KMS Of Academy of mathematics and systems sciences, CAS
anaugmentedlagrangiantrustregionmethodwithabiobjectstrategy | |
Kou Caixia1; Chen Zhongwen2; Dai Yuhong3![]() | |
2018 | |
发表期刊 | journalofcomputationalmathematics
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ISSN | 0254-9409 |
卷号 | 36期号:3页码:331 |
摘要 | An augmented Lagrangian trust region method with a bi-object strategy is proposed for solving nonlinear equality constrained optimization, which falls in between penalty-type methods and penalty-free ones. At each iteration, a trial step is computed by minimizing a quadratic approximation model to the augmented Lagrangian function within a trust region. The model is a standard trust region subproblem for unconstrained optimization and hence can efficiently be solved by many existing methods. To choose the penalty parameter, an auxiliary trust region subproblem is introduced related to the constraint violation. It turns out that the penalty parameter need not be monotonically increasing and will not tend to infinity. A bi-object strategy, which is related to the objective function and the measure of constraint violation, is utilized to decide whether the trial step will be accepted or not. Global convergence of the method is established under mild assumptions. Numerical experiments are made, which illustrate the efficiency of the algorithm on various difficult situations. |
语种 | 英语 |
资助项目 | [Chinese NSF] ; [National 973 Program of China] |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/42322 |
专题 | 计算数学与科学工程计算研究所 |
作者单位 | 1.北京邮电大学 2.School of Mathematical Sciences,Soochow University 3.中国科学院数学与系统科学研究院 4.苏州大学 |
推荐引用方式 GB/T 7714 | Kou Caixia,Chen Zhongwen,Dai Yuhong,et al. anaugmentedlagrangiantrustregionmethodwithabiobjectstrategy[J]. journalofcomputationalmathematics,2018,36(3):331. |
APA | Kou Caixia,Chen Zhongwen,Dai Yuhong,&Han Haifei.(2018).anaugmentedlagrangiantrustregionmethodwithabiobjectstrategy.journalofcomputationalmathematics,36(3),331. |
MLA | Kou Caixia,et al."anaugmentedlagrangiantrustregionmethodwithabiobjectstrategy".journalofcomputationalmathematics 36.3(2018):331. |
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