN Handbook was checked and some errors in the elasto plastics theory used in NASTRAN were detected in this paper. The procurement to prove these errors was verified by numerical calculation. 展开更多
关键词 Drucker Prager yield criterion NASTRAN finite element method
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基于机器学习的生物质热解炭产率预测的研究
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作者 黄章俊 徐呈辉 +2 位作者 陈杰 戴景超 田红 《林产化学与工业》 北大核心 2025年第6期31-41,共11页
采用反向传播神经网络(BPNN)、随机森林(RF)、支持向量机(SVM)和多元线性回归(MLR)4种模型建立了生物质热解炭的产率、工业分析及元素分析的预测模型,并利用均方根误差(XRMSE)评价了预测模型。4种模型总体预测能力强弱顺序为BPNN=RF>... 采用反向传播神经网络(BPNN)、随机森林(RF)、支持向量机(SVM)和多元线性回归(MLR)4种模型建立了生物质热解炭的产率、工业分析及元素分析的预测模型,并利用均方根误差(XRMSE)评价了预测模型。4种模型总体预测能力强弱顺序为BPNN=RF>SVM=MLR。采用遗传算法和贝叶斯优化算法对预测结果较好的模型进行了优化,并利用皮尔逊相关系数(PCC)、夏普利加性解释(SHAP)值、局部依赖性(PDP)分析对神经网络进行了量化,探讨了生物质原料特征、热解条件对热解炭产率及特性的影响。研究结果表明:遗传算法和贝叶斯优化算法均能提高预测模型的泛化能力。热解终温对热解炭产率的影响最为显著,两者|PCC|值达0.63。机器学习模型揭示,热解终温对热解炭产率的影响规律受原料挥发分含量调控。当挥发分含量较低时,热解炭产率随温度升高呈先增后减的趋势;而当挥发分含量较高时,产率则随温度升高持续降低。生物质中的C与H质量比较高时有利于C保留在热解炭中,生物质中的固定碳和H共同决定了热解炭中氧的最终保留量。 展开更多
关键词 生物质热解 热解炭产率 元素分析 工业分析 预测模型
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Yield criterions of metal plasticity in different stress states 被引量:1
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作者 Fengping YANG Qin SUN Wei HU 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2009年第2期123-130,共8页
Five types of tensile tests were conducted to study the yield .behavior of 2A12-T4 aluminum alloy. Parallel finite element models were built for each test and solved with ABAQUS with different yield criterions. The re... Five types of tensile tests were conducted to study the yield .behavior of 2A12-T4 aluminum alloy. Parallel finite element models were built for each test and solved with ABAQUS with different yield criterions. The result shows that any of the four criterions: von Mises yield criterion, Tresca criterion, Twin-Shear criterion and yon Mises criterion with hydrostatic pressure correction, overestimates the yield strengths of the specimens. Rather than hydrostatic pressure, Lode stress parameter is the key factor that affects the differences between experimental and simulation results. Based on this concept, a new yield model with Lode dependence modified from yon Mises criterion is postulated. Although one more parameter needs to be confirmed, the simulation results of this yield model are better than those of other criterions. 展开更多
关键词 yield strength Lode stress parameter Hydrostatic pressure Finite element method (FEM)
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煤层气井产出水微量元素地球化学特征、成因及开发意义——以黔西织金区块为例
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作者 郭晨 高俊喆 +7 位作者 秦勇 易同生 陈贞龙 袁航 王国玲 卢玲玲 李瑞腾 程曦 《煤炭学报》 北大核心 2025年第6期3000-3016,共17页
为深化煤系流体地球化学形成机理与煤层气富集高产机制,促进煤层气效益开发,基于黔西织金区块煤层气井产出水样品采集与微量元素地球化学测试,揭示产出水微量元素组成特征、差异分布与成因机制,探讨其地质意义以及对煤层气富集高产的指... 为深化煤系流体地球化学形成机理与煤层气富集高产机制,促进煤层气效益开发,基于黔西织金区块煤层气井产出水样品采集与微量元素地球化学测试,揭示产出水微量元素组成特征、差异分布与成因机制,探讨其地质意义以及对煤层气富集高产的指示意义。结果表明:织金区块煤层气井产出水较高的微量元素浓度是水与煤中无机矿物相互作用的结果,源于黔西煤中微量元素的赋存方式主要为无机态。微量元素溶出与沉淀为水-煤相互作用的2种机制,滞留条件下,易溶元素大量溶出,导致煤层水中微量元素浓度增加,以Li、Ga、Rb、Sr、Ba这5种特征微量元素为代表,溶出来源主要为黏土矿物。当水中微量元素浓度较高时,碱性水环境将促进可溶性元素的沉淀,反馈煤中微量元素变化。产出水微量元素浓度在不同含煤向斜之间差异显著,源于向斜间水动力条件的差异。产出水Li元素浓度与平均日产气量具有正相关性,特征微量元素浓度蛛网面积与平均日产水量具有负相关性,可指示地下水动力条件与产能潜力。珠藏向斜煤系水动力条件弱,产出水微量元素浓度高,加之构造改造弱,煤体结构相对完整,具有最佳的煤层气富集高产条件;阿弓向斜在保证排液能力的前提下也具有高产潜力,由以南东向缓倾翼为典型。研究成果从煤层气井产出水微量元素地球化学差异分布与成因机理的角度出发,为理解织金区块煤层气富集高产的区控性原因提供了新的思路,并为下一步开发部署提供了方向。 展开更多
关键词 煤层气井 产出水 微量元素 富集高产 水-煤作用
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Feasibility of a New Granular Rapid Release Elemental S Fertilizer in Preventing S Deficiency of Canola on a S-Deficient Soil
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作者 Sukhdev S. Malhi Cecil L. Vera Stewart A. Brandt 《Agricultural Sciences》 2014年第11期1025-1036,共12页
Our previous research has indicated that granular elemental S (ES) fertilizers are not effective in the year of application and also are not consistently as effective as sulphate-S in increasing seed yield of canola i... Our previous research has indicated that granular elemental S (ES) fertilizers are not effective in the year of application and also are not consistently as effective as sulphate-S in increasing seed yield of canola in subsequent years, especially when applied at seeding in spring, because of slow dispersion of elemental S particles from granules for subsequent oxidation of ES to sulphate-S. A field experiment was established in autumn 2010 to determine the relative effectiveness of a new rapid release elemental S (RRES, now called Vitasul) fertilizer, in comparison to sulphate-S fertilizer, with various combinations of application times and placement methods (applied at 20 kg&middotS&middotha-1) on seed yield, straw yield, oil and protein concentration in seed, N and S uptake, partial factor productivity (PFP—kg&middotseed&middotkg-1 applied N&middotha-1—blanket application of 120 kg&middotN&middotha-1), S use efficiency (SUE—increase in kg&middotseed&middotkg-1 applied S&middotha-1) and percent recovery of applied S in seed + straw (%) of canola in 2011, 2012 and 2013 growing seasons on a S-deficient Gray Luvisol loam soil at Star City, Saskatchewan. The 11 treatments included two granular S sources (RRES and potassium sulphate) and five application time/placement method combinations (broadcast in autumn and incorporated in spring, broadcast in spring pre-tillage [broadcast and incorporated], broadcast in spring pre-emergence, sideband in spring and seedrow-placed in spring), plus a zero-S control. There was a significant response of seed yield of canola to applied S in all 3 years, but the responses varied with S source and with application time-placement combinations in different years. Seed yield increased considerably with all sulphate-S treatments compared to the zero-S control, although seed yield tended to be slightly lower in some spring and/or autumn broadcast treatments than the other sulphate-S treatments. Compared to the zero-S control, seed yield also increased significantly with all RRES treatments, but the increase was greater with autumn applied RRES than the spring applied RRES in many cases. Autumn applied RRES produced only slightly lower seed yield but spring applied RRES produced much lower seed yield than the highest yielding spring applied sulphate-S treatments. In 2011, straw yields increased significantly with applied S in some S treatments, but there was no significant effect of S fertilization on straw yield in 2012 and 2013. Oil concentration in canola seed increased only with sulphate-S fertilizer treatments in 2011, and it increased with both sulphate-S and ES sources in 2012 and 2013. There was no effect of any S treatment on the protein concentration in canola seed. The response trends of total N uptake and PFP were usually similar to seed yield for both S sources, but total S uptake, SUE and % recovery of applied S were lower with RRES than sulphate-S in many/most cases. In conclusion, the findings suggested the potential of spring broadcast pre-emergence RRES or autumn broadcast RRES in preventing S deficiency in hybrid canola, although seed yields were still slightly lower than the ideal highest yielding spring broadcast/incorporated sulphate-S treatment. 展开更多
关键词 CANOLA elementAL S N UPTAKE Oil Protein Seed yield Sulphate-S S-Deficiency S UPTAKE
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不同部位当归种子产量构成及质量体现对不同类型营养元素的响应
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作者 何勇 武伟国 +2 位作者 王国祥 蔡子平 张翔 《时珍国医国药》 北大核心 2025年第1期144-153,共10页
目的探索不同部位当归种子的产量构成、产量体现及质量体现对不同类型营养元素的响应规律,为选育优质当归种质资源及其采种技术提供参考。方法设计L9(34)正交试验并于当归现蕾开花期组合喷施大量元素、微量元素、糖醇钙和氨基寡糖·... 目的探索不同部位当归种子的产量构成、产量体现及质量体现对不同类型营养元素的响应规律,为选育优质当归种质资源及其采种技术提供参考。方法设计L9(34)正交试验并于当归现蕾开花期组合喷施大量元素、微量元素、糖醇钙和氨基寡糖·激活蛋白,于采收期按枝穗部位分类采集4类种子,自然阴干后测定与产量构成、产量体现和质量体现有关的指标。以逻辑斯蒂方程为模型拟合不同部位当归种子的发芽进程,以四元二次方程为模型拟合单株产量与不同类型营养元素水平间的非线性关系。结果大量元素过量不利于提升侧枝种子的产量,氨基寡糖·激活蛋白适量有利于提升主枝种子及侧穗种子的产量;大量元素适量有利于提升主枝种子及主穗种子的质量,糖醇钙过量虽提高侧枝种子却降低主枝种子的质量,微量元素适量虽提高侧穗种子却降低主穗种子的质量,氨基寡糖·激活蛋白过量虽提高主穗种子却降低侧穗种子的质量;大量元素和微量元素倾向于促进侧枝种子的发芽进程,而糖醇钙和氨基寡糖·激活蛋白倾向于促进主枝种子的发芽进程。结论在1.59 g·L^(-1)大量元素,1.82 g·L^(-1)微量元素,1.51 g·L^(-1)糖醇钙和1.74 g·L^(-1)氨基寡糖·激活蛋白的最佳组合下,当归单株种子产量可达到17.88 g。 展开更多
关键词 营养元素 产量构成 产量体现 质量体现 发芽进程
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