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基于模型输出敏感度分析的动态神经网络结构设计 被引量:11
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作者 韩红桂 李淼 乔俊飞 《电子学报》 EI CAS CSCD 北大核心 2010年第3期731-736,共6页
神经网络的性能由其训练算法和拓扑结构共同确定.为了解决设计网络结构的动态调整问题,论文给出了一种神经网络结构动态设计方法.以隐含层神经元输出的贡献对模型输出敏感度进行分析,从而调整神经网络结构,对贡献太小的神经元予以删除,... 神经网络的性能由其训练算法和拓扑结构共同确定.为了解决设计网络结构的动态调整问题,论文给出了一种神经网络结构动态设计方法.以隐含层神经元输出的贡献对模型输出敏感度进行分析,从而调整神经网络结构,对贡献太小的神经元予以删除,对贡献值太大的神经元利用最邻近法在其附近插入新的神经元.通过对非线性函数进行逼近和对非线性系统关键参数进行预测证明了该方法的有效性. 展开更多
关键词 神经网络 动态结构设计 模型输出敏感度分析
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径向基函数网络在变压边力反演中的应用
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作者 韩利芬 王卫平 黄旭其 《计算机应用》 CSCD 北大核心 2008年第2期494-498,共5页
变压边力策略是在冲压件成型中控制回弹的一种有效措施。综合运用径向基函数(RBF)神经网络和三维回弹模拟技术开展了由冲压件成形质量反求变压边力的研究,同时研究了径向基函数神经网络的动态结构设计问题,提出一种基于泛化的径向基函... 变压边力策略是在冲压件成型中控制回弹的一种有效措施。综合运用径向基函数(RBF)神经网络和三维回弹模拟技术开展了由冲压件成形质量反求变压边力的研究,同时研究了径向基函数神经网络的动态结构设计问题,提出一种基于泛化的径向基函数神经网络的动态结构设计方法DYNSDRBF,编制了相应的计算程序。DYNSDRBF方法在变压边力反演神经网络设计中的应用结果表明,运用该方法设计的神经网络具有较好的计算精度,可有效地提高冲压件的成形质量。 展开更多
关键词 径向基函数网络 动态结构设计 泛化能力 变压边力 反演
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Multi-degree-of-freedom coupling dynamic characteristic of TBM disc cutter under shock excitation 被引量:10
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作者 霍军周 孙晓龙 +2 位作者 李广庆 李涛 孙伟 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第9期3326-3337,共12页
When the tunneling boring machine(TBM) cutterhead tunnels, the excessive vibration and damage are a severe engineering problem, thereby the anti-vibration design is a key technology in the disc cutter system. The stru... When the tunneling boring machine(TBM) cutterhead tunnels, the excessive vibration and damage are a severe engineering problem, thereby the anti-vibration design is a key technology in the disc cutter system. The structure of disc cutter contains many joint interfaces among cutter ring, cutter body, bearings and cutter shaft. On account of the coupling for dynamic contact and the transfer path among joint interface, mechanical behavior of disc cutter becomes extremely complex under the impact of heavy-duty, which puts forward higher requirements for disc cutter design. A multi-degree-of-freedom coupling dynamic model, which contains a cutter ring, a cutter body, two bearings and cutter shaft, is established, considering the external stochastic excitations, bearing nonlinear contact force, multidirectional mutual coupling vibration, etc. Based on the parameters of an actual project and the strong impact external excitations, the modal properties and dynamic responses are analyzed, as well as the cutter shaft and bearings' loads and load transmission law are obtained. Numerical results indicate the maximum radial and axial cutter ring amplitudes of dynamic responses are 0.568 mm and 0.112 mm; the maximum radial and axial vibration velocities are 41.1 mm/s and 38.9 mm/s; the maximum radial and axial vibration accelerations are 94.7 m/s2 and 58.6 m/s2; the maximum swing angle and angular velocity of cutter ring are 0.007° and 0.0074 rad/s, respectively. Finally, the maximum load of bearing roller is 40.3 k N. The proposed research lays a foundation for structure optimization design of disc cutter and cutter base, as well as model selection, modification and fatigue life of the cutter bearing. 展开更多
关键词 tunneling boring machine(TBM) disc cutter system joint interface coupled nonlinearity dynamical characteristics
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Shape-sizing nested optimization of deployable structures using SQP 被引量:1
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作者 戴璐 关富玲 《Journal of Central South University》 SCIE EI CAS 2014年第7期2915-2920,共6页
The potential role of formal structural optimization was investigated for designing foldable and deployable structures in this work.Shape-sizing nested optimization is a challenging design problem.Shape,represented by... The potential role of formal structural optimization was investigated for designing foldable and deployable structures in this work.Shape-sizing nested optimization is a challenging design problem.Shape,represented by the lengths and relative angles of elements,is critical to achieving smooth deployment to a desired span,while the section profiles of each element must satisfy structural dynamic performances in each deploying state.Dynamic characteristics of deployable structures in the initial state,the final state and also the middle deploying states are all crucial to the structural dynamic performances.The shape was represented by the nodal coordinates and the profiles of cross sections were represented by the diameters and thicknesses.SQP(sequential quadratic programming) method was used to explore the design space and identify the minimum mass solutions that satisfy kinematic and structural dynamic constraints.The optimization model and methodology were tested on the case-study of a deployable pantograph.This strategy can be easily extended to design a wide range of deployable structures,including deployable antenna structures,foldable solar sails,expandable bridges and retractable gymnasium roofs. 展开更多
关键词 deployable structures OPTIMIZATION minimum mass dynamic constraints SQP(sequential quadratic programming) algorithm
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