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求解Minimax优化问题的Newton型算法 被引量:2

A NEWTON LIKE ALGORITHM FOR SOLVING MINIMAX OPTIMIZATION PROBLEM
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摘要 In this paper, a Newton like method for solving minimax optimization problems was proposed. The method belong to sequential quadratic programming method,the Hessian of quadratic programming subproblem is a convex combination of Hes-sian of objective functions. When Hessian of quadratic programming subproblem is not positive definite, the strategy to force matrix positive definite is used, so that there are good numerical solution for quadratic programming subproblem.The paper prove that the algorithm has global convergence and q-superlinear con-vergence properties. In order to show the new algorithm having good results, our preliminary numerical experiments are also reported. In this paper, a Newton like method for solving minimax optimization problems was proposed. The method belong to sequential quadratic programming method, the Hessian of quadratic programming subproblem is a convex combination of Hes- sian of objective functions. When Hessian of quadratic programming subproblem is not positive definite, the strategy to force matrix positive definite is used, so that there are good numerical solution for quadratic programming subproblem. The paper prove that the algorithm has global convergence and q-superlinear con- vergence properties. In order to show the new algorithm having good results, our preliminary numerical experiments are also reported.
作者 薛毅
出处 《数值计算与计算机应用》 CSCD 北大核心 2004年第2期108-115,共8页 Journal on Numerical Methods and Computer Applications
基金 国家自然科学基金(19971008) 北京市教委基金
关键词 Newton算法 无约束优化 变度量 收敛性 Minimax Optimization Problem Newton Method SQP Method
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参考文献4

  • 1Rall, Louis B., Automatic Differentiation: Techniques and Applications Lectures Notes in Computer Science. Springer Verlag, Berlin, Volume 120 (1981).
  • 2Vardi, A., New Minimax Algorithm, Journal of Optimization Theory and Application, 75:3 (1992), 613-634.
  • 3Luksan, L., A Compact Variable Metric Algorithm for Nonlinear Minimax Approximation, Computing, vol. 36 (1986), 355-373.
  • 4薛毅.求解Minimax优化问题的SQP方法[J].系统科学与数学,2002,22(3):355-364. 被引量:26

二级参考文献2

  • 1[1]Vardi A. New minimax algorithm. Journal of Optimization Theory and Application, 1992, 75(3):613-634.
  • 2[2]Luksan L. A compact variable metric algorithm for nonlinear minimax approximation. Computing, 36: 355-373.

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