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An effective algorithm for globally solving quadratic programs using parametric linearization technique

机译:一种使用参数线性化技术全局求解二次程序的有效算法

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摘要

In this paper, we present an effective algorithm for globally solving quadratic programs with quadratic constraints, which has wide application in engineering design, engineering optimization, route optimization, etc. By utilizing new parametric linearization technique, we can derive the parametric linear programming relaxation problem of the quadratic programs with quadratic constraints. To improve the computational speed of the proposed algorithm, some interval reduction operations are used to compress the investigated interval. By subsequently partitioning the initial box and solving a sequence of parametric linear programming relaxation problems the proposed algorithm is convergent to the global optimal solution of the initial problem. Finally, compared with some known algorithms, numerical experimental results demonstrate that the proposed algorithm has higher computational efficiency.
机译:在本文中,我们提供了一种具有二次限制的全局求解二次程序的有效算法,其在工程设计,工程优化,路由优化等中具有广泛的应用。通过利用新的参数线性化技术,我们可以得出参数线性编程松弛问题具有二次约束的二次程序。为了提高所提出的算法的计算速度,一些间隔减少操作用于压缩调查间隔。通过随后划分初始框并求解参数线性编程松弛问题的序列,所提出的算法对初始问题的全局最佳解决方案进行会聚。最后,与一些已知的算法相比,数值实验结果表明,所提出的算法具有更高的计算效率。

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