无约束优化的并行拟牛顿方法

C. Still
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引用次数: 23

摘要

本文描述了南卡罗莱纳大学在1024节点NCUBE超立方体上所做的工作,以开发无约束最小化问题的有效局部解决方法。本文首先从数学上讨论了求解无约束优化问题的准牛顿方法,特别是布洛登方法。其次介绍了并行方法,并讨论了最常见的Broyden方法的并行实现。最后给出了一些数值结果来评价并行布洛登方法的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Parallel Quasi-Newton Methods for Unconstrained Optimization
This paper describes work done on the 1024 node NCUBE hypercube at the University of South Carolina in developing methods for efficient local solution of unconstrained minimization problems. The paper begins with a mathematical discussion of quasiNewton methods for unconstrained optimization, and specifically Broyden’s Method. Next it presents the paralfel methods, and discusses the parallel implementation of the most common Broyden method. Finally it lists some numerical results to evaluate the performance of the parallel Broyden methods.
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