李建明

个人信息Personal Information

副教授

硕士生导师

性别:男

毕业院校:大连理工大学

学位:博士

所在单位:计算机科学与技术学院

电子邮箱:lijm@dlut.edu.cn

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A GPU-based parallel algorithm for large scale linear programming problem

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论文类型:会议论文

发表时间:2011-07-20

收录刊物:EI、Scopus

卷号:10 SIST

页面范围:37-46

摘要:A GPU-based parallel algorithm to solve large scale linear programming problem is proposed in this research. It aims to improve the computing efficiency when the linear programming problem becomes sufficiently large scale or more complicated. This parallel algorithm, based on Gaussian elimination, uses the GPU (Graphics Processing Unit) for computationally intensive tasks such as basis matrix operation, canonical form transformation and entering variable selection. At the same time, CPU is used to control the iteration. Experimental results show that the algorithm is competitive with CPU algorithm and can greatly reduce the computing time, so the GPU-based parallel algorithm is an effective way to solve large scale linear programming problem. ? 2011 Springer-Verlag Berlin Heidelberg.