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使用遗传算法增强GH4169高温合金BP-ANN本构模型的预测稳定性 被引量:2
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作者 郑德宇 夏玉峰 +1 位作者 滕海灏 余盈燕 《Journal of Central South University》 SCIE EI CAS CSCD 2024年第3期693-708,共16页
为了更好地描述GH4169高温合金的塑性流动行为,利用Gleeble 1500热模拟试验机进行了不同变形温度和应变速率下的GH4169高温合金等温热压缩试验。基于真实应力-应变数据建立了GH4169高温合金反向传播人工神经网络(BP-ANN)本构模型,并进... 为了更好地描述GH4169高温合金的塑性流动行为,利用Gleeble 1500热模拟试验机进行了不同变形温度和应变速率下的GH4169高温合金等温热压缩试验。基于真实应力-应变数据建立了GH4169高温合金反向传播人工神经网络(BP-ANN)本构模型,并进一步考察了本构模型的预测稳定性与模型参数之间的关系。预测结果发现,GH4169高温合金BP-ANN本构模型的输出对模型参数具有很强的依赖性。针对这一问题,本研究采用遗传算法(GA)优化BP-ANN本构模型的方法,建立GA-BP-ANN集成本构模型。优化后的结果表明,GH4169高温合金的GA-BP-ANN集成本构模型大幅增强了BP-ANN本构模型的预测稳定性,提升了BP-ANN本构模型的泛化能力。 展开更多
关键词 GH4169高温合金 应力-应变 反向传播 人工神经网络 遗传算法
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Mechanical behavior of deep sandstone under high stress-seepage coupling 被引量:3
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作者 ZHANG Jun-wen SONG Zhi-xiang WANG Shan-yong 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第10期3190-3206,共17页
The mechanical behavior evolution characteristics of sandstone are important to the application and practice of rock engineering.Therefore,a new method and concept of deep rock mechanics testing are proposed to reveal... The mechanical behavior evolution characteristics of sandstone are important to the application and practice of rock engineering.Therefore,a new method and concept of deep rock mechanics testing are proposed to reveal the mechanical behavior evolution mechanism of deep roadway surrounding rock after excavation with a depth over 1000 m.High stress-seepage coupling experiments of deep sandstone under various confining pressures are conducted using GCTS.Stress−strain and permeability curves are obtained.The three-stage mechanical behavior of deep sandstone is better characterized.A platform and secondary compaction phenomena are observed.With the confining pressure increasing,the platform length gradually decreases,even disappears.In the stade I,the rigid effect of deep sandstone is remarkable.In the stage II,radial deformation of deep sandstone dominates.The transient strain of confining pressure compliance is defined,which shows three-stage evolution characteristics.In the stage III,the radial deformation is greater than the axial deformation in the pre-peak stage,but the opposite trend is observed in the post-peak stage.It is found that the dynamic permeability can be more accurately characterized by the radial strain.The relations between the permeability and stress−strain curves in various stages are revealed. 展开更多
关键词 deep effect stressstrain platform confining pressure effect stress-seepage PERMEABILITY
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Damage-constitutive model for seawater coral concrete using different stirrup confinements subjected to axial loading
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作者 Jiasheng JIANG Haifeng YANG +1 位作者 Zhiheng DENG Yu ZHANG 《Frontiers of Structural and Civil Engineering》 SCIE EI CSCD 2023年第3期429-447,共19页
Recently,the application of detrital coral as an alternative to natural aggregates in marine structures has attracted increased attention.In this study,research on the compressive performance of coral aggregate concre... Recently,the application of detrital coral as an alternative to natural aggregates in marine structures has attracted increased attention.In this study,research on the compressive performance of coral aggregate concrete(CAC)confined using steel stirrups with anti-rust treatment was experimentally conducted.A total of 45 specimens were cast,including 9 specimens without stirrups and under different strength grades(C20,C30,and C40)and 36 specimens under different strength grades(C20,C30,and C40).Moreover,three stirrup levels(rectangular,diamond-shaped compound,and spiral stirrups)and different stirrup spacings(40,50,60,and 70 mm)were used.Subsequently,the stress−strain curves of specimens subjected to axial loading were measured.The effects of the stirrup spacing and stirrup configurations on the stress and strain were investigated,respectively,and the lateral effective stress of the different stirrups was calculated based on the cohesive-elastic ring model and modified elastic beam theory.Moreover,a damageconstitutive model of CAC considering the lateral stress was set up based on damage mechanics theory.The results indicated an increase in the stress and strain with a decrease in the stirrup spacing,and the adopted stirrup ratio had a better strengthening effect than the different concrete grades,and the variation in the deformation was restricted by the performance of coral coarse aggregate(CA).However,an increment in the lateral strain was observed with an increase in the axial strain.The lateral stress model showed a good agreement with the experimental data,and the proposed damageconstitutive model had a good correlation with the measured stress−strain curves. 展开更多
关键词 coral aggregate concrete stressstrain curves lateral effective stress peak stress axiallateral curves damage-constitutive model
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A new modeling approach for stress-strain relationship taking into account strain hardening and stored energy by compacted graphite iron evolution
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作者 Jiahui NIU Chuanzhen HUANG +5 位作者 Zhenyu SHI Hanlian LIU Zhengyi TANG Binghao LI Zhen CHEN Guoyan JIANG 《Frontiers of Mechanical Engineering》 SCIE CSCD 2023年第4期195-209,共15页
Compacted graphite iron(CGI)is considered to be an ideal diesel engine material with excellent physical and mechanical properties,which meet the requirements of energy conservation and emission reduction.However,knowl... Compacted graphite iron(CGI)is considered to be an ideal diesel engine material with excellent physical and mechanical properties,which meet the requirements of energy conservation and emission reduction.However,knowledge of the microstructure evolution of CGI and its impact on flow stress remains limited.In this study,a new modeling approach for the stress–strain relationship is proposed by considering the strain hardening effect and stored energy caused by the microstructure evolution of CGI.The effects of strain,strain rate,and deformation temperature on the microstructure of CGI during compression deformation are examined,including the evolution of graphite morphology and the microstructure of the pearlite matrix.The roundness and fractal dimension of graphite particles under different deformation conditions are measured.Combined with finite element simulation models,the influence of graphite particles on the flow stress of CGI is determined.The distributions of grain boundary and geometrically necessary dislocations(GNDs)density in the pearlite matrix of CGI under different strains,strain rates,and deformation temperatures are analyzed by electron backscatter diffraction technology,and the stored energy under each deformation condition is calculated.Results show that the proportion and amount of low-angle grain boundaries and the average GNDs density increase with the increase of strain and strain rate and decreased first and then increased with an increase in deformation temperature.The increase in strain and strain rate and the decrease in deformation temperature contribute to the accumulation of stored energy,which show similar variation trends to those of GNDs density.The parameters in the stress–strain relationship model are solved according to the stored energy under different deformation conditions.The consistency between the predicted results from the proposed stress–strain relationship and the experimental results shows that the evolution of stored energy can accurately predict the stress–st 展开更多
关键词 stressstrain relationship microstructure evolution stored energy strain hardening graphite morphology
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GH141镍基高温合金的热变形行为和组织演变 被引量:4
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作者 刘志凌 任帅 +8 位作者 刘伟 王清 杨家典 王攀智 周鑫 黄海亮 张尚洲 江亮 张华 《中国有色金属学报》 EI CAS CSCD 北大核心 2023年第8期2577-2592,共16页
通过热压缩实验研究了GH141镍基高温合金在变形温度为1040~1160℃、应变速率为0.01~10 s^(-1)条件下的热变形行为和组织演变,分析变形温度和应变速率对流变行为的影响,对流变应力进行摩擦、温度和应变修正补偿,用修正后的流变应力构建... 通过热压缩实验研究了GH141镍基高温合金在变形温度为1040~1160℃、应变速率为0.01~10 s^(-1)条件下的热变形行为和组织演变,分析变形温度和应变速率对流变行为的影响,对流变应力进行摩擦、温度和应变修正补偿,用修正后的流变应力构建更加精准的本构方程并绘制热加工图,分析不同热加工区的微观组织演变以验证得到的最优热加工区。结果表明:压缩流变应力对变形温度和应变速率较为敏感,综合摩擦、温度变化和应变补偿修正的本构方程能较好地预测不同变形条件下的热压缩流变应力,结合热加工图及不同热加工区域内的微观组织演变确定最优热加工区为变形温度1130~1145℃、应变速率为0.1~5 s^(-1),此区域内动态再结晶完全,晶粒内部几乎不存在畸变,晶粒组织为等轴晶,且较均匀。 展开更多
关键词 GH141镍基高温合金 热变形行为 组织演变 真应力应变曲线修正 热加工图
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珊瑚骨料种类和混杂纤维对珊瑚混凝土强度与断裂性能的影响
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作者 王振波 刘伟康 +3 位作者 左建平 韩宇栋 李鹏飞 郝如升 《Journal of Central South University》 SCIE EI CAS CSCD 2024年第5期1592-1607,共16页
海水珊瑚骨料混凝土(SCAC)由珊瑚礁砂石、海水等海洋地域性原材料与胶凝材料混合制备而成,在海洋国家的国防和基础设施建设中展现出缩短工期、降低成本、减少能源消耗的优势。但SCAC性脆易裂,珊瑚骨料的制约作用随着混凝土强度等级的提... 海水珊瑚骨料混凝土(SCAC)由珊瑚礁砂石、海水等海洋地域性原材料与胶凝材料混合制备而成,在海洋国家的国防和基础设施建设中展现出缩短工期、降低成本、减少能源消耗的优势。但SCAC性脆易裂,珊瑚骨料的制约作用随着混凝土强度等级的提高而更加显著。本文探究了两种不同类型的珊瑚骨料对SCAC性能的影响,并将柔性的聚乙烯醇(PVA)纤维和刚性的钢纤维混杂,以期提升SCAC的强度、韧性与断裂性能。结果表明,含低强珊瑚骨料的SCAC抗压强度比含高强珊瑚骨料的SCAC抗压强度降低了30.8%(从55.6降至38.5 MPa),掺入纤维可以在一定程度上缓解骨料自身缺陷对SCAC强度的影响。此外,提出了一种新的本构模型来描述SCAC的应力-变形关系,模型预测结果与试验数据吻合较好。相比于不掺纤维的对照组,掺入0.1%、0.2%和0.3%PVA纤维的SCAC的断裂能分别提高了10%、49%和88%。在纤维用量相同时,混杂纤维组的断裂能比单掺纤维组高46%。 展开更多
关键词 海水珊瑚骨料混凝土 混杂纤维 珊瑚骨料 强度 应力-应变曲线 断裂性能
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单轴对称十字型钢混凝土柱轴压荷载-变形曲线理论模型及其试验验证 被引量:1
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作者 余吉鹏 周天华 +1 位作者 李亚鹏 张钰 《中南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2021年第5期1621-1633,共13页
为建立单轴对称十字型钢混凝土柱(SRCC-MCS)轴压荷载-变形曲线理论模型,根据箍筋和型钢的约束范围,划分SRCC-MCS截面约束区,借鉴Mander约束混凝土应力-应变关系,建立各约束区混凝土本构模型,基于静力平衡及变形协调,得到SRCC-MCS轴压荷... 为建立单轴对称十字型钢混凝土柱(SRCC-MCS)轴压荷载-变形曲线理论模型,根据箍筋和型钢的约束范围,划分SRCC-MCS截面约束区,借鉴Mander约束混凝土应力-应变关系,建立各约束区混凝土本构模型,基于静力平衡及变形协调,得到SRCC-MCS轴压荷载-变形曲线理论模型和简化模型。对1个十字型钢混凝土柱(SRCC-CS)试件及8个SRCC-MCS试件进行轴心受压试验,从试件破坏模式、荷载-应变曲线和荷载-变形曲线等方面揭示SRCC-MCS轴压受力机理。研究结果表明:SRCC-MCS试件破坏不均匀,偏心H型钢对侧混凝土压溃剥落较为严重;十字型钢偏心率和箍筋间距提高对SRCC-MCS轴压性能产生不利影响;混凝土立方体抗压强度上升,SRCC-MCS轴压承载力上升,变形能力下降;配钢率增加,SRCC-MCS轴压承载力和变形能力上升;采用理论模型和简化模型计算的荷载-变形曲线与试验曲线吻合较好。 展开更多
关键词 型钢混凝土柱 约束机制 非对称型钢 应力-应变模型 试验验证
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