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On the use of simplex methods in constructing quadratic models 被引量:3

On the use of simplex methods in constructing quadratic models
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摘要 In this paper,we investigate the quadratic approximation methods.After studying the basic idea of simplex methods,we construct several new search directions by combining the local information progressively obtained during the iterates of the algorithm to form new subspaces.And the quadratic model is solved in the new subspaces.The motivation is to use the information disclosed by the former steps to construct more promising directions.For most tested problems,the number of function evaluations have been reduced obviously through our algorithms. In this paper, we investigate the quadratic approximation methods. After studying the basic idea of simplex methods, we construct several new search directions by combining the local information progressively obtained during the iterates of the algorithm to form new subspaces. And the quadratic model is solved in the new subspaces. The motivation is to use the information disclosed by the former steps to construct more promising directions. For most tested problems, the number of functions evaluations have been reduced obviously through our algorithms.
出处 《Science China Mathematics》 SCIE 2007年第7期913-924,共12页 中国科学:数学(英文版)
基金 This work was partially supported by the Doctoral Foundation of Hebei University(Grant No.Y2006084) the National Natural Science Foundation of China(Grant No.10231060)
关键词 UNCONSTRAINED optimization trust region method QUADRATIC model LAGRANGE function SIMPLEX METHODS direct METHODS unconstrained optimization trust region method quadratic model Lagrange function simplex methods direct methods 90C56
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  • 1M.J.D. Powell.UOBYQA: unconstrained optimization by quadratic approximation[J].Mathematical Programming.2002(3)
  • 2Powell M J D.A direct search optimization method that models the objective by quadratic interpolation[]..1994
  • 3Powell M J D.Trust region methods that employ quadratic interpolation to the objective function[]..1996

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