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Software Reliability Test Based on Markov Usage Model

机译:基于马尔可夫使用模型的软件可靠性测试

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摘要

The reliability test for embeddedsoftware system is very difficult due to its complexstructure and large scale. Markov usage modelwhich describes the software usage with Markovprocess is widely used for statistical test. Softwarestatistical test based on Markov usage model is aneffective approach to the generation of test caseswith high efficiency and the evaluation of softwarereliability in a quantitative way. This paper mainlyfocuses on the generation of Markov usage model ofsoftware system and the method of software reliabilitytest based on it. Firstly, a method to build Markovusage model based on improved state transitionmatrix (STM), which is a table-based modelinglanguage, is proposed. Then a software reliability testmethod including test case generation and testadequacy determination based on Markov usagemodel is presented. An improved Kullbackdiscriminant is selected as the judgment criteria ofconvergence from the test chain to the usage chain inorder to measure whether the testing process issufficient. Finally, a Markov test cases generation toolMTCG is developed which implements the methodsput forward in this paper. Experimental verificationof test adequacy and efficiency is made through acomparison between the Markov usage model-basedmethod and a completely random test method, theresults of which show that software reliability testbased on Markov usage model is approving,high-efficient and promising.
机译:由于嵌入式软件系统结构复杂,规模庞大,因此很难进行可靠性测试。描述Markovprocess软件使用情况的Markov使用模型已广泛用于统计测试。基于马尔可夫使用模型的软件统计测试是一种高效生成测试用例和定量评估软件可靠性的有效方法。本文主要着眼于软件系统马尔可夫使用模型的生成以及基于该模型的软件可靠性测试方法。首先,提出了一种基于改进的状态转移矩阵(STM)的马尔可夫模型的建立方法,该方法是一种基于表格的建模语言。然后提出了一种基于马尔可夫使用模型的软件可靠性测试方法,包括测试用例生成和测试充分性确定。选择一种改进的Kullback判别式作为从测试链到使用链的收敛性判断标准,以衡量测试过程是否足够。最后,开发了马尔可夫测试案例生成工具MTCG,该工具实现了本文提出的方法。通过比较基于马尔可夫使用模型的方法和完全随机的测试方法,对测试的充分性和效率进行了实验验证,结果表明,基于马尔可夫使用模型的软件可靠性测试是认可的,高效的和有希望的。

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