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首页> 外文期刊>Journal of Computational Mathematics >A REVISED CONJUGATE GRADIENT PROJECTION ALGORITHM FOR INEQUALITY CONSTRAINED OPTIMIZATIONS
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A REVISED CONJUGATE GRADIENT PROJECTION ALGORITHM FOR INEQUALITY CONSTRAINED OPTIMIZATIONS

机译:不等式约束优化的一种改进的共轭梯度投影算法

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摘要

A revised conjugate gradient projection method for nonlinear inequality constrained optimization problems is proposed in the paper, since the search direction is the combination of the conjugate projection gradient and the quasi-Newton direction. It has two merits. The one is that the amount of computation is lower because the gradient matrix only needs to be computed one time at each iteration. The other is that the algorithm is of global convergence and locally superlinear convergence without strict complementary condition under some mild assumptions. In addition the search direction is explicit.
机译:由于搜索方向是共轭投影梯度和拟牛顿方向的组合,因此提出了一种针对非线性不等式约束优化问题的改进共轭梯度投影方法。它有两个优点。一个是计算量较低,因为梯度矩阵每次迭代只需要计算一次。另一个是在某些温和假设下,该算法具有全局收敛性和局部超线性收敛性,没有严格的互补条件。另外,搜索方向是明确的。

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