崔苗

个人信息Personal Information

教授

博士生导师

硕士生导师

性别:女

毕业院校:东北大学

学位:博士

所在单位:力学与航空航天学院

学科:航空宇航推进理论与工程. 热能工程. 计算力学

办公地点:综合实验1号楼(海宇楼)203A

联系方式:miaocui@dlut.edu.cn

电子邮箱:miaocui@dlut.edu.cn

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A new approach for determining damping factors in Levenberg-Marquardt algorithm for solving an inverse heat conduction problem

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论文类型:期刊论文

发表时间:2017-04-01

发表刊物:INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

收录刊物:SCIE、EI、Scopus

卷号:107

页面范围:747-754

ISSN号:0017-9310

关键字:Levenberg-Marquardt algorithm; Damping factor; Inverse heat conduction problem; Temperature-dependent thermal conductivity

摘要:Damping factor is a key parameter in Levenberg-Marquardt algorithm for solving inverse problems, which significantly affects the efficiency and the convergence stability of Levenberg-Marquardt algorithm and needs to be updated with the iterative number. A new approach is presented for determining damping factors in Levenberg-Marquardt algorithm in this paper, which relates the damping factor directly to the dimensionless objective function in inverse problems. Then, the accuracy, the efficiency, the convergence stability as well as the robustness of Levenberg-Marquardt algorithm are investigated in detail, for identifying temperature-dependent thermal conductivities by solving an inverse heat conduction problem. The results show that the LM algorithm using the new approach for determining damping factors is accurate and robust for identifying temperature-dependent thermal conductivities. The efficiency and the convergence stability of the LM algorithm are improved by using the new approach for determining damping factors. Moreover, the new approach is easy to implement. (C) 2016 Elsevier Ltd. All rights reserved.