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等式与界约束非线性优化的信赖域增广Lagrangian算法 被引量:2

A TRUST-REGION AUGMENTED LAGRANGIAN ALGORITHM FOR EQUALITY AND BOUNDED CONSTRAINTS
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摘要 This paper presents an augmented Lagrangian algorithm for nonlinear opti- mization of equality and bounded constraints. The method includes internal it- erations and outer iterations, which uses a trust region interior-point method in internal iteration. Under some conditions, the paper proves finite termination of internal iteration and analyses the local convergence of accelerating internal mini- mizer iterations. It also proves the global convergence of main algorithm when the approximate solution of internal minimizer is satisfied some conditions. This paper presents an augmented Lagrangian algorithm for nonlinear opti- mization of equality and bounded constraints. The method includes internal it- erations and outer iterations, which uses a trust region interior-point method in internal iteration. Under some conditions, the paper proves finite termination of internal iteration and analyses the local convergence of accelerating internal mini- mizer iterations. It also proves the global convergence of main algorithm when the approximate solution of internal minimizer is satisfied some conditions.
机构地区 湖南大学数学系
出处 《计算数学》 CSCD 北大核心 2002年第1期27-28,共2页 Mathematica Numerica Sinica
基金 科学与工程计算国家重点实验室的资助
关键词 信赖域方法 增广Lagrangian算法 全局收敛性 非线性约束优化问题 Trust region method, Augmented Lagrangian algorithm, Global convergence
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参考文献3

  • 1Francisco A. M. Gomes,María Cristina Maciel,José Mario Martínez. Nonlinear programming algorithms using trust regions and augmented Lagrangians with nonmonotone penalty parameters[J] 1999,Mathematical Programming(1):161~200
  • 2J. F. Rodrigues,J. E. Renaud,L. T. Watsen. Convergence of trust region augmented Lagrangian methods using variable fidelity approximation data[J] 1998,Structural Optimization(3-4):141~156
  • 3Thomas F. Coleman,Yuying Li. On the convergence of interior-reflective Newton methods for nonlinear minimization subject to bounds[J] 1994,Mathematical Programming(1-3):189~224

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