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基于人工神经网络的预腐蚀铝合金疲劳性能预测 被引量:26
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作者 刘延利 钟群鹏 张峥 《航空学报》 EI CAS CSCD 北大核心 2001年第2期135-139,共5页
通过对 BP神经网络算法分析和收敛性改进 ,从获得的预腐蚀和疲劳试验数据中通过训练建立了LY1 2 CZ铝合金腐蚀性能和疲劳特性与预腐蚀温度和时间的映射模型 ,从而可预测铝合金在一定预腐蚀环境谱下的最大腐蚀深度和疲劳特性。神经网络... 通过对 BP神经网络算法分析和收敛性改进 ,从获得的预腐蚀和疲劳试验数据中通过训练建立了LY1 2 CZ铝合金腐蚀性能和疲劳特性与预腐蚀温度和时间的映射模型 ,从而可预测铝合金在一定预腐蚀环境谱下的最大腐蚀深度和疲劳特性。神经网络算法采用 BP算法 ,网络结构采用 2 -4 -2形式。结果表明 。 展开更多
关键词 预腐蚀铝合金 神经网络 细节疲劳额定强度 环境谱 疲劳性能预测
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子模型技术在塔尖结构疲劳性能预测中的应用 被引量:3
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作者 于佳田 聂春戈 +3 位作者 郝月 朱昊天 胡越 李闯 《机械工程师》 2018年第10期76-79,共4页
文中采用子模型技术对某型塔机的塔尖焊接结构进行疲劳性能预测。首先,建立精确的塔机整体有限元模型,并按实际工况添加边界条件;然后,创建关键位置的子模型;最后,在验证所设计的子模型可靠的基础上,通过雨流计数处理实测载荷谱,采用主... 文中采用子模型技术对某型塔机的塔尖焊接结构进行疲劳性能预测。首先,建立精确的塔机整体有限元模型,并按实际工况添加边界条件;然后,创建关键位置的子模型;最后,在验证所设计的子模型可靠的基础上,通过雨流计数处理实测载荷谱,采用主S-N曲线法及Miner损伤积累理论,完成对塔机关键焊接结构的焊缝疲劳性能预测,计算结果表明,该塔尖构架处焊缝的疲劳性能满足设计要求。子模型技术可快速完成大型焊接构件关键焊缝疲劳性能预测。 展开更多
关键词 塔机 子模型技术 雨流计数法 疲劳性能预测
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金属材料疲劳性能预测统一模型探索 被引量:18
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作者 张哲峰 刘睿 +2 位作者 张振军 田艳中 张鹏 《金属学报》 SCIE EI CAS CSCD 北大核心 2018年第11期1693-1704,共12页
金属材料的疲劳可分为高周疲劳与低周疲劳,通常分别以应力幅与应变幅作为损伤参量;疲劳性能评价标准在高周与低周疲劳交界处的断层导致抗疲劳材料设计与选择的困难。本文通过对纯Cu及Cu-Al系列合金高周、低周(含超低周)疲劳性能与微观... 金属材料的疲劳可分为高周疲劳与低周疲劳,通常分别以应力幅与应变幅作为损伤参量;疲劳性能评价标准在高周与低周疲劳交界处的断层导致抗疲劳材料设计与选择的困难。本文通过对纯Cu及Cu-Al系列合金高周、低周(含超低周)疲劳性能与微观损伤机制的系统研究,提出了统一高周与低周性能的三维疲劳性能预测模型,并由其关键参数进一步提出了基于能量的疲劳性能统一评价标准。该模型建立在应力幅-应变幅-疲劳寿命三维坐标系下,可通过投影的方式获得循环应力-应变(CSS)曲线、应力-寿命(S-N)曲线与应变-寿命(EN)曲线,模型函数在特定条件下也可转化为Basquin公式、Coffin-Manson公式与滞回能模型形式,从而在经典理论基础上为疲劳性能评价与优化问题提供了新的视角。 展开更多
关键词 金属材料 高周疲劳 低周疲劳 疲劳损伤参量 疲劳性能预测
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估算低温下金属材料应变疲劳寿命和疲劳极限的新方法 被引量:5
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作者 吕宝桐 郑修麟 《西北工业大学学报》 EI CAS CSCD 北大核心 1992年第3期294-302,共9页
本文建立了估算低温下金属材料应变疲劳寿命的新方法,并首次提出了金属疲劳极限的热激活模型。该模型可定量地解释温度和频率对疲劳极限的影响。研究结果表明,提出的应变疲劳公式可很好地拟合低温下金属材料应变疲劳寿命的实验结果;疲... 本文建立了估算低温下金属材料应变疲劳寿命的新方法,并首次提出了金属疲劳极限的热激活模型。该模型可定量地解释温度和频率对疲劳极限的影响。研究结果表明,提出的应变疲劳公式可很好地拟合低温下金属材料应变疲劳寿命的实验结果;疲劳极限可表示成非热激活分量σ_(ai)(ε_(apc))和热激活分量σ_a~*(T,ε_p)之和;σ_(ai)(ε_(apc))是与温度和频率(或应变速率)无关的材料常数;σ_a~*(T,ε_p)与流变应力的热激活分量近似相等。最后用文献中的实验数据对本文提出的低温下就应变疲劳寿命和疲劳极限的估算方法进行了验证。 展开更多
关键词 低温疲劳 应变疲劳 疲劳极限 疲劳性能预测
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差分隐私保护的随机森林算法及在钢材料上的应用 被引量:1
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作者 陈薛辉 冯燕 钱权 《工程科学学报》 EI CSCD 北大核心 2023年第7期1194-1204,共11页
基于数据驱动的材料信息学被认为是材料研发第四范式,可以极大降低新材料的研发成本,缩短研发周期.然而,数据驱动的方法在材料数据共享利用时,会增加材料研发中关键工艺等敏感信息的隐私泄露风险.因此,面向隐私保护的机器学习是材料信... 基于数据驱动的材料信息学被认为是材料研发第四范式,可以极大降低新材料的研发成本,缩短研发周期.然而,数据驱动的方法在材料数据共享利用时,会增加材料研发中关键工艺等敏感信息的隐私泄露风险.因此,面向隐私保护的机器学习是材料信息学中的关键问题.基于此,本文针对在材料信息学领域广泛使用的随机森林模型,提出了一种差分隐私保护的随机森林算法.算法将整体隐私预算分配到每棵树上,在建决策树过程中引入差分隐私的拉普拉斯机制和指数机制,即在决策树的分裂过程中采用指数机制随机选择分裂特征,同时采用拉普拉斯机制对节点数量添加噪声,实现对随机森林算法的差分隐私保护.本文结合钢材料疲劳性能预测实验,验证算法在数据分别采用集中式存储和分布式存储下的有效性.实验结果表明,在添加差分隐私保护后,各目标性能的预测决定系数R^(2)值均达到0.8以上,与普通随机森林的结果相差很小.另外,在数据分布式存储情况下,随着隐私预算的增加,各目标性能的预测R^(2)值随之增加.同时,随着最大树深度的增加,算法整体的预测精度先增加后降低,当最大树深度取5时,预测精度最好.综合看来,本文算法在实现随机森林的差分隐私保护前提下,仍能保持较高的预测精度,且数据在分散存储的分布式网络的环境中,可根据隐私预算等算法参数设置,实现隐私保护强度和预测精度的平衡,有广泛的应用前景. 展开更多
关键词 材料信息学 随机森林 隐私保护 差分隐私 疲劳性能预测
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Performance of Steel Structures under Fatigue Cyclic Loading
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作者 Nawir Rasidi Agoes Soehardjono MD Sri Murni Dewi 《Journal of Civil Engineering and Architecture》 2011年第3期265-272,共8页
A component or structure, which is designed to carry a single monotonically increasing application of static load, may fracture and fail if the same load or even smaller load is applied cyclically a large number of ti... A component or structure, which is designed to carry a single monotonically increasing application of static load, may fracture and fail if the same load or even smaller load is applied cyclically a large number of times. For example a thin rod bent back and forth beyond yielding fails after a few cycles of such repeated bending. The fatigue failure is due to progressive propagation of flaws in steel under cyclic loading. This is partially enhanced by the stress concentration at the tip of such flaw or crack. The presence of a hole in a plate or simply the presence of a notch in the plate has created stress concentrations at the center points. These stress concentrations may occur in the material due to some discontinuities in the material itself. At the time of static failure, the average stress across the entire cross section would be the yield stress. However when the load is repeatedly applied or the load fluctuates between tension and compression, the center points experience a higher range of stress reversal than the applied average stress. These fluctuations involving higher stress ranges, cause minute cracks at these points, which open up progressively and spread with each application of the cyclic load and ultimately lead to rupture. Fatigue failure can be defined as the number of cycles and hence time taken to reach a pre-defined or a threshold failure criterion. Low cycle fatigue could be classified as the failures occurring in few cycles to a few tens of thousands of cycles, normally under high stress/strain ranges. High cycle fatigue requires about several millions of cycles to initiate a failure. The type of cyclic stresses applied on structural systems and the terminologies used in fatigue resistant design are illustrated in this paper. The common form of presentation of fatigue data is by using the S-N curve, where the total cyclic stress (S) is plotted against the number of cycles to failure (N) in logarithmic scale. The point at which the S-N curve flattens off is called the "endurance limit". To carry out fatigue life predictions, a linear fatigue damage model is used in conjunction with the relevant S-N curve. 展开更多
关键词 FATIGUE cyclic loading S- N curve
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Damage assessment of a continuous beam bridge based on the strain mode
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作者 杜思义 《Journal of Chongqing University》 CAS 2003年第2期28-30,共3页
Based on the method of strain mode, damage identification of continuous beam bridges by comparing the variance of several curves of strain modes difference is studied. Three cases of numerical simulation demonstrate t... Based on the method of strain mode, damage identification of continuous beam bridges by comparing the variance of several curves of strain modes difference is studied. Three cases of numerical simulation demonstrate that the proposed method is applicable to detecting many a damage in a continuous beam bridge, which accurately identifies the damaged positions of the bridge, and detects the damage severity of an element by its according peak value of the curve of strain modes difference that is found to increase with the increasing damage severity. 展开更多
关键词 continuous beam bridge DAMAGE DETECT strain mode
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Mechanistic Classification of Cement Treated Base in Western Australia
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作者 Yang Sheng Yeo P. Jitsangiam H. Nikraz 《Journal of Civil Engineering and Architecture》 2012年第8期1076-1081,共6页
In the past decade alone, the BITRE has indicated an increase of 40% in road users, escalating demands for quality pavements to service tmprecedented traffic conditions. An abundance of crushed rocks are available in ... In the past decade alone, the BITRE has indicated an increase of 40% in road users, escalating demands for quality pavements to service tmprecedented traffic conditions. An abundance of crushed rocks are available in Western Australia but do not meet strength requirements for road construction. However, cement treatment of crushed rocks, forming Cement Treated Crushed Rocks (CTCR), improves the mechanical properties of the material, allowing wider application. In order to streamline the mix design of CTCR, the classification of its behaviour is pivotal. Austroad classifies cement treated pavement materials as either being modified or bound based on its Unconfined Compressive Strength (UCS) and performance attributes. Bound materials are def'med by its susceptibility to fatigue failure which, in the mechanistic-empirical design for flexible pavements, is dictated by the flexural modulus. However, in the study of damage mechanics, fatigue life is suggested to be an accumulation of micro-scale damage in lieu of dependency to ultimate stresses. Strain dependent damage functions are used phenomologically to explain the evolution of fatigue for various engineering materials. This paper therefore investigates a theoretical relationship between strain and fatigue life prediction supported by a laboratory investigation on the use of UCS for classification. This is achieved by providing regression analysis with strain parameters used in fatigue life prediction. The Indirect Tensile Strength (ITS) test is also employed to this end. It is observed that strain at onset of micro-cracking coalescence (ε30) is independent of test type undertaken and potentially capable of acting as a more superior blanket classification for cemented materials. 展开更多
关键词 Cement treated materials unconfined compressive strength FATIGUE
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