共查询到20条相似文献,搜索用时 15 毫秒
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This paper develops convergence theory of the gradient projection method by Calamai and Moré (Math. Programming, vol. 39, 93–116, 1987) which, for minimizing a continuously differentiable optimization problem min{f(x) : x } where is a nonempty closed convex set, generates a sequence xk+1 = P(xk – k f(xk)) where the stepsize k > 0 is chosen suitably. It is shown that, when f(x) is a pseudo-convex (quasi-convex) function, this method has strong convergence results: either xk x* and x* is a minimizer (stationary point); or xk arg min{f(x) : x } = , and f(xk) inf{f(x) : x }. 相似文献
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Smooth Transformation of the Generalized Minimax Problem 总被引:4,自引:0,他引:4
We consider the generalized minimax problem, that is, the problem of minimizing a function (x)=F(g
1(x),...,g
m(x)), where F is a smooth function and each g
i is the maximum of a finite number of smooth functions. We prove that, under suitable assumptions, it is possible to construct a continuously differentiable exact barrier function, whose minimizers yield the minimizers of the function . In this way, the nonsmooth original problem can be solved by usual minimization techniques for unconstrained differentiable functions. 相似文献
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本文研究一类不可微函数Chaney意义下的二阶广义方向导数,并得到这一类不可微问题的二阶最优性条件。 相似文献
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本文研究了一类广义多项式互补问题,在一定条件下,证明了其有唯一解.通过极大极小转化技术,将此类广义多项式互补问题转化为光滑化无约束优化问题进行求解,并提出了一种新的光滑化共轭梯度法.在一定假设条件下,证明了该方法的全局收敛性.最后相关的数值实验表明了算法可以有效求解广义多项式互补问题. 相似文献
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On the Use of Augmented Lagrangians in the Solution of Generalized Semi-Infinite Min-Max Problems 总被引:5,自引:0,他引:5
We present an approach for the solution of a class of generalized semi-infinite optimization problems. Our approach uses augmented Lagrangians to transform generalized semi-infinite min-max problems into ordinary semi-infinite min-max problems, with the same set of local and global solutions as well as the same stationary points. Once the transformation is effected, the generalized semi-infinite min-max problems can be solved using any available semi-infinite optimization algorithm. We illustrate our approach with two numerical examples, one of which deals with structural design subject to reliability constraints. 相似文献
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Alexander J. Zaslavski 《Journal of Mathematical Analysis and Applications》2006,324(1):669-681
In this paper we use the penalty approach in order to study constrained minimization problems in a Banach space with nonsmooth nonconvex mixed constraints. A penalty function is said to have the exact penalty property [J.-B. Hiriart-Urruty, C. Lemarechal, Convex Analysis and Minimization Algorithms, Springer, Berlin, 1993] if there is a penalty coefficient for which a solution of an unconstrained penalized problem is a solution of the corresponding constrained problem. In this paper we establish sufficient conditions for the exact penalty property. 相似文献
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1.IntroductionItiswellknownthatconvexityplayanimportantroleinestablishingthesufficientoptimalityconditionsanddualitytheoremsforanonlinearprogrammingproblem.Severalclassoffunctionshavebeendefinedforthepurposeofweakeningthelimitationsofconvexity.Recent... 相似文献
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本文对无约束最优化问题:minf(x),x∈Rn,提出一种新的重新开始共轭梯度算法.该算法采用一类广义Curry线搜索原则,参数βk可在一个有限闭区间内选择,且允许βk取负值.在较弱的条件下证明了该算法的全局收敛性. 相似文献
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This paper studies the differentiability properties of the projection onto the cone of positive semidefinite matrices. In particular, the expression of the Clarke generalized Jacobian of the projection at any symmetric matrix is given.*Research supported by NSERC. 相似文献
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This research aims at solving constrained problems by providing two classes of objective penalty functions which respectively approach to a class of exact penalty functions smoothly. Meanwhile, the authors present two algorithms based on the two objective penalty functions, and give the conclusion that all of the cluster points of the two sequences generated by the two algorithms are the optimal points of the original problem. Furthermore, this article discusses that both of the two penalty functions are of well-condition. Finally, the authors report numerical results to show the applicability of the two presented algorithms. 相似文献
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讨论了不等式约束优化问题中拟微分形式下Fritz John必要条件与 Clarke广义梯度形式下Fritz John必要条件的关系.在较弱条件下给出了具有等式与不等式约束条件的两个Lagrange乘子形式的最优性必要条件,在这两个条件中等式约束函数的拟微分和Clarke广义梯度分别被使用。 相似文献
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Representative of Quasidifferentials and Its Formula for a Quasidifferentiable Function 总被引:1,自引:0,他引:1
Yan Gao 《Set-Valued Analysis》2005,13(4):323-336
The quasidifferential of a quasidifferentiable function in the sense of Demyanov and Rubinov is not uniquely defined. Xia
proposed the notion of the kernelled quasidifferential, which is expected to be a representative for the equivalent class
of quasidifferentials. In the 2-dimensional case, the existence of the kernelled quasidifferential was shown. In this paper,
the existence of the kernelled quasidifferential in the n-dimensional space (n>2) is proved under the assumption that the Minkowski difference and the Demyanov difference of subdifferential and minus
superdifferential coincide. In particular, given a quasidifferential, the kernelled quasidifferential can be formulated. Applications
to two classes of generalized separable quasidifferentiable functions are developed.
Mathematics Subject Classifications (2000) 49J52, 54C60, 90C26.
This work was supported by Shanghai Education Committee (04EA01). 相似文献
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强Wolfe条件不能保证标准CD共轭梯度法全局收敛.本文通过建立新的共轭参数,提出无约束优化问题的一个新谱共轭梯度法,该方法在精确线搜索下与标准CD共轭梯度法等价,在标准wolfe线搜索下具有下降性和全局收敛性.初步的数值实验结果表明新方法是有效的,适合于求解非线性无约束优化问题. 相似文献