A fine-grained parallel multi-objective test case prioritization on GPU
文献类型：会议论文
| 作者 | Li, Zheng1; Bian, Yi1; Zhao, Ruilian1; Cheng, Jun2
|
| 出版日期 | 2013 |
| 会议日期 | August 24, 2013 - August 26, 2013 |
| 会议地点 | St. Petersburg, Russia |
| DOI | 10.1007/978-3-642-39742-4_10 |
| 页码 | 111-125 |
| 英文摘要 | Multi-Objective Evolutionary Algorithms (MOEAs) have been widely used to address regression test optimization problems, including test case selection and test suite minimization. GPU-based parallel MOEAs are proposed to increase execution efficiency to fulfill the industrial demands. When using binary representation in MOEAs, the fitness evaluation can be transformed a parallel matrix multiplication that is implemented on GPU easily and more efficiently. Such GPU-based parallel MOEAs may achieve higher level of speed-up for test case prioritization because the computation load of fitness evaluation in test case prioritization is more than that in test case selection or test suite minimization. However, the non-applicability of binary representation in the test case prioritization results in the challenge of parallel fitness evaluation on GPU. In this paper, we present a GPU-based parallel fitness evaluation and three novel parallel crossover computation schemes based on ordinal and sequential representations, which form a fine-grained parallel framework for multi-objective test case prioritization. The empirical studies based on eight benchmarks and one open source program show a maximum of 120x speed-up achieved. © 2013 Springer-Verlag. |
| 会议录 | 5th International Symposium on Search-Based Software Engineering, SSBSE 2013
 |
| 语种 | 英语 |
| 电子版国际标准刊号 | 16113349 |
| ISSN号 | 03029743 |
| 源URL | [http://119.78.100.138/handle/2HOD01W0/4705]  |
| 专题 | 智能安全技术研究中心 |
| 作者单位 | 1.Department of Computer Science, Beijing University of Chemical Technology, Beijing 100029, China; 2.Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Sciences, Chongqing 401122, China |
| 推荐引用方式 GB/T 7714 | Li, Zheng,Bian, Yi,Zhao, Ruilian,et al. A fine-grained parallel multi-objective test case prioritization on GPU[C]. 见:. St. Petersburg, Russia. August 24, 2013 - August 26, 2013. |
入库方式： OAI收割
来源：重庆绿色智能技术研究院
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