个人信息Personal Information
教授
博士生导师
硕士生导师
性别:男
毕业院校:东南大学
学位:博士
所在单位:力学与航空航天学院
办公地点:综合实验一号楼401B
联系方式:kyang@dlut.edu.cn
电子邮箱:kyang@dlut.edu.cn
A modified Levenberg-Marquardt algorithm for simultaneous estimation of multi-parameters of boundary heat flux by solving transient nonlinear inverse heat conduction problems
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论文类型:期刊论文
发表时间:2016-06-01
发表刊物:INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER
收录刊物:SCIE、EI
卷号:97
页面范围:908-916
ISSN号:0017-9310
关键字:Inverse heat conduction problem; Levenberg-Marquardt algorithm; Complex-variable-differentiation method
摘要:Despite numerous studies of Levenberg-Marquardt (LM) algorithms for solving inverse heat conduction problems, sensitivity coefficients are mainly evaluated by numerical differentiation methods. However, sensitivity coefficients are difficult to be precisely calculated by numerical differentiation methods, if multi-dimensions, transient states and nonlinearities are involved. To the best knowledge of the authors, there has not been a general method for accurately calculating sensitivity coefficients for a LM algorithm, except numerical differentiation methods. In this study, a modified LM algorithm is presented by introducing the complex-variable-differentiation method for sensitivity analysis, and multi -parameters of boundary heat flux are simultaneously recovered by solving transient nonlinear inverse heat conduction problems. The results show that the modified LM algorithm has the advantages of the conventional LM algorithm, that are effective, accurate and robust for simultaneous estimation of multi-parameters of boundary heat flux. Meanwhile, the efficiency and the convergence stability of the modified LM algorithm are improved, which are attributed to accurate evaluation of sensitivity coefficients, compared with the conventional LM algorithm. (C) 2016 Elsevier Ltd. All rights reserved.