孪生支持向量回归机(Twin Support Vector Regression,TSVR)的数学模型是求解一对约束优化问题,如何将约束优化问题转化为无约束优化问题进行求解是一个难题.在TSVR约束优化模型的基础上,依据最优化理论提出TSVR的无约束优化问题.然而,...孪生支持向量回归机(Twin Support Vector Regression,TSVR)的数学模型是求解一对约束优化问题,如何将约束优化问题转化为无约束优化问题进行求解是一个难题.在TSVR约束优化模型的基础上,依据最优化理论提出TSVR的无约束优化问题.然而,无约束优化问题的目标函数有可能不可微,为解决这个问题,引入极大熵函数,确保优化问题都是可微的.标准的极大熵函数法有可能发生数值溢出,所以对极大熵函数法进行了改进,提出自适应调节极大熵函数法来逼近TSVR的不可微项,并提出基于自适应调节极大熵函数法的TSVR学习算法.实验结果表明,和其他回归方法相比,所提算法不仅能够提高回归精度,而且效率得到了较大的提高.展开更多
The maximum work principle of Bishop-Hill was developed to analyze the axisymmetric co-deformation in face-centered cubic crystals (f.c.c.) for twinning on {111} 112 and slip on {111} 110 systems. The influence of ξ ...The maximum work principle of Bishop-Hill was developed to analyze the axisymmetric co-deformation in face-centered cubic crystals (f.c.c.) for twinning on {111} 112 and slip on {111} 110 systems. The influence of ξ , the ratio of critical re- solved shear stress for twinning to slip, on the yield stress states and corresponding active slip or/and twinning systems for orientations in the standard stereographic triangle of cubic crystal was investigated systematically. The Taylor factors and the anisotropy of yield strength for three important orientations [100], [110] and [111] in orientation space were analyzed. It is found that the yield strength asymmetry for the case of axisymmetric de- formation of tension and compression can be explained based on the microscopic theory of crystal plasticity. The concept of orientation factor for twinning ability was proposed and the deformation mechanism map in the orientation space was established for the case of axisymmetric deformation. The deformation texture formation and development of f.c.c. crystals with low stacking fault energy for axisymmetric tension can be explained qualita- tively on the basis of analyzed results.展开更多
文摘孪生支持向量回归机(Twin Support Vector Regression,TSVR)的数学模型是求解一对约束优化问题,如何将约束优化问题转化为无约束优化问题进行求解是一个难题.在TSVR约束优化模型的基础上,依据最优化理论提出TSVR的无约束优化问题.然而,无约束优化问题的目标函数有可能不可微,为解决这个问题,引入极大熵函数,确保优化问题都是可微的.标准的极大熵函数法有可能发生数值溢出,所以对极大熵函数法进行了改进,提出自适应调节极大熵函数法来逼近TSVR的不可微项,并提出基于自适应调节极大熵函数法的TSVR学习算法.实验结果表明,和其他回归方法相比,所提算法不仅能够提高回归精度,而且效率得到了较大的提高.
基金supported by the National Natural Science Foundation of China(Grant Nos.50301016 and 59971067)the China Postdoctoral Science Foundation(Grant No.2005037003).
文摘The maximum work principle of Bishop-Hill was developed to analyze the axisymmetric co-deformation in face-centered cubic crystals (f.c.c.) for twinning on {111} 112 and slip on {111} 110 systems. The influence of ξ , the ratio of critical re- solved shear stress for twinning to slip, on the yield stress states and corresponding active slip or/and twinning systems for orientations in the standard stereographic triangle of cubic crystal was investigated systematically. The Taylor factors and the anisotropy of yield strength for three important orientations [100], [110] and [111] in orientation space were analyzed. It is found that the yield strength asymmetry for the case of axisymmetric de- formation of tension and compression can be explained based on the microscopic theory of crystal plasticity. The concept of orientation factor for twinning ability was proposed and the deformation mechanism map in the orientation space was established for the case of axisymmetric deformation. The deformation texture formation and development of f.c.c. crystals with low stacking fault energy for axisymmetric tension can be explained qualita- tively on the basis of analyzed results.
