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非线性等式与不等式问题的信赖域算法 被引量:4

A TRUST REGION ALGORITHM FOR NONLINEAR PROBLEMS OF EQUALITIES AND INEQUALITIES
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摘要 This paper presents a trust region algorithm for nonlinear problems of equalities and inequalities. The problem is changed to a least-squares problem with non-negative constraints by using slack variables. An equivalent KKT condition is derived, which is the base of constracting the new algorithm. The global conver- gence is established under general conditions, and a local quadratic convergence is proved for nondegenerate point satisfying second-order sufficient conditions. Numerical tests for our algorithm are also presented. This paper presents a trust region algorithm for nonlinear problems of equalities and inequalities. The problem is changed to a least-squares problem with non-negative constraints by using slack variables. An equivalent KKT condition is derived, which is the base of constracting the new algorithm. The global conver- gence is established under general conditions, and a local quadratic convergence is proved for nondegenerate point satisfying second-order sufficient conditions. Numerical tests for our algorithm are also presented.
出处 《数值计算与计算机应用》 CSCD 北大核心 2001年第1期53-62,共10页 Journal on Numerical Methods and Computer Applications
关键词 非线性等式 非线性不等式 信赖域算法 数值计算 trust region, nonlinear problems of equalities and inequalities, least square problem, quadratic convergence
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参考文献3

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同被引文献13

  • 1邵远夫,李成林.Hilbert空间中函数和的次微分规则及应用[J].云南大学学报(自然科学版),2004,26(6):475-478. 被引量:6
  • 2欧宜贵.带非线性不等式约束优化问题的信赖域算法[J].应用数学,2006,19(1):80-85. 被引量:1
  • 3王长钰,宇振盛.求解非线性系统的有效集信赖域方法[J].数学物理学报(A辑),2006,26(2):223-232. 被引量:1
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  • 6POLYAK B T. Gradient methods for solving equations and inequations[J]. UDSSR Comput Math, 1964,4: 17-32.
  • 7DENNIS J E, El-ALEM M , WILLIAMSON K. A trust-region approach to nonlinear systems of equalities and inequalities [J]. SIAM J Optim, 1999,9(2): 291-315.
  • 8CHEN C, MANGASARIAN O L. A class of smoothing functions for nonlinearand mixed complementarity problems[J]. Comput Optim Appl, 1996,5 : 97-138.
  • 9XIU Nai-hua, ZHANG Jian-zhong. A smoothing Gauss- Newton method for the generalized HLCP[ J]. Journal of Computational and Applied Mathematics, 2001,129: 195-208.
  • 10CLAKE F H. Optimization and nonsmooth analysis[ M]. New York:John Wiley and Sons, 1983.

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