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NSGA-II面向多目标测试数据模型的生成

周文晶 王占刚

计算机技术与发展Issue(4):21-24,28,5.
计算机技术与发展Issue(4):21-24,28,5.DOI:10.3969/j.issn.1673-629X.2014.04.005

NSGA-II面向多目标测试数据模型的生成

Generation of NSGA-II for Multi-objective Test Data Model

周文晶 1王占刚1

作者信息

  • 1. 天津工业大学 计算机科学与软件学院,天津 300387
  • 折叠

摘要

Abstract

The realization of the test data automatic generation is an important research project of software test. At present many research-ers use a variety of methods to realize the automatic generation of test data,but the generated test data are generally only to achieve maxi-mum coverage rate. In test data generation,hope that generated test data can achieve maximum coverage rate and generated test data set is as small as possible,therefore reducing the execution time and improving the execution efficiency. To evaluate testing data from two as-pects of coverage standard and memory consumption,adopt multi-objective optimization algorithm,NSGA-II,to achieve automatic gen-eration of test data which satisfies the biggest branch coverage rate and the maximum memory allocation at the same time. The experimen-tal results show that the NSGA-IIto generate test data is better to meet the two goals than the other multi-objective optimization algo-rithms.

关键词

NSGA-域算法/多目标测试数据/覆盖率/内存分配

Key words

NSGA-II/multi-objective test data/coverage rate/memory allocation

分类

信息技术与安全科学

引用本文复制引用

周文晶,王占刚..NSGA-II面向多目标测试数据模型的生成[J].计算机技术与发展,2014,(4):21-24,28,5.

基金项目

教育部博士点基金项目(200800580004) (200800580004)

天津市自然科学基金资助项目(043600711) (043600711)

计算机技术与发展

OACSTPCD

1673-629X

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