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计算数学  2011 

ANEW FAMILYOFTRUSTREGIONALGORITHMSWITHA NONMONOTONE LINE SEARCH TECHNIQUE
一类带非单调线搜索的信赖域算法

Keywords: Unconstrained optimization,Trust-region method,Nonmonotone line search,Global convergence
无约束最优化
,信赖域方法,非单调线搜索,全局收敛

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Abstract:

We propose a new family of trust region algorithms for unconstrained optimization problems which is combining traditional trust region method with a nonmonotone Wolfe line search technique. The new algorithm solves the trust region subproblem only once at each iteration, furthermore, the matrix approximation to the Hessian simultaneously satisfies the quasi-Newton condition at each iteration and maintains its positive definiteness. Under certain conditions, the global convergence and strong global convergence of the algorithm are proved. Numerical results show that the algorithm inherits the advantages of the nonmonotone schemes and is meaningful to some optimization problems.

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