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基于ACE法和模拟退火算法的土层等效参数反演
引用本文:曹净,李豪.基于ACE法和模拟退火算法的土层等效参数反演[J].工业安全与环保,2021,47(4):10-14,30.
作者姓名:曹净  李豪
作者单位:昆明理工大学建筑工程学院 昆明650500
基金项目:国家自然科学基金地区科学基金(41967035)。
摘    要:提出了一种基于ACE法和模拟退火算法的土层参数反演方法:一方面先用均匀试验构造出输入数据与输出数据,再利用ACE非参数回归方法构造两者之间的高效响应面,然后通过响应面关系进行插值运算来得出对应参数的响应值;另一方面根据响应面的关系构造出反演目标函数,利用模拟退火法对目标函数进行寻优计算,从而能避免寻优过程中的目标函数值...

关 键 词:土层等效参数  均匀试验  ACE法  模拟退火算法  反演

Soil Equivalent Parameters Inversion Based on ACE Method and Simulated Annealing Algorithm
CAO Jing,LI Hao.Soil Equivalent Parameters Inversion Based on ACE Method and Simulated Annealing Algorithm[J].Industrial Safety and Dust Control,2021,47(4):10-14,30.
Authors:CAO Jing  LI Hao
Institution:(Faculty of Architecture Engineering, Kunming University of Science and Technology Kunming 650500)
Abstract:A soil parameter inversion method based on the ACE method and the simulated annealing algorithm was proposed.On the one hand,the input data and output data were constructed by uniform experiments,the ACE non-parametric regression method was used to construct an efficient response surface between the two,and the response values of the corresponding parameters were obtained by interpolation operation through the response surface relation;on the other hand,the inversion objective function was constructed based on the response surface relationship and the simulated annealing algorithm was used to optimize the objective function,which can avoid the objective function value falling into the local extreme state during the optimization process,and finally improve the inversion accuracy.This method was used to invert the equivalent soil parameters of one engineering example,and the inversion results showed that the method was feasible.
Keywords:soil equivalent parameters  uniform test  ACE method  simulated annealing algorithm  inversion
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