Test program generation based on multi-objective evolutionary algorithm

doi:10.3724/SP.J.1089.2010.10996

CORC > 北京大学 > 信息科学技术学院

	Test program generation based on multi-objective evolutionary algorithm
	Zhang, Liang ; Tong, Dong ; Lin, Hua ; Cheng, Xu ; Wang, Keyi
刊名	jisuanji fuzhu sheji yu tuxingxue xuebaojournal of computer aided design and computer graphics
	2010
DOI	10.3724/SP.J.1089.2010.10996
英文摘要	Existing test program evolution method uses single coverage metric to evaluate test programs in evolution process, and it can not guarantee the execution time index of the optimal solution. To cope with the problem, this paper proposes a test program generation approach based on multi-objective evolutionary algorithm (MOEA). It considers test program generation as a multi-objective optimization problem and both increasing coverage and reducing execution time are optimization goals. Through analyzing the feedback information from the simulator and using MOEA technology, it can automatically guide the direction of the new test generation. Experimental results on PKUnity UniCore32-2 microprocessor demonstrated that the optimal test program generated by the proposed method guaranteed the coverage requirements, was 12.92% of the traditional test program evolution method and 3.62% of hand-written test program set in execution time.; EI; 0; 8; 1382-1389; 22
语种	英语
内容类型	期刊论文
源URL	[http://ir.pku.edu.cn/handle/20.500.11897/412764]
专题	信息科学技术学院
推荐引用方式 GB/T 7714	Zhang, Liang,Tong, Dong,Lin, Hua,et al. Test program generation based on multi-objective evolutionary algorithm[J]. jisuanji fuzhu sheji yu tuxingxue xuebaojournal of computer aided design and computer graphics,2010.
APA	Zhang, Liang,Tong, Dong,Lin, Hua,Cheng, Xu,&Wang, Keyi.(2010).Test program generation based on multi-objective evolutionary algorithm.jisuanji fuzhu sheji yu tuxingxue xuebaojournal of computer aided design and computer graphics.
MLA	Zhang, Liang,et al."Test program generation based on multi-objective evolutionary algorithm".jisuanji fuzhu sheji yu tuxingxue xuebaojournal of computer aided design and computer graphics (2010).