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基于改进SSA-GA-BP神经网络的热连轧轧制力预测 被引量:7
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作者 胡啸 薛霖 +3 位作者 景洁 王晓军 李怡宏 姬亚锋 《塑性工程学报》 CAS CSCD 北大核心 2023年第8期122-129,共8页
针对热连轧过程传统轧制力模型不能准确反映实际轧制力的问题,提出了群智能优化算法优化机器学习的热连轧轧制力预测模型。以某热连轧生产线数据为基础,利用随机森林算法进行输入特征的重要性排序,选取重要度较大的参数作为BP神经网络... 针对热连轧过程传统轧制力模型不能准确反映实际轧制力的问题,提出了群智能优化算法优化机器学习的热连轧轧制力预测模型。以某热连轧生产线数据为基础,利用随机森林算法进行输入特征的重要性排序,选取重要度较大的参数作为BP神经网络的输入参数,并采用Pauta法则对原始轧制数据进行预处理,基于GA-BP模型建立了精度良好的轧制力预测模型,并采用改进的麻雀搜索算法对GA-BP模型进行了二次优化。将建立的改进SSA-GA-BP模型与传统轧制力模型、BP神经网络模型以及未二次优化的GA-BP模型进行对比。结果表明,改进的SSA-GA-BP模型较其他模型具有较高的预测精度和良好的泛化能力。 展开更多
关键词 改进SSA 重要性排序 GA-BP神经网络 二次优化 轧制力预测模型
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虚拟钻骨手术仿真力反馈交互实现研究现状 被引量:4
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作者 黄永辉 潘显纬 +3 位作者 林艳萍 陈华江 张颖 袁文 《上海交通大学学报(医学版)》 CSCD 北大核心 2017年第5期699-703,共5页
虚拟现实技术和力反馈技术是新型的人机交互技术。由这2种技术结合而成的虚拟手术仿真训练系统为骨科手术训练提供了新的方法,可以提高年轻骨科医生的训练效率,从而减少培训费用和缩短成长周期。近年来,虚拟钻骨手术仿真技术被广泛地研... 虚拟现实技术和力反馈技术是新型的人机交互技术。由这2种技术结合而成的虚拟手术仿真训练系统为骨科手术训练提供了新的方法,可以提高年轻骨科医生的训练效率,从而减少培训费用和缩短成长周期。近年来,虚拟钻骨手术仿真技术被广泛地研究并且得到了初步的运用。该文对现有的虚拟钻骨手术中视触觉交互技术的研究现状进行了梳理、分类和总结,主要对骨组织建模、钻骨力预测模型和力触觉模拟3个重点技术进行了详细论述,并分析了现存方法的优缺点,展望了虚拟钻骨仿真手术中相关技术的未来发展趋势。 展开更多
关键词 虚拟手术仿真 骨组织建模 力预测模型 触觉模拟
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Fatigue Crack Growth Behavior of High-strength Steel for Ships
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作者 LEI Yin−hui WANG Ke +3 位作者 ZHANG Ruo−nan LI Yong−zheng QIN Chuang WEI Peng−yu 《船舶力学》 北大核心 2025年第6期952-963,共12页
As a typical steel,the fatigue of marine high-strength steels has been emphasized by scholars.In this paper,the fatigue performance and crack growth mechanism of a high-strength steel for ships are investigated by exp... As a typical steel,the fatigue of marine high-strength steels has been emphasized by scholars.In this paper,the fatigue performance and crack growth mechanism of a high-strength steel for ships are investigated by experimental methods.First,the fatigue threshold test and fatigue crack growth rate test of this high-strength steel under different stress ratios were carried out.The influence of stress ratio on the fatigue properties of this steel was analyzed.Secondly,scanning electron microscope was used to analyze the crack growth specimen section of this steel.The crack growth and failure mechanism of this steel were revealed.Finally,based on the above research results,the stress ratio effect of high-strength steel was investigated from the perspectives of crack closure and driving force.Considering the fatigue behavior in the near-threshold stage and the destabilization stage,a fatigue crack growth behavior prediction model of highstrength steel was established.The accuracy of the model was verified by test data.Moreover,the applicability of the modified model to various materials and its excellent predictive ability were verified through comparison with literature data and existing models. 展开更多
关键词 high-strength steel fatigue test load ratio effect dual-parameter-driving force prediction model
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骨组织钻削过程有限元模拟研究进展 被引量:3
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作者 王振寰 黄永辉 +3 位作者 林艳萍 陈华江 张颖 袁文 《上海交通大学学报(医学版)》 CAS CSCD 北大核心 2018年第5期561-564,共4页
近年来,基于力反馈的虚拟手术训练系统以安全、高效、灵活的优势,为年轻医师提高手术技能提供了全新的训练方式。其中,精确的钻骨力和逼真的操作手感是虚拟手术训练的关键,骨组织钻削过程的精确仿真依赖于建立精确的钻骨力预测模型。借... 近年来,基于力反馈的虚拟手术训练系统以安全、高效、灵活的优势,为年轻医师提高手术技能提供了全新的训练方式。其中,精确的钻骨力和逼真的操作手感是虚拟手术训练的关键,骨组织钻削过程的精确仿真依赖于建立精确的钻骨力预测模型。借助有限元技术建立力预测模型是虚拟训练系统开发中的关键部分。文章从骨模型重建、材料模型、网格模型、钻骨力预测4个方面梳理了骨组织钻削过程有限元模拟方面的研究现状,主要对骨组织材料模型的构建进行了详细论述,对几种重要模型加以总结,为该研究领域常用的模型提供相对完整的认识,以建立更加精确的钻骨操作力预测模型。 展开更多
关键词 虚拟手术训练系统 力预测模型 有限元模拟 骨组织钻削
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A new mathematical model for predicting flow stress of X70HD under hot deformation 被引量:2
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作者 王健 王小巩 +2 位作者 杨海涛 余超 肖宏 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第6期2052-2059,共8页
To realize numerical simulation of rolling and obtain the hot forming process parameters for X70 HD steel, the flow stress behaviors of X70 HD steel were investigated under different temperatures(820-1100 ℃ and stra... To realize numerical simulation of rolling and obtain the hot forming process parameters for X70 HD steel, the flow stress behaviors of X70 HD steel were investigated under different temperatures(820-1100 ℃ and strain rates(0.01-10 s-1) on a Gleeble-3500 thermo-simulation machine. A new flow stress model was established. The linear and exponential relationship methods were applied to the parameters with respect to temperature and deformation rates. The rise of curve ends under certain conditions was analyzed. The flow stress of X70 HD steel predicted by the proposed model agrees well with the experimental results. So, it greatly improves the precision of the metal thermoplastic processing through finite element method and practical application of engineering. 展开更多
关键词 flow stress dynamic recovery dynamic reerystallization Z parameter
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Effect of double ageing on performance and establishment of prediction model for 6005 aluminum alloy 被引量:2
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作者 WANG Xu-cheng HUANG Yuan-chun +2 位作者 ZHANG Li-hua ZHANG Yun HUANG Shi-ta 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第3期973-985,共13页
In the present investigation, the relation of pre-ageing temperature and pre-ageing time to mechanical properties was studied, and a model was established to predict the mechanical properties of AA6005 Al alloy. Compa... In the present investigation, the relation of pre-ageing temperature and pre-ageing time to mechanical properties was studied, and a model was established to predict the mechanical properties of AA6005 Al alloy. Compared with the experimental results, the deviation of the proposed model was limited to 8.1%, which showed reasonable accuracy of forecasting. It was found that the performance of AA6005 alloy was better at higher pre-ageing temperature with shorter pre-ageing time than that at T6 temper. The microstructure of the alloy was observed by transmission electron microscopy, and the results showed that high dislocation density and precipitate density existed at 160 ℃ and 200 ℃ pre-ageing, which were in good agreement with the model. 展开更多
关键词 Al alloy heat treatment MODEL mechanical performance strengthening mechanism
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Elastodynamic modeling and joint reaction prediction for 3-PRS PKM 被引量:4
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作者 张俊 赵艳芹 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第8期2971-2979,共9页
To gain a thorough understanding of the load state of parallel kinematic machines(PKMs), a methodology of elastodynamic modeling and joint reaction prediction is proposed. For this purpose, a Sprint Z3 model is used a... To gain a thorough understanding of the load state of parallel kinematic machines(PKMs), a methodology of elastodynamic modeling and joint reaction prediction is proposed. For this purpose, a Sprint Z3 model is used as a case study to illustrate the process of joint reaction analysis. The substructure synthesis method is applied to deriving an analytical elastodynamic model for the 3-PRS PKM device, in which the compliances of limbs and joints are considered. Each limb assembly is modeled as a spatial beam with non-uniform cross-section supported by lumped virtual springs at the centers of revolute and spherical joints. By introducing the deformation compatibility conditions between the limbs and the platform, the governing equations of motion of the system are obtained. After degenerating the governing equations into quasi-static equations, the effects of the gravity on system deflections and joint reactions are investigated with the purpose of providing useful information for the kinematic calibration and component strength calculations as well as structural optimizations of the 3-PRS PKM module. The simulation results indicate that the elastic deformation of the moving platform in the direction of gravity caused by gravity is quite large and cannot be ignored. Meanwhile, the distributions of joint reactions are axisymmetric and position-dependent. It is worthy to note that the proposed elastodynamic modeling method combines the benefits of accuracy of finite element method and concision of analytical method so that it can be used to predict the stiffness characteristics and joint reactions of a PKM throughout its entire workspace in a quick and accurate manner. Moreover, the present model can also be easily applied to evaluating the overall rigidity performance as well as statics of other PKMs with high efficiency after minor modifications. 展开更多
关键词 parallelkinematic machine (PKM) 3-PRS PKM Sprint Z3 head elastodynamic modeling joint reaction
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Determination of ultimate bearing capacity of uplift piles using intact and non-intact load−displacement curve 被引量:7
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作者 WANG Qin-ke MAJian-lin +2 位作者 JI Yu-kun ZHANG Jian CHEN Wen-long 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第2期470-485,共16页
Based on the field destructive test of six rock-socketed piles with shallow overburden,three prediction models are used to quantitatively analyze and predict the intact load−displacement curve.The predicted values of ... Based on the field destructive test of six rock-socketed piles with shallow overburden,three prediction models are used to quantitatively analyze and predict the intact load−displacement curve.The predicted values of ultimate uplift capacity were further determined by four methods(displacement controlling method(DCM),reduction coefficient method(RCM),maximum curvature method(MCM),and critical stiffness method(CSM))and compared with the measured value.Through the analysis of the relationship between the change rate of pullout stiffness and displacement,a method used to determine the ultimate uplift capacity via non-intact load−displacement curve was proposed.The results show that the predicted value determined by DCM is more conservative,while the predicted value determined by MCM is larger than the measured value.This suggests that RCM and CSM in engineering applications can be preferentially applied.Moreover,the development law of the change rate of pullout stiffness with displacement agrees well with the attenuation form of power function.The theoretical predicted results of ultimate uplift capacity based on the change rate of pullout stiffness will not be affected by the integrity of the curve.The method is simple and applicable for the piles that are not loaded to failure state,and thus provides new insights into ultimate uplift capacity determination of test piles. 展开更多
关键词 load−displacement curve prediction model determination method of bearing capacity change rate of pullout stiffness
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Modeling hot strip rolling process under framework of generalized additive model 被引量:3
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作者 LI Wei-gang YANG Wei +2 位作者 ZHAO Yun-tao YAN Bao-kang LIU Xiang-hua 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第9期2379-2392,共14页
This research develops a new mathematical modeling method by combining industrial big data and process mechanism analysis under the framework of generalized additive models(GAM)to generate a practical model with gener... This research develops a new mathematical modeling method by combining industrial big data and process mechanism analysis under the framework of generalized additive models(GAM)to generate a practical model with generalization and precision.Specifically,the proposed modeling method includes the following steps.Firstly,the influence factors are screened using mechanism knowledge and data-mining methods.Secondly,the unary GAM without interactions including cleaning the data,building the sub-models,and verifying the sub-models.Subsequently,the interactions between the various factors are explored,and the binary GAM with interactions is constructed.The relationships among the sub-models are analyzed,and the integrated model is built.Finally,based on the proposed modeling method,two prediction models of mechanical property and deformation resistance for hot-rolled strips are established.Industrial actual data verification demonstrates that the new models have good prediction precision,and the mean absolute percentage errors of tensile strength,yield strength and deformation resistance are 2.54%,3.34%and 6.53%,respectively.And experimental results suggest that the proposed method offers a new approach to industrial process modeling. 展开更多
关键词 industrial big data generalized additive model mechanical property prediction deformation resistance prediction
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A mechanical system to predict wet grip potential of pavements
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作者 陈先华 B.Steinauer A.Ueckermann 《Journal of Central South University》 SCIE EI CAS 2011年第5期1750-1756,共7页
A precise friction model is essential for the prediction of tyre wet grip performance and optimization of pavement surface texture design.A mechanical system for predicting the wet grip potential of asphalt pavement w... A precise friction model is essential for the prediction of tyre wet grip performance and optimization of pavement surface texture design.A mechanical system for predicting the wet grip potential of asphalt pavement was systematically presented using an extended rubber material model by a time step integration scheme.This analytical approach was transferred to a 2D numerical multi-body system consisting of interconnected masses,coupling spring and elementary rubber element of a generalized Maxwell model of rubber tyre tread.The system consists of two basic modules with the same program structure and algorithm,considering the frequency-,temperature-,and strain-dependency behaviors of the complex dynamic modulus of rubber element.The dependence of penetration depth and friction coefficient on the velocity was simulated and validated.It can be concluded that this system can be used for predicting the wet grip potential of asphalt pavements. 展开更多
关键词 wet grip rubber tyre rim penetration depth friction coefficient dynamic model
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Prediction model of residual stress field in aluminum alloy plate 被引量:2
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作者 龚海 吴运新 廖凯 《Journal of Central South University》 SCIE EI CAS 2011年第2期285-289,共5页
Residual stress distributions in 7075 aluminum alloy thick plates with different thicknesses and different quenching speeds were measured. A shape function of stress distribution was proposed based on the internal str... Residual stress distributions in 7075 aluminum alloy thick plates with different thicknesses and different quenching speeds were measured. A shape function of stress distribution was proposed based on the internal stress distribution characteristics of aluminum alloy. Using nonlinear regression technology,the function between stress value of key points on internal stress curve and surface stress of the plate was obtained. Based on the measured surface stress,stress value of key points and stress distribution shape,the internal stress distribution can be reconstructed. The experiments show that the model is of good engineering practicality. 展开更多
关键词 aluminum alloy residual stress thick plate surface stress prediction model
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